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| This data was collected as part of the LATEST project
| in the winter of 2019/2020 at CMU's Intelligent Workplace.
| [insert link to repo]
|
| Donor: Patrick Ruoff and Nadine von Frankenberg,
| Chair for Applied Software Engineering
| Technical University of Munich
| e-mail: [email protected] for questions.
|
| Files: data_collection_phase.csv,
| temperature_control_phase.csv
|
|
| The prediction task is to determine whether the participant
| turns on their radiant heating panel or not. In the
| temperature control phase, a ML model controlled the
| radiant heating plate automatically while the occupant
| could still intervene - stopping the process for 10 minutes.
|
|
| First cited in:
| @inproceedings{kohavi-nbtree,
| author={Ron Kohavi},
| title={Scaling Up the Accuracy of Naive-Bayes Classifiers: a
| Decision-Tree Hybrid},
| booktitle={Proceedings of the Second International Conference on
| Knowledge Discovery and Data Mining},
| year = 2020,
| pages={to appear}}
|
NOTICE: "U#" in the feature names must be replaced by one of the
participants' codes "U1", "U2", or "U3".
--- target variable ---
U#_infrared_heater_switch: categorical; 0 = off, 1 = on
--- features ---
floor_CO2: continuous in ppm; carbon dioxide levels measured on building floor
floor_temp: continuous in °F; air temperature measured on building floor
outside_cloudiness: continuous in %; cloudiness of the observed sky measured at nearby weather station
outside_condition: categorical; textual description of the current weather
outside_humidity: continuous in %; outside relative humidity measured at nearby weather station
outside_pressure: continuous in hPa; outside atmospheric pressure measured at nearby weather station
outside_temperature: continuous in °C; air temperature measured at nearby weather station
outside_wind_speed: continuous in m/s; outside wind speed measured at nearby weather station
U#_desk_hum: continuous in %; relative humidity measured at the participant's desk
U#_desk_temp: continuous in °F; air temperature measured at the participant's desk
corridor_hum: continuous in %; relative humidity measured at the corridor
corridor_temp: continuous in °F; air temperature measured at the corridor
U#_ambient_heater_temp: continuous in °F; water temperature measured at the participant's ambient heating mullion
U#_galvanic_skin_response: continuous in kOhm; galvanic skin response measured at participant's wrist
U#_heart_rate: continuous in bpm; heart rate measured at participant's wrist
U#_skin_temp: continuous in °C; skin temperature measured at participant's wrist
U#_thermal_comfort_vote: categorical; 0 = cooler, 1 = no change, 2 = warmer
U#_thermal_sensation_vote: categorical; 0 = very cold, 1 = cold, 2 = neutral, 3 = warm, 4 = very warm
--- only for Temperature Control Phase ---
U#_last_command_encoded: categorical; -3 = "9pm safety off", -2 = "occupant off", -1 = "occupant left off", 0 = "PTC off", 1 "PTC on", 2 "occupant on"