From 6d2356df599aa4101974d3d3cba70f26e1f24e82 Mon Sep 17 00:00:00 2001
From: Abhishek Basu <sendtoabhishek.bose@gmail.com>
Date: Fri, 13 Jul 2012 20:05:19 -0500
Subject: [PATCH 1/4] Linear Regression Model Implmentation

---
 algorithm_implmentation/dataset.txt           |  12 ++
 .../linearregression_gradientdescentmodel.py  | 122 ++++++++++++++++++
 qikify/models/test_knn.py                     |  14 ++
 3 files changed, 148 insertions(+)
 create mode 100644 algorithm_implmentation/dataset.txt
 create mode 100644 algorithm_implmentation/linearregression_gradientdescentmodel.py
 create mode 100644 qikify/models/test_knn.py

diff --git a/algorithm_implmentation/dataset.txt b/algorithm_implmentation/dataset.txt
new file mode 100644
index 0000000..7c08d31
--- /dev/null
+++ b/algorithm_implmentation/dataset.txt
@@ -0,0 +1,12 @@
+42.8  40.0  37
+63.5  93.5  50
+37.5  35.5  34
+39.5  30.0  36
+45.5  52.0  43
+38.5  17.0  28
+43.0  38.5  37
+22.5   8.5  20
+37.0  33.0  34
+23.5   9.5  30
+33.0  21.0  38
+58.0  79.0  47
diff --git a/algorithm_implmentation/linearregression_gradientdescentmodel.py b/algorithm_implmentation/linearregression_gradientdescentmodel.py
new file mode 100644
index 0000000..0e3fc0f
--- /dev/null
+++ b/algorithm_implmentation/linearregression_gradientdescentmodel.py
@@ -0,0 +1,122 @@
+import numpy as np
+import matplotlib.pyplot as plt
+
+class linearregression_gradientdescentmodel(object):
+	def __init__(self):
+		self.chip_theta = []
+		self.chip_targetvalues = []
+		self.sumofx_i=0
+		self.alpha=1e-6
+		self.m=0
+		#self.rows=list()
+		#self.thetas=list()
+		self.estimated_theta=list()
+		#self.inittheta0=0
+		self.no_features=0
+		self.feature_matrix=[[]]
+		self.int_feature_matrix=[[]]
+		self.sum=0
+		self.n1=list()
+		self.n2=list()
+
+	def form_hypothesis(self):
+		init_thetas=list()
+		datafile = open("dataset.txt",'r')
+		for line in datafile:
+			line=line.split("\n")[0]
+			self.m+=1
+			featurelist=line.split('  ')
+			self.no_features=len(featurelist)
+
+			print "featurelength %i" %self.no_features
+			if self.m==1:
+				self.feature_matrix[0]=featurelist
+			else:
+				self.feature_matrix.append(featurelist)
+		print self.feature_matrix
+		print self.m
+		featurelength=len(featurelist)
+		self.int_feature_matrix=np.array(self.feature_matrix,dtype=float)
+		#self.sum_y=self.calculate_sum_colomn(self.int_feature_matrix,len(featurelist)-1)
+		for j in range(0,len(featurelist)):
+			random_theta=np.random.random()
+			self.estimated_theta.append(random_theta)
+		
+		for n in range(0,1000):
+			#coloumn_list=list()
+			sum_coloumn=list()
+		#	hypo_sum=0
+		#	linear_sum=0
+		#	calsum=0
+		#	iteration=0	
+
+			for j in range(0,len(featurelist)):
+				hypo_sum=0
+				linear_sum=0
+				calsum=0
+				diff=0		
+				for y in range(0,self.m):
+					#if y==0:
+					value_x=list()
+					for x in range(0,len(featurelist)):
+						hypo_sum=self.calculate_sum(calsum,self.estimated_theta,self.int_feature_matrix,y,x)
+						#coloumn_list+str(x)=list()
+						#coloumn_list+str(x)=self.int_feature_matrix[:,x]
+					diff+=pow(hypo_sum-self.int_feature_matrix[y][featurelength-1],2)
+					#print 'cost value'
+					#print cost
+					#print 1/float(self.m)
+					if j==0:
+						linear_sum+=(hypo_sum-self.int_feature_matrix[y][featurelength-1])
+					else:
+						#name=coloumn_list+str(j)
+						#print name
+						linear_sum+=(hypo_sum-self.int_feature_matrix[y][featurelength-1])*self.int_feature_matrix[y][j]
+					#print self.int_feature_matrix[y][featurelength-1]
+				sum_coloumn.append(linear_sum)
+			cost=(1/float(2*self.m))*diff
+			print 'cost value..........'
+			print cost
+			self.n1.append(n)
+			self.n2.append(cost)
+			costlength=len(self.n2)
+			n3=self.n2[costlength-2]
+			#print n3
+			if costlength>1 and cost>n3:
+				#val=self.alpha
+				self.alpha=self.alpha/float(10)
+			#plt.show()
+			#print linear_sum
+			for k in range(0,featurelength):
+				temp=self.estimated_theta[k]-self.alpha*(1/float(self.m))*sum_coloumn[k]
+				self.estimated_theta.remove(self.estimated_theta[k])
+				self.estimated_theta.insert(k,temp)
+				
+			print self.estimated_theta
+		plt.plot(self.n1,self.n2)
+		plt.show()
+	def calculate_sum(self,hypo_sum,thetas,feature_matrix,y,x):
+		if x==0:
+			#sum=0
+			hypo_sum=thetas[x]
+			#htheta=htheta+thetas[x+1]*float(feature_matrix[y][x])
+		else:
+			#print "y value %f"%feature_matrix[y][featurelength-1]
+			hypo_sum+=thetas[x]*self.int_feature_matrix[y][x-1]
+		#rows.append(featurelist[x])
+		return hypo_sum
+
+	def calculate_sum_colomn(self,matrix,i):
+		#sumofx=0
+		coloumn_list=list()
+		print 'in sum............'
+		print i
+		#for i in range (0,self.m-1):
+		#import pdb; pdb.set_trace()
+		#import pdb; pdb.set_trace()
+		coloumn_list=matrix[:,i]
+		return np.sum(np.array(coloumn_list))
+
+if __name__ == "__main__":
+	l_reg=linearregression_gradientdescentmodel()
+	l_reg.form_hypothesis()
\ No newline at end of file
diff --git a/qikify/models/test_knn.py b/qikify/models/test_knn.py
new file mode 100644
index 0000000..6b00c30
--- /dev/null
+++ b/qikify/models/test_knn.py
@@ -0,0 +1,14 @@
+from qikify.models.KNNImplementation import KNNImplementation
+from qikify.models import Chip
+def test_knn():
+	knn=KNNImplementation()
+	chip_data1={'ORB_a':1,'ORB_b':1,'gnd':1}
+	chip_data2={'ORB_a':-1,'ORB_b':-1,'gnd':-1}
+	chip1=Chip(chip_data1,LCT_prefix='ORB')
+	chip2=Chip(chip_data2,LCT_prefix='ORB')
+	chips=[chip1,chip2]
+	print "hi"
+	knn.trainmodel(chips)
+
+if __name__ == "__main__":
+	test_knn()
\ No newline at end of file

From bf5133082dda282b83eaed98cc9e63f34de1550c Mon Sep 17 00:00:00 2001
From: Abhishek Basu <sendtoabhishek.bose@gmail.com>
Date: Fri, 13 Jul 2012 20:17:12 -0500
Subject: [PATCH 2/4] Update change@abhishek

---
 Readme.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Readme.md b/Readme.md
index e70abaa..43ea4e4 100644
--- a/Readme.md
+++ b/Readme.md
@@ -1,4 +1,3 @@
-
 # Qikify
       
   Qikify is an MVC framework for adaptive test and semiconductor data analysis
@@ -43,6 +42,7 @@ TODO: Need example demonstrating usage.
 The following are the major project contributors.
 
   * Nate Kupp ([natekupp](https://github.com/natekupp))
+  * Abhishek Basu([abhishekingithub](https://github.com/abhishekingith))
 
 ## License 
 

From 60f60ec38055a9037934d58d3a7990fa01d19197 Mon Sep 17 00:00:00 2001
From: Abhishek Basu <sendtoabhishek.bose@gmail.com>
Date: Fri, 13 Jul 2012 20:19:10 -0500
Subject: [PATCH 3/4] Update change@abhishek

---
 Readme.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Readme.md b/Readme.md
index 43ea4e4..e8bf5bc 100644
--- a/Readme.md
+++ b/Readme.md
@@ -42,7 +42,7 @@ TODO: Need example demonstrating usage.
 The following are the major project contributors.
 
   * Nate Kupp ([natekupp](https://github.com/natekupp))
-  * Abhishek Basu([abhishekingithub](https://github.com/abhishekingith))
+  * Abhishek Basu([abhishekingithub](https://github.com/abhishekingithub))
 
 ## License 
 

From b94c38c4232710368775f9e4ee209164da895dad Mon Sep 17 00:00:00 2001
From: Abhishek Basu <sendtoabhishek.bose@gmail.com>
Date: Wed, 25 Jul 2012 12:52:32 -0500
Subject: [PATCH 4/4] tutorial pages added

---
 tutorial pages/New Text Document.txt          |   418 +
 tutorial pages/advisor.html                   |   418 +
 tutorial pages/contributors_student.html      |   425 +
 tutorial pages/controller.html                |   420 +
 .../images/2011-VTS-SummaryFigure.ai          | 23908 ++++++++++++++++
 .../images/Adaptive+Test+Overview.jpg         |   Bin 0 -> 40819 bytes
 tutorial pages/images/DARPA+Figure.jpg        |   Bin 0 -> 103869 bytes
 tutorial pages/images/Inline+Data.jpg         |   Bin 0 -> 128799 bytes
 tutorial pages/images/Intelligent+System.jpg  |   Bin 0 -> 109030 bytes
 tutorial pages/images/MVC+Alternate+Test.jpg  |   Bin 0 -> 103226 bytes
 tutorial pages/images/MVC_All.jpg             |   Bin 0 -> 50270 bytes
 tutorial pages/images/MVCoverview.jpg         |   Bin 0 -> 123489 bytes
 .../images/Part1+Test+Cost+Reduction.jpg      |   Bin 0 -> 73533 bytes
 .../images/Part2+Yield+Enhancement.jpg        |   Bin 0 -> 105863 bytes
 .../Part3+Performance+Calibration+v.3.jpg     |   Bin 0 -> 76063 bytes
 .../images/Part3+Performance+Calibration.jpg  |   Bin 0 -> 94199 bytes
 tutorial pages/images/SummaryFigure.jpg       |   Bin 0 -> 44000 bytes
 tutorial pages/images/Temporality.jpg         |   Bin 0 -> 91735 bytes
 tutorial pages/images/cloudCompute.jpg        |   Bin 0 -> 57760 bytes
 tutorial pages/images/controller1.jpg         |   Bin 0 -> 281525 bytes
 tutorial pages/images/knob-process-1.jpg      |   Bin 0 -> 40836 bytes
 tutorial pages/images/knob-process.jpg        |   Bin 0 -> 40699 bytes
 tutorial pages/images/lowcosttest.jpg         |   Bin 0 -> 72085 bytes
 tutorial pages/images/lowcosttest1.png        |   Bin 0 -> 73509 bytes
 tutorial pages/images/model1.jpg              |   Bin 0 -> 561562 bytes
 tutorial pages/images/model2.jpg              |   Bin 0 -> 97188 bytes
 tutorial pages/images/model3.jpg              |   Bin 0 -> 389433 bytes
 tutorial pages/images/model4.jpg              |   Bin 0 -> 221505 bytes
 tutorial pages/images/mvc_chart.jpg           |   Bin 0 -> 89639 bytes
 tutorial pages/images/slice_1.png             |   Bin 0 -> 72515 bytes
 tutorial pages/images/slice_2.png             |   Bin 0 -> 103780 bytes
 tutorial pages/images/system.jpg              |   Bin 0 -> 18100 bytes
 tutorial pages/images/wafer.png               |   Bin 0 -> 473675 bytes
 tutorial pages/index.html                     |   424 +
 tutorial pages/jacob.css.txt                  |    39 +
 tutorial pages/jemdoc.css.txt                 |    39 +
 tutorial pages/model.html                     |   424 +
 tutorial pages/prereq.html                    |   441 +
 tutorial pages/qikify.html                    |   429 +
 tutorial pages/runmvc.html                    |   486 +
 tutorial pages/view.html                      |   424 +
 41 files changed, 28295 insertions(+)
 create mode 100644 tutorial pages/New Text Document.txt
 create mode 100644 tutorial pages/advisor.html
 create mode 100644 tutorial pages/contributors_student.html
 create mode 100644 tutorial pages/controller.html
 create mode 100644 tutorial pages/images/2011-VTS-SummaryFigure.ai
 create mode 100644 tutorial pages/images/Adaptive+Test+Overview.jpg
 create mode 100644 tutorial pages/images/DARPA+Figure.jpg
 create mode 100644 tutorial pages/images/Inline+Data.jpg
 create mode 100644 tutorial pages/images/Intelligent+System.jpg
 create mode 100644 tutorial pages/images/MVC+Alternate+Test.jpg
 create mode 100644 tutorial pages/images/MVC_All.jpg
 create mode 100644 tutorial pages/images/MVCoverview.jpg
 create mode 100644 tutorial pages/images/Part1+Test+Cost+Reduction.jpg
 create mode 100644 tutorial pages/images/Part2+Yield+Enhancement.jpg
 create mode 100644 tutorial pages/images/Part3+Performance+Calibration+v.3.jpg
 create mode 100644 tutorial pages/images/Part3+Performance+Calibration.jpg
 create mode 100644 tutorial pages/images/SummaryFigure.jpg
 create mode 100644 tutorial pages/images/Temporality.jpg
 create mode 100644 tutorial pages/images/cloudCompute.jpg
 create mode 100644 tutorial pages/images/controller1.jpg
 create mode 100644 tutorial pages/images/knob-process-1.jpg
 create mode 100644 tutorial pages/images/knob-process.jpg
 create mode 100644 tutorial pages/images/lowcosttest.jpg
 create mode 100644 tutorial pages/images/lowcosttest1.png
 create mode 100644 tutorial pages/images/model1.jpg
 create mode 100644 tutorial pages/images/model2.jpg
 create mode 100644 tutorial pages/images/model3.jpg
 create mode 100644 tutorial pages/images/model4.jpg
 create mode 100644 tutorial pages/images/mvc_chart.jpg
 create mode 100644 tutorial pages/images/slice_1.png
 create mode 100644 tutorial pages/images/slice_2.png
 create mode 100644 tutorial pages/images/system.jpg
 create mode 100644 tutorial pages/images/wafer.png
 create mode 100644 tutorial pages/index.html
 create mode 100644 tutorial pages/jacob.css.txt
 create mode 100644 tutorial pages/jemdoc.css.txt
 create mode 100644 tutorial pages/model.html
 create mode 100644 tutorial pages/prereq.html
 create mode 100644 tutorial pages/qikify.html
 create mode 100644 tutorial pages/runmvc.html
 create mode 100644 tutorial pages/view.html

diff --git a/tutorial pages/New Text Document.txt b/tutorial pages/New Text Document.txt
new file mode 100644
index 0000000..e498e2c
--- /dev/null
+++ b/tutorial pages/New Text Document.txt	
@@ -0,0 +1,418 @@
+<html xmlns="http://www.w3.org/1999/xhtml" xml:lang="en">
+<head>
+<meta name="generator" content="jemdoc, see http://jemdoc.jaboc.net/" />
+<meta http-equiv="Content-Type" content="text/html;charset=utf-8" />
+<style type="text/css">
+/* Default css file for jemdoc. */
+
+table#tlayout {
+    border: none;
+    border-collapse: separate;
+    background: white;
+}
+
+body {
+	background: white;
+	font-family: Georgia, serif;
+	padding-bottom: 8px;
+	margin: 0;
+}
+
+#layout-menu {
+	background: #f6f6f6;
+	border: 1px solid #dddddd;
+	padding-top: 0.5em;
+	padding-left: 8px;
+	padding-right: 8px;
+	font-size: 1.0em;
+	width: auto;
+	white-space: nowrap;
+    text-align: left;
+    vertical-align: top;
+}
+
+#layout-menu td {
+	background: #f4f4f4;
+    vertical-align: top;
+}
+
+#layout-content {
+	padding-top: 0.0em;
+	padding-left: 1.0em;
+	padding-right: 1.0em;
+    border: none;
+    background: white;
+    text-align: left;
+    vertical-align: top;
+}
+
+#layout-menu a {
+	line-height: 1.5em;
+	margin-left: 0.5em;
+}
+
+tt {
+    background: #ffffdd;
+}
+
+pre, tt {
+	font-size: 90%;
+	font-family: monaco, monospace;
+}
+
+a, a > tt {
+	color: #224b8d;
+	text-decoration: none;
+}
+
+a:hover {
+	border-bottom: 1px gray dotted;
+}
+
+#layout-menu a.current:link, #layout-menu a.current:visited {
+	color: #022b6d;
+	border-bottom: 1px gray solid;
+}
+#layout-menu a:link, #layout-menu a:visited, #layout-menu a:hover {
+	color: #527bbd;
+	text-decoration: none;
+}
+#layout-menu a:hover {
+	text-decoration: none;
+}
+
+div.menu-category {
+	border-bottom: 1px solid gray;
+	margin-top: 0.8em;
+	padding-top: 0.2em;
+	padding-bottom: 0.1em;
+	font-weight: bold;
+}
+
+div.menu-item {
+	padding-left: 16px;
+	text-indent: -16px;
+}
+
+div#toptitle {
+	padding-bottom: 0.2em;
+	margin-bottom: 1.5em;
+	border-bottom: 3px double gray;
+}
+
+/* Reduce space if we begin the page with a title. */
+div#toptitle + h2, div#toptitle + h3 {
+	margin-top: -0.7em;
+}
+
+div#subtitle {
+	margin-top: 0.0em;
+	margin-bottom: 0.0em;
+	padding-top: 0em;
+	padding-bottom: 0.1em;
+}
+
+em {
+	font-style: italic;
+}
+
+strong {
+	font-weight: bold;
+}
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+	margin-top: 0.7em;
+	margin-bottom: 0.3em;
+	padding-bottom: 0.2em;
+	line-height: 1.0;
+	padding-top: 0.5em;
+	border-bottom: 1px solid #aaaaaa;
+}
+
+h1 {
+	font-size: 165%;
+}
+
+h2 {
+	padding-top: 0.8em;
+	font-size: 125%;
+}
+
+h2 + h3 {
+    padding-top: 0.2em;
+}
+
+h3 {
+	font-size: 110%;
+	border-bottom: none;
+}
+
+p {
+	margin-top: 0.0em;
+	margin-bottom: 0.8em;
+	padding: 0;
+	line-height: 1.3;
+}
+
+pre {
+	padding: 0;
+	margin: 0;
+}
+
+div#footer {
+	font-size: small;
+	border-top: 1px solid #c0c0c0;
+	padding-top: 0.1em;
+	margin-top: 4.0em;
+	color: #c0c0c0;
+}
+
+div#footer a {
+	color: #80a0b0;
+}
+
+div#footer-text {
+	float: left;
+	padding-bottom: 8px;
+}
+
+ul, ol, dl {
+	margin-top: 0.2em;
+	padding-top: 0;
+	margin-bottom: 0.8em;
+}
+
+dt {
+	margin-top: 0.5em;
+	margin-bottom: 0;
+}
+
+dl {
+	margin-left: 20px;
+}
+
+dd {
+	color: #222222;
+}
+
+dd > *:first-child {
+	margin-top: 0;
+}
+
+ul {
+	list-style-position: outside;
+	list-style-type: square;
+}
+
+p + ul, p + ol {
+	margin-top: -0.5em;
+}
+
+li ul, li ol {
+	margin-top: -0.3em;
+}
+
+ol {
+	list-style-position: outside;
+	list-style-type: decimal;
+}
+
+li p, dd p {
+	margin-bottom: 0.3em;
+}
+
+
+ol ol {
+	list-style-type: lower-alpha;
+}
+
+ol ol ol {
+	list-style-type: lower-roman;
+}
+
+p + div.codeblock {
+	margin-top: -0.6em;
+}
+
+div.codeblock, div.infoblock {
+	margin-right: 0%;
+	margin-top: 1.2em;
+	margin-bottom: 1.3em;
+}
+
+div.blocktitle {
+	font-weight: bold;
+	color: #cd7b62;
+	margin-top: 1.2em;
+	margin-bottom: 0.1em;
+}
+
+div.blockcontent {
+	border: 1px solid silver;
+	padding: 0.3em 0.5em;
+}
+
+div.infoblock > div.blockcontent {
+	background: #ffffee;
+}
+
+div.blockcontent p + ul, div.blockcontent p + ol {
+	margin-top: 0.4em;
+}
+
+div.infoblock p {
+	margin-bottom: 0em;
+}
+
+div.infoblock li p, div.infoblock dd p {
+	margin-bottom: 0.5em;
+}
+
+div.infoblock p + p {
+	margin-top: 0.8em;
+}
+
+div.codeblock > div.blockcontent {
+	background: #f6f6f6;
+}
+
+span.pycommand {
+	color: #000070;
+}
+
+span.statement {
+	color: #008800;
+}
+span.builtin {
+	color: #000088;
+}
+span.special {
+	color: #990000;
+}
+span.operator {
+	color: #880000;
+}
+span.error {
+	color: #aa0000;
+}
+span.comment, span.comment > *, span.string, span.string > * {
+	color: #606060;
+}
+
+@media print {
+	#layout-menu { display: none; }
+}
+
+#fwtitle {
+	margin: 2px;
+}
+
+#fwtitle #toptitle {
+	padding-left: 0.5em;
+	margin-bottom: 0.5em;
+}
+
+#layout-content h1:first-child, #layout-content h2:first-child, #layout-content h3:first-child {
+	margin-top: -0.7em;
+}
+
+div#toptitle h1, #layout-content div#toptitle h1 {
+	margin-bottom: 0.0em;
+	padding-bottom: 0.1em;
+	padding-top: 0;
+	margin-top: 0.5em;
+	border-bottom: none;
+}
+
+img.eq {
+	padding: 0;
+	padding-left: 0.1em;
+	padding-right: 0.1em;
+	margin: 0;
+}
+
+img.eqwl {
+	padding-left: 2em;
+	padding-top: 0.6em;
+	padding-bottom: 0.2em;
+	margin: 0;
+}
+
+table {
+    border: 2px solid black;
+    border-collapse: collapse;
+}
+
+td {
+    padding: 2px;
+    padding-left: 0.5em;
+    padding-right: 0.5em;
+    text-align: center;
+    border: 1px solid gray;
+}
+
+table + table {
+    margin-top: 1em;
+}
+
+tr.heading {
+    font-weight: bold;
+    border-bottom: 2px solid black;
+}
+
+img {
+    border: none;
+}
+
+table.imgtable, table.imgtable td {
+    border: none;
+    text-align: left;
+}
+
+
+</style>
+<title>MVC Architecture for Improving Efficiency Of Alternative RF Tests</title>
+</head>
+<body>
+<script type="text/javascript">
+
+</script>
+<table summary="Table for page layout" id="tlayout">
+<tr valign="top">
+<td id="layout-menu">
+<div class="menu-category">Home</div>
+<div class="menu-item"><a href="index.html" >Motivation</div>
+<div class="menu-item"><a href="qikify.html">MVC: Qikify</div>
+<div class="menu-item"><a href="model.html">Model</div>
+<div class="menu-item"><a href="view.html">View</div>
+<div class="menu-item"><a href="controller.html">Controller</div>
+<div class="menu-category">Tutorials</div>
+<div class="menu-item"><a href="index.html"></div>
+<div class="menu-item"><a href="prereq.html" >Prerequisites</div>
+<div class="menu-item"><a href="runmvc.html" class="current">Running MVC Architecture</div>
+<div class="menu-item"><a href=""></div>
+<div class="menu-item"><a href=""></div>
+<div class="menu-category">Projects</div>
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+<div class="menu-item"><a href="">Journals</div>
+<div class="menu-category">Contributors</div>
+<div class="menu-item"><a href="contributors_student.html">Students</div>
+<div class="menu-item"><a href="advisor.html" >Advisor</div>
+</td>
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+<h1>Running MVC Architecture</h1>
+<br>
+<div id="author">presented by TRELA</div>
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+<p>Running MVC Architecture 
+</p>
+</td>
+</tr>
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+</body>
diff --git a/tutorial pages/advisor.html b/tutorial pages/advisor.html
new file mode 100644
index 0000000..8f69526
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+<title>MVC Architecture for Improving Efficiency Of Alternative RF Tests</title>
+</head>
+<body>
+<script type="text/javascript">
+
+</script>
+<table summary="Table for page layout" id="tlayout">
+<tr valign="top">
+<td id="layout-menu">
+<div class="menu-category">Home</div>
+<div class="menu-item"><a href="index.html" >Motivation</div>
+<div class="menu-item"><a href="qikify.html">MVC: Qikify</div>
+<div class="menu-item"><a href="model.html">Model</div>
+<div class="menu-item"><a href="view.html">View</div>
+<div class="menu-item"><a href="controller.html">Controller</div>
+<div class="menu-category">Tutorials</div>
+<div class="menu-item"><a href="index.html"></div>
+<div class="menu-item"><a href="prereq.html" >Prerequisites</div>
+<div class="menu-item"><a href="runmvc.html">Running MVC Architecture</div>
+<div class="menu-item"><a href=""></div>
+<div class="menu-item"><a href=""></div>
+<div class="menu-category">Projects</div>
+<div class="menu-category">Publications</div>
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+<div class="menu-item"><a href="contributors_student.html">Students</div>
+<div class="menu-item"><a href="advisor.html" class="current">Advisor</div>
+</td>
+<td id="layout-content">
+<div id="titleheader">
+<br>
+<h1>Advisor</h1>
+
+<div id="author">copyright TRELA</div>
+</div>
+<br>
+<p>Professor (Dr.) Yiorgis Makris 
+</p>
+</td>
+</tr>
+</table>
+</body>
diff --git a/tutorial pages/contributors_student.html b/tutorial pages/contributors_student.html
new file mode 100644
index 0000000..31134fb
--- /dev/null
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+<title>MVC Architecture</title>
+</head>
+<body>
+<script type="text/javascript">
+
+</script>
+<table summary="Table for page layout" id="tlayout">
+<tr valign="top">
+<td id="layout-menu">
+<div class="menu-category">Home</div>
+<div class="menu-item"><a href="index.html">Motivation</div>
+<div class="menu-item"><a href="qikify.html">MVC:Qikify</div>
+<div class="menu-item"><a href="model.html">Model</div>
+<div class="menu-item"><a href="view.html">View</div>
+<div class="menu-item"><a href="controller.html">Controller</div>
+<div class="menu-category">Tutorials</div>
+<div class="menu-item"><a href="index.html"></div>
+<div class="menu-item"><a href="prereq.html">Prerequisites</div>
+<div class="menu-item"><a href="runmvc.html">Running MVC Architecture</div>
+<div class="menu-item"><a href=""></div>
+<div class="menu-item"><a href=""></div>
+<div class="menu-category">Projects</div>
+<div class="menu-category">Publications</div>
+<div class="menu-item"><a href="">Conferences</div>
+<div class="menu-item"><a href="">Journals</div>
+<div class="menu-category">Contributors</div>
+<div class="menu-item"><a href="contributors_student.html" class="current">Students</div>
+<div class="menu-item"><a href="advisor.html">Advisor</div
+</td>
+<td id="layout-content">
+<div id="titleheader">
+<br>
+<h1>Controller</h1>
+<div id="author">presented by TRELA</div>
+</div>
+<br>
+<p>The following are the major project contributors</p>
+<ul>
+<li>Dr. Nate Kupp(<a href=""https://github.com/natekupp"">natekupp</a>)</li>
+<br>
+<li>Abhishek Basu(<a href="https://github.com/abhishekingithub">abhishekingithub</a>)
+</li>
+<br>
+<li>Dr. Ke Huang(<a href="https://github.com/hkhk">hkhk</a>)
+</li>
+</ul>
+</td>
+</tr>
+</table>
+</body>
diff --git a/tutorial pages/controller.html b/tutorial pages/controller.html
new file mode 100644
index 0000000..4043a6d
--- /dev/null
+++ b/tutorial pages/controller.html	
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+}
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+}
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+}
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+}
+span.error {
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+}
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+}
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+@media print {
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+}
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+#fwtitle {
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+}
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+#fwtitle #toptitle {
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+	margin-bottom: 0.5em;
+}
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+	margin-top: -0.7em;
+}
+
+div#toptitle h1, #layout-content div#toptitle h1 {
+	margin-bottom: 0.0em;
+	padding-bottom: 0.1em;
+	padding-top: 0;
+	margin-top: 0.5em;
+	border-bottom: none;
+}
+
+img.eq {
+	padding: 0;
+	padding-left: 0.1em;
+	padding-right: 0.1em;
+	margin: 0;
+}
+
+img.eqwl {
+	padding-left: 2em;
+	padding-top: 0.6em;
+	padding-bottom: 0.2em;
+	margin: 0;
+}
+
+table {
+    border: 2px solid black;
+    border-collapse: collapse;
+}
+
+td {
+    padding: 2px;
+    padding-left: 0.5em;
+    padding-right: 0.5em;
+    text-align: center;
+    border: 1px solid gray;
+}
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+}
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+tr.heading {
+    font-weight: bold;
+    border-bottom: 2px solid black;
+}
+
+img {
+    border: none;
+}
+
+table.imgtable, table.imgtable td {
+    border: none;
+    text-align: left;
+}
+
+
+</style>
+<title>MVC Architecture</title>
+</head>
+<body>
+<script type="text/javascript">
+
+</script>
+<table summary="Table for page layout" id="tlayout">
+<tr valign="top">
+<td id="layout-menu">
+<div class="menu-category">Home</div>
+<div class="menu-item"><a href="index.html">Motivation</div>
+<div class="menu-item"><a href="qikify.html">MVC:Qikify</div>
+<div class="menu-item"><a href="model.html">Model</div>
+<div class="menu-item"><a href="view.html">View</div>
+<div class="menu-item"><a href="controller.html" class="current">Controller</div>
+<div class="menu-category">Tutorials</div>
+<div class="menu-item"><a href="index.html"></div>
+<div class="menu-item"><a href="prereq.html">Prerequisites</div>
+<div class="menu-item"><a href="runmvc.html">Running MVC Architecture</div>
+<div class="menu-item"><a href=""></div>
+<div class="menu-item"><a href=""></div>
+<div class="menu-category">Projects</div>
+<div class="menu-category">Publications</div>
+<div class="menu-item"><a href="">Conferences</div>
+<div class="menu-item"><a href="">Journals</div>
+<div class="menu-category">Contributors</div>
+<div class="menu-item"><a href="contributors_student.html">Students</div>
+<div class="menu-item"><a href="advisor.html">Advisor</div>
+</td>
+<td id="layout-content">
+<div id="titleheader">
+<br>
+<h1>Controller</h1>
+<div id="author">presented by TRELA</div>
+</div>
+<br>
+<p>Lastly, the controller component of the MVC architecture combines models and input from the user (via the views), and uses these inputs to perform actions on the data encapsulated in the models. We expect that specific analysis tasks can live in the MVC system as applications; with sufficient development effort and attention from industry, we hope this could develop into a complete application ecosystem, with application-specific controller modules broadly available for use. Given this ecosystem of modular controller applications, custom analysis tasks can be realized with dramatically lower complexity by simply wiring together the appropriate controllers with custom code. At the same time, the test engineer’s full control over the analysis is not sacrificed: all controllers can act as super-classes for user code allowing for complete customizability and overriding of default behaviors, if required. For example, consider the support vector machine controller developed in the experimental demonstration. Because application-specific code is pushed into the models, the SVM controller is sufficiently abstracted to suit a broad range of applications. On the other hand, implementing a subclass is always possible if a particular application requires a unique SVM implementation.
+</p>
+<br>
+<p>A large number of controllers are provided with the Qikify framework. These controllers aim to provide simple APIs, usually defining a standard controller.run() method.
+</p>
+</td>
+</tr>
+</table>
+</body>
diff --git a/tutorial pages/images/2011-VTS-SummaryFigure.ai b/tutorial pages/images/2011-VTS-SummaryFigure.ai
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+                  <stFnt:fontFileName>MyriadPro-Regular.otf</stFnt:fontFileName>
+               </rdf:li>
+               <rdf:li rdf:parseType="Resource">
+                  <stFnt:fontName>MyriadPro-Light</stFnt:fontName>
+                  <stFnt:fontFamily>Myriad Pro</stFnt:fontFamily>
+                  <stFnt:fontFace>Light</stFnt:fontFace>
+                  <stFnt:fontType>Open Type</stFnt:fontType>
+                  <stFnt:versionString>OTF 1.006;PS 001.000;Core 1.0.23;hotunix 1.28</stFnt:versionString>
+                  <stFnt:composite>False</stFnt:composite>
+                  <stFnt:fontFileName>MyriadPro-Light.otf</stFnt:fontFileName>
+               </rdf:li>
+               <rdf:li rdf:parseType="Resource">
+                  <stFnt:fontName>TimesNewRomanPS-ItalicMT</stFnt:fontName>
+                  <stFnt:fontFamily>Times New Roman</stFnt:fontFamily>
+                  <stFnt:fontFace>Italic</stFnt:fontFace>
+                  <stFnt:fontType>Open Type</stFnt:fontType>
+                  <stFnt:versionString>Version 5.05</stFnt:versionString>
+                  <stFnt:composite>False</stFnt:composite>
+                  <stFnt:fontFileName>Times New Roman Italic.ttf</stFnt:fontFileName>
+               </rdf:li>
+            </rdf:Bag>
+         </xmpTPg:Fonts>
+         <xmpTPg:PlateNames>
+            <rdf:Seq>
+               <rdf:li>Cyan</rdf:li>
+               <rdf:li>Magenta</rdf:li>
+               <rdf:li>Yellow</rdf:li>
+               <rdf:li>Black</rdf:li>
+            </rdf:Seq>
+         </xmpTPg:PlateNames>
+         <xmpTPg:SwatchGroups>
+            <rdf:Seq>
+               <rdf:li rdf:parseType="Resource">
+                  <xmpG:groupName>Default Swatch Group</xmpG:groupName>
+                  <xmpG:groupType>0</xmpG:groupType>
+                  <xmpG:Colorants>
+                     <rdf:Seq>
+                        <rdf:li rdf:parseType="Resource">
+                           <xmpG:swatchName>White</xmpG:swatchName>
+                           <xmpG:mode>CMYK</xmpG:mode>
+                           <xmpG:type>PROCESS</xmpG:type>
+                           <xmpG:cyan>0.000000</xmpG:cyan>
+                           <xmpG:magenta>0.000000</xmpG:magenta>
+                           <xmpG:yellow>0.000000</xmpG:yellow>
+                           <xmpG:black>0.000000</xmpG:black>
+                        </rdf:li>
+                        <rdf:li rdf:parseType="Resource">
+                           <xmpG:swatchName>Black</xmpG:swatchName>
+                           <xmpG:mode>CMYK</xmpG:mode>
+                           <xmpG:type>PROCESS</xmpG:type>
+                           <xmpG:cyan>0.000000</xmpG:cyan>
+                           <xmpG:magenta>0.000000</xmpG:magenta>
+                           <xmpG:yellow>0.000000</xmpG:yellow>
+                           <xmpG:black>100.000000</xmpG:black>
+                        </rdf:li>
+                        <rdf:li rdf:parseType="Resource">
+                           <xmpG:swatchName>CMYK Red</xmpG:swatchName>
+                           <xmpG:mode>CMYK</xmpG:mode>
+                           <xmpG:type>PROCESS</xmpG:type>
+                           <xmpG:cyan>0.000000</xmpG:cyan>
+                           <xmpG:magenta>100.000000</xmpG:magenta>
+                           <xmpG:yellow>100.000000</xmpG:yellow>
+                           <xmpG:black>0.000000</xmpG:black>
+                        </rdf:li>
+                        <rdf:li rdf:parseType="Resource">
+                           <xmpG:swatchName>CMYK Yellow</xmpG:swatchName>
+                           <xmpG:mode>CMYK</xmpG:mode>
+                           <xmpG:type>PROCESS</xmpG:type>
+                           <xmpG:cyan>0.000000</xmpG:cyan>
+                           <xmpG:magenta>0.000000</xmpG:magenta>
+                           <xmpG:yellow>100.000000</xmpG:yellow>
+                           <xmpG:black>0.000000</xmpG:black>
+                        </rdf:li>
+                        <rdf:li rdf:parseType="Resource">
+                           <xmpG:swatchName>CMYK Green</xmpG:swatchName>
+                           <xmpG:mode>CMYK</xmpG:mode>
+                           <xmpG:type>PROCESS</xmpG:type>
+                           <xmpG:cyan>100.000000</xmpG:cyan>
+                           <xmpG:magenta>0.000000</xmpG:magenta>
+                           <xmpG:yellow>100.000000</xmpG:yellow>
+                           <xmpG:black>0.000000</xmpG:black>
+                        </rdf:li>
+                        <rdf:li rdf:parseType="Resource">
+                           <xmpG:swatchName>CMYK Cyan</xmpG:swatchName>
+                           <xmpG:mode>CMYK</xmpG:mode>
+                           <xmpG:type>PROCESS</xmpG:type>
+                           <xmpG:cyan>100.000000</xmpG:cyan>
+                           <xmpG:magenta>0.000000</xmpG:magenta>
+                           <xmpG:yellow>0.000000</xmpG:yellow>
+                           <xmpG:black>0.000000</xmpG:black>
+                        </rdf:li>
+                        <rdf:li rdf:parseType="Resource">
+                           <xmpG:swatchName>CMYK Blue</xmpG:swatchName>
+                           <xmpG:mode>CMYK</xmpG:mode>
+                           <xmpG:type>PROCESS</xmpG:type>
+                           <xmpG:cyan>100.000000</xmpG:cyan>
+                           <xmpG:magenta>100.000000</xmpG:magenta>
+                           <xmpG:yellow>0.000000</xmpG:yellow>
+                           <xmpG:black>0.000000</xmpG:black>
+                        </rdf:li>
+                        <rdf:li rdf:parseType="Resource">
+                           <xmpG:swatchName>CMYK Magenta</xmpG:swatchName>
+                           <xmpG:mode>CMYK</xmpG:mode>
+                           <xmpG:type>PROCESS</xmpG:type>
+                           <xmpG:cyan>0.000000</xmpG:cyan>
+                           <xmpG:magenta>100.000000</xmpG:magenta>
+                           <xmpG:yellow>0.000000</xmpG:yellow>
+                           <xmpG:black>0.000000</xmpG:black>
+                        </rdf:li>
+                        <rdf:li rdf:parseType="Resource">
+                           <xmpG:swatchName>C=15 M=100 Y=90 K=10</xmpG:swatchName>
+                           <xmpG:mode>CMYK</xmpG:mode>
+                           <xmpG:type>PROCESS</xmpG:type>
+                           <xmpG:cyan>14.999998</xmpG:cyan>
+                           <xmpG:magenta>100.000000</xmpG:magenta>
+                           <xmpG:yellow>90.000000</xmpG:yellow>
+                           <xmpG:black>10.000002</xmpG:black>
+                        </rdf:li>
+                        <rdf:li rdf:parseType="Resource">
+                           <xmpG:swatchName>C=0 M=90 Y=85 K=0</xmpG:swatchName>
+                           <xmpG:mode>CMYK</xmpG:mode>
+                           <xmpG:type>PROCESS</xmpG:type>
+                           <xmpG:cyan>0.000000</xmpG:cyan>
+                           <xmpG:magenta>90.000000</xmpG:magenta>
+                           <xmpG:yellow>85.000000</xmpG:yellow>
+                           <xmpG:black>0.000000</xmpG:black>
+                        </rdf:li>
+                        <rdf:li rdf:parseType="Resource">
+                           <xmpG:swatchName>C=0 M=80 Y=95 K=0</xmpG:swatchName>
+                           <xmpG:mode>CMYK</xmpG:mode>
+                           <xmpG:type>PROCESS</xmpG:type>
+                           <xmpG:cyan>0.000000</xmpG:cyan>
+                           <xmpG:magenta>80.000000</xmpG:magenta>
+                           <xmpG:yellow>95.000000</xmpG:yellow>
+                           <xmpG:black>0.000000</xmpG:black>
+                        </rdf:li>
+                        <rdf:li rdf:parseType="Resource">
+                           <xmpG:swatchName>C=0 M=50 Y=100 K=0</xmpG:swatchName>
+                           <xmpG:mode>CMYK</xmpG:mode>
+                           <xmpG:type>PROCESS</xmpG:type>
+                           <xmpG:cyan>0.000000</xmpG:cyan>
+                           <xmpG:magenta>50.000000</xmpG:magenta>
+                           <xmpG:yellow>100.000000</xmpG:yellow>
+                           <xmpG:black>0.000000</xmpG:black>
+                        </rdf:li>
+                        <rdf:li rdf:parseType="Resource">
+                           <xmpG:swatchName>C=0 M=35 Y=85 K=0</xmpG:swatchName>
+                           <xmpG:mode>CMYK</xmpG:mode>
+                           <xmpG:type>PROCESS</xmpG:type>
+                           <xmpG:cyan>0.000000</xmpG:cyan>
+                           <xmpG:magenta>35.000004</xmpG:magenta>
+                           <xmpG:yellow>85.000000</xmpG:yellow>
+                           <xmpG:black>0.000000</xmpG:black>
+                        </rdf:li>
+                        <rdf:li rdf:parseType="Resource">
+                           <xmpG:swatchName>C=5 M=0 Y=90 K=0</xmpG:swatchName>
+                           <xmpG:mode>CMYK</xmpG:mode>
+                           <xmpG:type>PROCESS</xmpG:type>
+                           <xmpG:cyan>5.000001</xmpG:cyan>
+                           <xmpG:magenta>0.000000</xmpG:magenta>
+                           <xmpG:yellow>90.000000</xmpG:yellow>
+                           <xmpG:black>0.000000</xmpG:black>
+                        </rdf:li>
+                        <rdf:li rdf:parseType="Resource">
+                           <xmpG:swatchName>C=20 M=0 Y=100 K=0</xmpG:swatchName>
+                           <xmpG:mode>CMYK</xmpG:mode>
+                           <xmpG:type>PROCESS</xmpG:type>
+                           <xmpG:cyan>19.999998</xmpG:cyan>
+                           <xmpG:magenta>0.000000</xmpG:magenta>
+                           <xmpG:yellow>100.000000</xmpG:yellow>
+                           <xmpG:black>0.000000</xmpG:black>
+                        </rdf:li>
+                        <rdf:li rdf:parseType="Resource">
+                           <xmpG:swatchName>C=50 M=0 Y=100 K=0</xmpG:swatchName>
+                           <xmpG:mode>CMYK</xmpG:mode>
+                           <xmpG:type>PROCESS</xmpG:type>
+                           <xmpG:cyan>50.000000</xmpG:cyan>
+                           <xmpG:magenta>0.000000</xmpG:magenta>
+                           <xmpG:yellow>100.000000</xmpG:yellow>
+                           <xmpG:black>0.000000</xmpG:black>
+                        </rdf:li>
+                        <rdf:li rdf:parseType="Resource">
+                           <xmpG:swatchName>C=75 M=0 Y=100 K=0</xmpG:swatchName>
+                           <xmpG:mode>CMYK</xmpG:mode>
+                           <xmpG:type>PROCESS</xmpG:type>
+                           <xmpG:cyan>75.000000</xmpG:cyan>
+                           <xmpG:magenta>0.000000</xmpG:magenta>
+                           <xmpG:yellow>100.000000</xmpG:yellow>
+                           <xmpG:black>0.000000</xmpG:black>
+                        </rdf:li>
+                        <rdf:li rdf:parseType="Resource">
+                           <xmpG:swatchName>C=85 M=10 Y=100 K=10</xmpG:swatchName>
+                           <xmpG:mode>CMYK</xmpG:mode>
+                           <xmpG:type>PROCESS</xmpG:type>
+                           <xmpG:cyan>85.000000</xmpG:cyan>
+                           <xmpG:magenta>10.000002</xmpG:magenta>
+                           <xmpG:yellow>100.000000</xmpG:yellow>
+                           <xmpG:black>10.000002</xmpG:black>
+                        </rdf:li>
+                        <rdf:li rdf:parseType="Resource">
+                           <xmpG:swatchName>C=90 M=30 Y=95 K=30</xmpG:swatchName>
+                           <xmpG:mode>CMYK</xmpG:mode>
+                           <xmpG:type>PROCESS</xmpG:type>
+                           <xmpG:cyan>90.000000</xmpG:cyan>
+                           <xmpG:magenta>30.000002</xmpG:magenta>
+                           <xmpG:yellow>95.000000</xmpG:yellow>
+                           <xmpG:black>30.000002</xmpG:black>
+                        </rdf:li>
+                        <rdf:li rdf:parseType="Resource">
+                           <xmpG:swatchName>C=75 M=0 Y=75 K=0</xmpG:swatchName>
+                           <xmpG:mode>CMYK</xmpG:mode>
+                           <xmpG:type>PROCESS</xmpG:type>
+                           <xmpG:cyan>75.000000</xmpG:cyan>
+                           <xmpG:magenta>0.000000</xmpG:magenta>
+                           <xmpG:yellow>75.000000</xmpG:yellow>
+                           <xmpG:black>0.000000</xmpG:black>
+                        </rdf:li>
+                        <rdf:li rdf:parseType="Resource">
+                           <xmpG:swatchName>C=80 M=10 Y=45 K=0</xmpG:swatchName>
+                           <xmpG:mode>CMYK</xmpG:mode>
+                           <xmpG:type>PROCESS</xmpG:type>
+                           <xmpG:cyan>80.000000</xmpG:cyan>
+                           <xmpG:magenta>10.000002</xmpG:magenta>
+                           <xmpG:yellow>45.000000</xmpG:yellow>
+                           <xmpG:black>0.000000</xmpG:black>
+                        </rdf:li>
+                        <rdf:li rdf:parseType="Resource">
+                           <xmpG:swatchName>C=70 M=15 Y=0 K=0</xmpG:swatchName>
+                           <xmpG:mode>CMYK</xmpG:mode>
+                           <xmpG:type>PROCESS</xmpG:type>
+                           <xmpG:cyan>70.000000</xmpG:cyan>
+                           <xmpG:magenta>14.999998</xmpG:magenta>
+                           <xmpG:yellow>0.000000</xmpG:yellow>
+                           <xmpG:black>0.000000</xmpG:black>
+                        </rdf:li>
+                        <rdf:li rdf:parseType="Resource">
+                           <xmpG:swatchName>C=85 M=50 Y=0 K=0</xmpG:swatchName>
+                           <xmpG:mode>CMYK</xmpG:mode>
+                           <xmpG:type>PROCESS</xmpG:type>
+                           <xmpG:cyan>85.000000</xmpG:cyan>
+                           <xmpG:magenta>50.000000</xmpG:magenta>
+                           <xmpG:yellow>0.000000</xmpG:yellow>
+                           <xmpG:black>0.000000</xmpG:black>
+                        </rdf:li>
+                        <rdf:li rdf:parseType="Resource">
+                           <xmpG:swatchName>C=100 M=95 Y=5 K=0</xmpG:swatchName>
+                           <xmpG:mode>CMYK</xmpG:mode>
+                           <xmpG:type>PROCESS</xmpG:type>
+                           <xmpG:cyan>100.000000</xmpG:cyan>
+                           <xmpG:magenta>95.000000</xmpG:magenta>
+                           <xmpG:yellow>5.000001</xmpG:yellow>
+                           <xmpG:black>0.000000</xmpG:black>
+                        </rdf:li>
+                        <rdf:li rdf:parseType="Resource">
+                           <xmpG:swatchName>C=100 M=100 Y=25 K=25</xmpG:swatchName>
+                           <xmpG:mode>CMYK</xmpG:mode>
+                           <xmpG:type>PROCESS</xmpG:type>
+                           <xmpG:cyan>100.000000</xmpG:cyan>
+                           <xmpG:magenta>100.000000</xmpG:magenta>
+                           <xmpG:yellow>25.000000</xmpG:yellow>
+                           <xmpG:black>25.000000</xmpG:black>
+                        </rdf:li>
+                        <rdf:li rdf:parseType="Resource">
+                           <xmpG:swatchName>C=75 M=100 Y=0 K=0</xmpG:swatchName>
+                           <xmpG:mode>CMYK</xmpG:mode>
+                           <xmpG:type>PROCESS</xmpG:type>
+                           <xmpG:cyan>75.000000</xmpG:cyan>
+                           <xmpG:magenta>100.000000</xmpG:magenta>
+                           <xmpG:yellow>0.000000</xmpG:yellow>
+                           <xmpG:black>0.000000</xmpG:black>
+                        </rdf:li>
+                        <rdf:li rdf:parseType="Resource">
+                           <xmpG:swatchName>C=50 M=100 Y=0 K=0</xmpG:swatchName>
+                           <xmpG:mode>CMYK</xmpG:mode>
+                           <xmpG:type>PROCESS</xmpG:type>
+                           <xmpG:cyan>50.000000</xmpG:cyan>
+                           <xmpG:magenta>100.000000</xmpG:magenta>
+                           <xmpG:yellow>0.000000</xmpG:yellow>
+                           <xmpG:black>0.000000</xmpG:black>
+                        </rdf:li>
+                        <rdf:li rdf:parseType="Resource">
+                           <xmpG:swatchName>C=35 M=100 Y=35 K=10</xmpG:swatchName>
+                           <xmpG:mode>CMYK</xmpG:mode>
+                           <xmpG:type>PROCESS</xmpG:type>
+                           <xmpG:cyan>35.000004</xmpG:cyan>
+                           <xmpG:magenta>100.000000</xmpG:magenta>
+                           <xmpG:yellow>35.000004</xmpG:yellow>
+                           <xmpG:black>10.000002</xmpG:black>
+                        </rdf:li>
+                        <rdf:li rdf:parseType="Resource">
+                           <xmpG:swatchName>C=10 M=100 Y=50 K=0</xmpG:swatchName>
+                           <xmpG:mode>CMYK</xmpG:mode>
+                           <xmpG:type>PROCESS</xmpG:type>
+                           <xmpG:cyan>10.000002</xmpG:cyan>
+                           <xmpG:magenta>100.000000</xmpG:magenta>
+                           <xmpG:yellow>50.000000</xmpG:yellow>
+                           <xmpG:black>0.000000</xmpG:black>
+                        </rdf:li>
+                        <rdf:li rdf:parseType="Resource">
+                           <xmpG:swatchName>C=0 M=95 Y=20 K=0</xmpG:swatchName>
+                           <xmpG:mode>CMYK</xmpG:mode>
+                           <xmpG:type>PROCESS</xmpG:type>
+                           <xmpG:cyan>0.000000</xmpG:cyan>
+                           <xmpG:magenta>95.000000</xmpG:magenta>
+                           <xmpG:yellow>19.999998</xmpG:yellow>
+                           <xmpG:black>0.000000</xmpG:black>
+                        </rdf:li>
+                        <rdf:li rdf:parseType="Resource">
+                           <xmpG:swatchName>C=25 M=25 Y=40 K=0</xmpG:swatchName>
+                           <xmpG:mode>CMYK</xmpG:mode>
+                           <xmpG:type>PROCESS</xmpG:type>
+                           <xmpG:cyan>25.000000</xmpG:cyan>
+                           <xmpG:magenta>25.000000</xmpG:magenta>
+                           <xmpG:yellow>39.999996</xmpG:yellow>
+                           <xmpG:black>0.000000</xmpG:black>
+                        </rdf:li>
+                        <rdf:li rdf:parseType="Resource">
+                           <xmpG:swatchName>C=40 M=45 Y=50 K=5</xmpG:swatchName>
+                           <xmpG:mode>CMYK</xmpG:mode>
+                           <xmpG:type>PROCESS</xmpG:type>
+                           <xmpG:cyan>39.999996</xmpG:cyan>
+                           <xmpG:magenta>45.000000</xmpG:magenta>
+                           <xmpG:yellow>50.000000</xmpG:yellow>
+                           <xmpG:black>5.000001</xmpG:black>
+                        </rdf:li>
+                        <rdf:li rdf:parseType="Resource">
+                           <xmpG:swatchName>C=50 M=50 Y=60 K=25</xmpG:swatchName>
+                           <xmpG:mode>CMYK</xmpG:mode>
+                           <xmpG:type>PROCESS</xmpG:type>
+                           <xmpG:cyan>50.000000</xmpG:cyan>
+                           <xmpG:magenta>50.000000</xmpG:magenta>
+                           <xmpG:yellow>60.000004</xmpG:yellow>
+                           <xmpG:black>25.000000</xmpG:black>
+                        </rdf:li>
+                        <rdf:li rdf:parseType="Resource">
+                           <xmpG:swatchName>C=55 M=60 Y=65 K=40</xmpG:swatchName>
+                           <xmpG:mode>CMYK</xmpG:mode>
+                           <xmpG:type>PROCESS</xmpG:type>
+                           <xmpG:cyan>55.000000</xmpG:cyan>
+                           <xmpG:magenta>60.000004</xmpG:magenta>
+                           <xmpG:yellow>65.000000</xmpG:yellow>
+                           <xmpG:black>39.999996</xmpG:black>
+                        </rdf:li>
+                        <rdf:li rdf:parseType="Resource">
+                           <xmpG:swatchName>C=25 M=40 Y=65 K=0</xmpG:swatchName>
+                           <xmpG:mode>CMYK</xmpG:mode>
+                           <xmpG:type>PROCESS</xmpG:type>
+                           <xmpG:cyan>25.000000</xmpG:cyan>
+                           <xmpG:magenta>39.999996</xmpG:magenta>
+                           <xmpG:yellow>65.000000</xmpG:yellow>
+                           <xmpG:black>0.000000</xmpG:black>
+                        </rdf:li>
+                        <rdf:li rdf:parseType="Resource">
+                           <xmpG:swatchName>C=30 M=50 Y=75 K=10</xmpG:swatchName>
+                           <xmpG:mode>CMYK</xmpG:mode>
+                           <xmpG:type>PROCESS</xmpG:type>
+                           <xmpG:cyan>30.000002</xmpG:cyan>
+                           <xmpG:magenta>50.000000</xmpG:magenta>
+                           <xmpG:yellow>75.000000</xmpG:yellow>
+                           <xmpG:black>10.000002</xmpG:black>
+                        </rdf:li>
+                        <rdf:li rdf:parseType="Resource">
+                           <xmpG:swatchName>C=35 M=60 Y=80 K=25</xmpG:swatchName>
+                           <xmpG:mode>CMYK</xmpG:mode>
+                           <xmpG:type>PROCESS</xmpG:type>
+                           <xmpG:cyan>35.000004</xmpG:cyan>
+                           <xmpG:magenta>60.000004</xmpG:magenta>
+                           <xmpG:yellow>80.000000</xmpG:yellow>
+                           <xmpG:black>25.000000</xmpG:black>
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+                           <xmpG:swatchName>C=40 M=65 Y=90 K=35</xmpG:swatchName>
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+<div class="menu-item"><a href="qikify.html">MVC: Qikify</div>
+<div class="menu-item"><a href="model.html">Model</div>
+<div class="menu-item"><a href="view.html">View</div>
+<div class="menu-item"><a href="controller.html">Controller</div>
+<div class="menu-category">Tutorials</div>
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+<div class="menu-item"><a href="prereq.html">Prerequisites</div>
+<div class="menu-item"><a href="runmvc.html">Running MVC Architecture</div>
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+<h1>MVC Architecture Tutrorial:Improving Efficiency Of Alternative RF Tests</h1>
+<br>
+<div id="headerimage">
+<img border="0" src="images/wafer.png" width="1000" height="400" align="middle"/>
+</div>
+<br>
+<h2>Motivation</h2>
+<div id="author">presented by TRELA</div>
+</div>
+<br>
+<p>The semiconductor industry is continually moving towards higher levels of integration and ever-more complex devices, making yield learning and process improvement commensurately challenging. One particularly challenging domain of semiconductor manufacturing is testing, an increasingly expensive endeavor due to the costly automated test equipment required. In response, industrial groups are actively developing means of dynamically modifying test programs to more efficiently test hardware, via an approach known as “adaptive test”. The deployment of such adaptive test systems can be quite challenging due to the many requirements placed on the system, including the ability to rapidly process data from millions of devices, ease of integrating novel adaptive test techniques, and ability to permit test engineers to easily monitor the system. These test challenges hint at broader data stratification challenges facing semiconductor manufacturing. </p>
+<p>The requirements that an adaptive test system must meet can be broken down to three discrete sets of challenges. First, there is the problem of data handling: device, wafer, and lot measurements should be linked and traceable throughout the fabrication process, data should be standardized and easy to exchange between adaptive test programs and throughout the organization, and large datasets should be readily accessible. Second, innovation within the adaptive test community is rapidly increasing the number of adaptive test techniques that have been demonstrated in literature. Thus, an adaptive test system should simplify integration of new adaptive test techniques as they become available. Third, test engineers should be provided with a convenient means of obtaining deep visibility into the inner workings of an adaptive test system. For example, the system should provide real–time statistics and information on the adaptive test techniques which have been deployed as well as a detailed history of how the test flow has been adapted to process conditions over time.</p>
+<p>In this tutorial, we will show you a software architecture known as model-view-controller (MVC), to deal with adaptive test challenges in semiconductor manufacturing.</p>
+</td>
+</tr>
+</table>
+</body>
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+<title>MVC Architecture</title>
+</head>
+<body>
+<script type="text/javascript">
+
+</script>
+<table summary="Table for page layout" id="tlayout">
+<tr valign="top">
+<td id="layout-menu">
+<div class="menu-category">Home</div>
+<div class="menu-item"><a href="index.html"> Motivation</div>
+<div class="menu-item"><a href="qikify.html">MVC:Qikify</div>
+<div class="menu-item"><a href="model.html"  class="current">Model</div>
+<div class="menu-item"><a href="view.html">View</div>
+<div class="menu-item"><a href="controller.html">Controller</div>
+<div class="menu-category">Tutorials</div>
+<div class="menu-item"><a href="index.html"></div>
+<div class="menu-item"><a href="prereq.html">Prerequisites</div>
+<div class="menu-item"><a href="runmvc.html">Running MVC Architecture</div>
+<div class="menu-item"><a href=""></div>
+<div class="menu-item"><a href=""></div>
+<div class="menu-category">Projects</div>
+<div class="menu-category">Publications</div>
+<div class="menu-item"><a href="">Conferences</div>
+<div class="menu-item"><a href="">Journals</div>
+<div class="menu-category">Contributors</div>
+<div class="menu-item"><a href="contributors_student.html">Students</div>
+<div class="menu-item"><a href="advisor.html">Advisor</div
+</td>
+<td id="layout-content">
+<div id="titleheader">
+<br>
+<h1>Model</h1>
+<div id="author">copyright TRELA</div>
+</div>
+<br>
+<p>The atomic model used in our framework is the Chip model, encapsulating chip-level data. Higher level (wafer or lot) abstractions are clearly possibly, but we have found abstracting data at the chip-level to be the best for maintaining clean interfaces between blocks. To generate Chip objects, an ATESimulator recipe is provided to simulate automated test equipment. This ATE simulator takes raw CSV data and periodically emits chip objects.
+</p>
+<br>
+<p>The model component of the MVC architecture describes a means of abstracting data into standardized structures, typically implemented as a layer positioned directly above low level relational databases, as shown in Figure 1. These can effectively be treated as high level structures that bring along associated properties through the system. For example, a chip model may have {x,y} coordinates, measurement data, and a wafer ID. A wafer model then would be treated as a collection of chip models, perhaps with a product ID linking it further up the hierarchy. Depending on the specific implementation, the test engineer may also desire to encapsulate data from different stages of fabrication and associate such data with each chip. A chip model would then be defined as containing collections of these models from throughout the fabrication process. Thus, once defined, such abstract model objects encapsulate key data segments from throughout the entire semiconductor fabrication process, and form the atomic elements that are similarly transported and analyzed throughout the MVC architecture. In terms of adaptive test, industry already collects massive amounts of semiconductor test data in industrial information warehouses. Layering abstract MVC models on top of such information warehouse databases is a straightforward task, and once performed, enables complete standardization of analysis approaches across an organization and even inter-organization across the industry due by completely decoupling database specific logic from analysis tasks.
+</p>
+<br>
+<div id="modelimage1">
+<img border="0" src="images/model2.jpg" width="1000" height="400" align="middle"/>
+</div>
+</td>
+</tr>
+</table>
+</body>
diff --git a/tutorial pages/prereq.html b/tutorial pages/prereq.html
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+<title>MVC Architecture for Improving Efficiency Of Alternative RF Tests</title>
+</head>
+<body>
+<script type="text/javascript">
+
+</script>
+<table summary="Table for page layout" id="tlayout">
+<tr valign="top">
+<td id="layout-menu">
+<div class="menu-category">Home</div>
+<div class="menu-item"><a href="index.html" >Motivation</div>
+<div class="menu-item"><a href="qikify.html">MVC: Qikify</div>
+<div class="menu-item"><a href="model.html">Model</div>
+<div class="menu-item"><a href="view.html">View</div>
+<div class="menu-item"><a href="controller.html">Controller</div>
+<div class="menu-category">Tutorials</div>
+<div class="menu-item"><a href="index.html"></div>
+<div class="menu-item"><a href="prereq.html" class="current">Prerequisites</div>
+<div class="menu-item"><a href="runmvc.html">Running MVC Architecture</div>
+<div class="menu-item"><a href=""></div>
+<div class="menu-item"><a href=""></div>
+<div class="menu-category">Projects</div>
+<div class="menu-category">Publications</div>
+<div class="menu-item"><a href="">Conferences</div>
+<div class="menu-item"><a href="">Journals</div>
+<div class="menu-category">Contributors</div>
+<div class="menu-item"><a href="contributors_student.html">Students</div>
+<div class="menu-item"><a href="advisor.html">Advisor</div>
+</td>
+<td id="layout-content">
+<div id="titleheader">
+<br>
+<h1>Prerequisites</h1>
+<div id="author">copyright TRELA</div>
+</div>
+<br>
+<p>
+<h2>
+<a name="installation" class="anchor" href="#installation"></a>Installation</h2>
+
+<p>This project is built on and requires the following software:  </p>
+
+<ul>
+<li><a href="http://www.python.org/">python 2.6.6+</a></li>
+<li><a href="http://numpy.scipy.org/">numpy 1.6.1+</a></li>
+<li><a href="http://www.scipy.org/">scipy 0.9.0+</a></li>
+<li><a href="http://scikit-learn.org/stable/">sklearn 0.10+</a></li>
+<li><a href="http://pandas.pydata.org/">pandas 0.7.3+</a></li>
+<li><a href="http://www.zeromq.org/">ZeroMQ</a></li>
+<li><a href="http://msgpack.org/">msgpack</a></li>
+</ul><p>Depending on your platform, installing these dependencies is usually straightforward. Once python is installed, <code>pip install [packagename]</code> will do the trick, with the notable exception of numpy/scipy. These libraries are built on fortran ATLAS/LAPACK and usually will not install cleanly from PyPI; binaries should be downloaded directly from the <a href="http://www.scipy.org/Download">project site</a>.</p>
+
+<p>Once the above are installed, install qikify with:</p>
+<p>
+<pre><code>git clone git://github.com/trela/qikify.git
+cd qikify
+python setup.py install
+</code></pre>
+</p>
+<br>
+<p>to get started with the code.</p>
+</p>
+</td>
+</tr>
+</table>
+</body>
diff --git a/tutorial pages/qikify.html b/tutorial pages/qikify.html
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+table.imgtable, table.imgtable td {
+    border: none;
+    text-align: left;
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+
+
+</style>
+<title>MVC Architecture</title>
+</head>
+<body>
+<script type="text/javascript">
+
+</script>
+<table summary="Table for page layout" id="tlayout">
+<tr valign="top">
+<td id="layout-menu">
+<div class="menu-category">Home</div>
+<div class="menu-item"><a href="index.html">Motivation</div>
+<div class="menu-item"><a href="qikify.html" class="current">MVC: Qikify</div>
+<div class="menu-item"><a href="model.html">Model</div>
+<div class="menu-item"><a href="view.html">View</div>
+<div class="menu-item"><a href="controller.html">Controller</div>
+<div class="menu-category">Tutorials</div>
+<div class="menu-item"><a href="index.html"></div>
+<div class="menu-item"><a href="prereq.html">Prerequisites</div>
+<div class="menu-item"><a href="runmvc.html">Running MVC Architecture</div>
+<div class="menu-item"><a href=""></div>
+<div class="menu-item"><a href=""></div>
+<div class="menu-category">Projects</div>
+<div class="menu-category">Publications</div>
+<div class="menu-item"><a href="">Conferences</div>
+<div class="menu-item"><a href="">Journals</div>
+<div class="menu-category">Contributors</div>
+<div class="menu-item"><a href="contributors_student.html">Students</div>
+<div class="menu-item"><a href="advisor.html">Advisor</div
+</td>
+<td id="layout-content">
+<div id="titleheader">
+<br>
+<h1>MVC:Qikify</h1>
+<div id="author">presented by TRELA</div>
+</div>
+<br>
+<p>
+Qikify is a Model-View-Controller framework for addressing challenging semiconductor data analysis and machine learning tasks. Qikify is built in Python using numpy, but learning Qikify should be easy for anyone familiar with MATLAB or R.
+<br><br>
+The objective of this project is to simplify the task of working with semiconductor data in production environments.
+<br><br>
+Using the MVC pattern partitions your application into three distinct components, each with very specific responsibilities.
+<br><br>
+For a first release, we are targeting CSV-based data and applying basic machine learning algorithms to implement adaptive test applications. After an initial release, our roadmap includes moving to a Hadoop HDFS/HBase backend for data storage, rewriting some of the key algorithms to support Hadoop MapReduce implementations, and building more general tools to address semiconductor data analysis tasks.
+</p>
+<p>The MVC architecture is comprised of three components: Models, Views, and Controllers. </p>
+<br>
+<div id="mvc1">
+<img border="0" src="images/MVCoverview.jpg" />
+</div>
+</td>
+</tr>
+</table>
+</body>
diff --git a/tutorial pages/runmvc.html b/tutorial pages/runmvc.html
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+</style>
+<title>MVC Architecture for Improving Efficiency Of Alternative RF Tests</title>
+</head>
+<body>
+<script type="text/javascript">
+
+</script>
+<table summary="Table for page layout" id="tlayout">
+<tr valign="top">
+<td id="layout-menu">
+<div class="menu-category">Home</div>
+<div class="menu-item"><a href="index.html" >Motivation</div>
+<div class="menu-item"><a href="qikify.html">MVC: Qikify</div>
+<div class="menu-item"><a href="model.html">Model</div>
+<div class="menu-item"><a href="view.html">View</div>
+<div class="menu-item"><a href="controller.html">Controller</div>
+<div class="menu-category">Tutorials</div>
+<div class="menu-item"><a href="index.html"></div>
+<div class="menu-item"><a href="prereq.html" >Prerequisites</div>
+<div class="menu-item"><a href="runmvc.html" class="current">Running MVC Architecture</div>
+<div class="menu-item"><a href=""></div>
+<div class="menu-item"><a href=""></div>
+<div class="menu-category">Projects</div>
+<div class="menu-category">Publications</div>
+<div class="menu-item"><a href="">Conferences</div>
+<div class="menu-item"><a href="">Journals</div>
+<div class="menu-category">Contributors</div>
+<div class="menu-item"><a href="contributors_student.html">Students</div>
+<div class="menu-item"><a href="advisor.html" >Advisor</div>
+</td>
+<td id="layout-content">
+<div id="titleheader">
+<br>
+<h1>Running MVC Architecture</h1>
+
+<div id="author">presented by TRELA</div>
+</div>
+<br>
+<h2>Process</h2>
+<p> Step 1: Load a CSV file consisting of device-level raw dataset. This actually loads device data in a standadized datastructure and this contains various raw data coloumns.Each row consists of a single chip's data with its pass/fail decision.
+<br><br>
+Step 2: Read the CSV file with the CSV file reader.It reads the CSV file and forms a dataframe out of it for future use.
+<br>
+<p>We implemented several models for the analysis demonstrated in this work. Specifically, we required encapsulation of the specifications for each performance, datasets with device-level measurements, and within each wafer we wished to break out alternate tests and specification performances into separate collections to facilitate the use of alternate tests with a trained classifier, and derivation of pass/fail labels for the performances via the specifications.
+Thus, we defined a specification class that encapsulates the device specifications and provides key-value access to upper and lower limit specifications for each performance. For each wafer dataset, we defined a general hierarchical data model for our framework. The data model class is instantiated by passing a CSV filename to the constructor, which loads device data into a standardized data structure containing column names, device-level raw data (i.e., each row corresponds to a single device), a pass/fail matrix (which stores the result of comparing each cell in the raw data matrix to device specifications), and an overall pass/fail label column, as shown in Figure 5. This data structure is the atomic model unit of our MVC framework. Finally, we added convenience methods directly to the data structure for subsetting by column/row, joining by column/row, a CSV export method, and a simple view.
+</p><br>
+<div id="modelimage">
+<img border="0" src="images/model3.jpg" width="1000" height="400" align="middle"/>
+</div>
+<p>However, as noted previously, it is often desirable to partition data into various subsets for many common analysis tasks. Thus, within our framework we also implemented a higher-level Dataset model (associated with each block of data from, say, a wafer) possessing a collection of DataStructs, as shown in Figure 6. As with the DataStruct, the dataset model was defined with associated convenience methods: subsetting, joining, exporting to CSV, computing the pass/fail matrices for all subordinate DataStructs, and a simple view.
+</p>
+<div id="modelimage">
+<img border="0" src="images/model4.jpg" width="1000" height="400" align="middle"/>
+</div>
+<p>Note that our aim is to provide, via the framework, general models that apply to as many analysis tasks as possible. As noted previously, for specific analyses one can simply superclass the default models to modify their behavior as necessary. For the Dataset model just described, we aimed to provide the means to gather a collection of DataStructs, but wanted to avoid specifically articulating how this should be done. Thus, for the demonstration provided in this work, we superclassed the Dataset model and created a custom model that prescribes a particular configuration of DataStructs and adds additional custom behavior.
+</p>
+<br>
+Step 3: Construct a model from the dataset based on algorithms used to form a training model.
+<br><br>
+ The simplest kind of linear regression involves taking a
+      set of data <b>(x<sub>i</sub>,y<sub>i</sub>)</b>, and trying 
+      to determine the "best" linear relationship
+      <pre><b>
+        y = a * x + b
+      </b></pre>
+      Commonly, we look at the vector of <i>errors</i>:
+      <pre><b>
+        e<sub>i</sub> = y<sub>i</sub> - a * x<sub>i</sub> - b
+      </b></pre>
+      and look for values <b>(a,b)</b> that minimize the L1,
+      L2 or L-infinity norm of the errors.  For problems
+      involving multivariate sets of data, the number <b>a</b>
+      becomes a matrix, and <b>b</b> a vector, but the idea
+      is similar.
+    </p>
+
+    <p>
+      The data files have a simple format:  
+      <ul>
+        
+        <li>
+          the number of columns of data;
+        </li>
+        <li>
+          the number of rows of data;
+        </li>
+        <li>
+          for each column of data, a line containing a column label;
+          the first column is always "Index" and counts the rows;
+          
+        </li>
+        <li>
+          each row of data, on a separate line, with data separated by spaces.
+        </li>
+      </ul>
+<p>Here x<sub>i</sub> are the features given as input and y<sub>i</sub> are the estimated values dependent on the x<sub>i</sub>'s. From the provided dataset we will form a training model-set for future use based on various learning algorithms.</p>
+    </p>
+<br><br>
+Step 4: Based on these trained models predict future information from the dataset by using prediction algorithms. Then show the results to the user through its view architecture.
+<br><br>
+<p>In offline analyses, the most important information to provide in a view is (i) a running log of the analysis, and (ii) charts which describe the results once the run has terminated. Typically, user interaction during the run is not required for offline analyses. Thus, our views heavily relied on the model view convenience classes to output model information during the analysis run, along with several helper methods that generated plots from the outcome of the analysis. The information generated by these views was used in collecting the experimental results presented in the subsequent “Results” section.
+</p>
+
+<p>For example we can implement various algorithms like Non-Parametric Kernel Density Estimation,Laplacian Score Feature Selection, and a Support Vector Machine. Details of the implementation of each of these controllers, and rationalization of their necessity for the early test metric estimation adaptive test analysis task undertaken in this work, can be found in [5]. Each of these controllers exposes a public API (typically only a single Controller.run() method is required) which can be executed by a controller instance to run the analysis task. For the most part, the run methods of each controller take only a DataStruct argument and parameters required to complete the controller task. For example, consider the kernel density estimation controller, which generates a population of synthetic device observations based on a density estimated from a set of real device measurements. This controller is passed a DataStruct comprised of the base population of devices which are used to estimate the density, along with parameters required for density estimation such as the number of synthetic device instances to generate and the bandwidth of the Epanechnikov kernels [7] employed to generate the density. Note that the controllers are defined to be as general as possible, and are not specific to the analysis at hand, maximizing code reusability. The complete core MVC framework we have implemented is shown in Figure 7, showing all models, views, and controllers; a distinction is made between general modules constructed as part of the core MVC framework and analysis–specific modules required for the example analysis demonstrated in this work.
+</p>
+<div id="modelimage">
+<img border="0" src="images/controller1.jpg" width="1000" height="400" align="middle"/>
+</div>
+</td>
+</tr>
+</table>
+</body>
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+
+
+</style>
+<title>MVC Architecture for Improving Efficiency Of Alternative RF Tests</title>
+</head>
+<body>
+<script type="text/javascript">
+
+</script>
+<table summary="Table for page layout" id="tlayout">
+<tr valign="top">
+<td id="layout-menu">
+<div class="menu-category">Home</div>
+<div class="menu-item"><a href="index.html" >Motivation</div>
+<div class="menu-item"><a href="qikify.html">MVC: Qikify</div>
+<div class="menu-item"><a href="model.html">Model</div>
+<div class="menu-item"><a href="view.html" class="current">View</div>
+<div class="menu-item"><a href="controller.html">Controller</div>
+<div class="menu-category">Tutorials</div>
+<div class="menu-item"><a href="index.html"></div>
+<div class="menu-item"><a href="prereq.html">Prerequisites</div>
+<div class="menu-item"><a href="runmvc.html">Running MVC Architecture</div>
+<div class="menu-item"><a href=""></div>
+<div class="menu-item"><a href=""></div>
+<div class="menu-category">Projects</div>
+<div class="menu-category">Publications</div>
+<div class="menu-item"><a href="">Conferences</div>
+<div class="menu-item"><a href="">Journals</div>
+<div class="menu-category">Contributors</div>
+<div class="menu-item"><a href="contributors_student.html">Students</div>
+<div class="menu-item"><a href="advisor.html">Advisor</div>
+</td>
+<td id="layout-content">
+<div id="titleheader">
+<br>
+<h1>View</h1>
+<div id="author">copyright TRELA</div>
+</div>
+<br>
+<p>
+The view component of the MVC architecture provides a means for the test engineer to directly observe and interact with adaptive test analyses during execution. Views are typically comprised of graph, chart, or table generating code, collectively titled presentation logic. In the context of adaptive test, such views are designed to provide the test engineer with information on the adaptive test techniques in use and present related statistical data. The important feature of views is the total separation of presentation logic, which is encapsulated in the views, from database logic or business/analytic logic, which is located in models and controllers, respectively.  Thus, generalized views can be defined which aggregate results from several controllers, and views can be developed and debugged independently from controllers.
+</p>
+<p>In Qikify, a view server recipe is provided. The view server listens for JSON from recipes and controllers, and then forwards that on to any connected web clients. Some client-side javascript parses the JSON and turns it into graphical representations.
+<br>
+<div id="image1">
+<img border="0" src="images/lowcosttest1.png" />
+</div>
+</p>
+</td>
+</tr>
+</table>
+</body>