time_series.bbl

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\bibitem [{\citenamefont {Latouche}\ \emph {et~al.}(2012)\citenamefont
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\bibitem [{\citenamefont {Ghahramani}\ and\ \citenamefont
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  \bibnamefont {Beal}},\ }\bibfield  {title} {\enquote {\bibinfo {title}
  {Variational inference for bayesian mixtures of factor analysers},}\ }in\
  \href@noop {} {\emph {\bibinfo {booktitle} {Advances in Neural Information
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  {2000})\ pp.\ \bibinfo {pages} {449--455}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Tipping}\ and\ \citenamefont
  {Bishop}(1999{\natexlab{a}})}]{Tipping1999}%
  \BibitemOpen
  \bibfield  {author} {\bibinfo {author} {\bibfnamefont {Michael~E.}\
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\bibitem [{\citenamefont {Taghia}\ \emph {et~al.}(2017)\citenamefont {Taghia},
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  \citenamefont {Cai},\ and\ \citenamefont {Menon}}]{Taghia2017}%
  \BibitemOpen
  \bibfield  {author} {\bibinfo {author} {\bibfnamefont {Jalil}\ \bibnamefont
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  \bibinfo {author} {\bibfnamefont {Kaustubh}\ \bibnamefont {Supekar}},
  \bibinfo {author} {\bibfnamefont {Weidong}\ \bibnamefont {Cai}}, \ and\
  \bibinfo {author} {\bibfnamefont {Vinod}\ \bibnamefont {Menon}},\ }\bibfield
  {title} {\enquote {\bibinfo {title} {Bayesian switching factor analysis for
  estimating time-varying functional connectivity in fmri},}\ }\href {\doibase
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\bibitem [{\citenamefont {Huopaniemi}\ \emph {et~al.}(2009)\citenamefont
  {Huopaniemi}, \citenamefont {Suvitaival}, \citenamefont {Nikkil{\"a}},
  \citenamefont {Ore{\v{s}}i{\v{c}}},\ and\ \citenamefont
  {Kaski}}]{Huopaniemi2009}%
  \BibitemOpen
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  \bibnamefont {Kaski}},\ }\bibfield  {title} {\enquote {\bibinfo {title}
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\bibitem [{\citenamefont {Zhao}\ \emph {et~al.}(2016)\citenamefont {Zhao},
  \citenamefont {Gao}, \citenamefont {Mukherjee},\ and\ \citenamefont
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  \BibitemOpen
  \bibfield  {author} {\bibinfo {author} {\bibfnamefont {Shiwen}\ \bibnamefont
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  \bibinfo {author} {\bibfnamefont {Sayan}\ \bibnamefont {Mukherjee}}, \ and\
  \bibinfo {author} {\bibfnamefont {Barbara~E}\ \bibnamefont {Engelhardt}},\
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  {\bibinfo  {journal} {Journal of Machine Learning Research}\ }\textbf
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\bibitem [{\citenamefont {Inoue}\ \emph {et~al.}(2007)\citenamefont {Inoue},
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  \BibitemOpen
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  \bibnamefont {Nelson}}, \bibinfo {author} {\bibfnamefont {Martin}\
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  \bibnamefont {Etzioni}},\ }\bibfield  {title} {\enquote {\bibinfo {title}
  {Cluster-based network model for time-course gene expression data},}\ }\href
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  {pages} {507--525} (\bibinfo {year} {2007})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Hoff}\ \emph {et~al.}(2002)\citenamefont {Hoff},
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  \BibitemOpen
  \bibfield  {author} {\bibinfo {author} {\bibfnamefont {Peter~D}\ \bibnamefont
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  {Raftery}}, \ and\ \bibinfo {author} {\bibfnamefont {Mark~S}\ \bibnamefont
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  {journal} {\bibinfo  {journal} {Journal of the american Statistical
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  {1090--1098} (\bibinfo {year} {2002})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Handcock}\ \emph {et~al.}(2007)\citenamefont
  {Handcock}, \citenamefont {Raftery},\ and\ \citenamefont
  {Tantrum}}]{Handcock2007}%
  \BibitemOpen
  \bibfield  {author} {\bibinfo {author} {\bibfnamefont {Mark~S.}\ \bibnamefont
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  {170}},\ \bibinfo {pages} {301--354} (\bibinfo {year} {2007})}\BibitemShut
  {NoStop}%
\bibitem [{\citenamefont {Kass}\ and\ \citenamefont
  {Raftery}(1995)}]{Kass1995}%
  \BibitemOpen
  \bibfield  {author} {\bibinfo {author} {\bibfnamefont {Robert~E.}\
  \bibnamefont {Kass}}\ and\ \bibinfo {author} {\bibfnamefont {Adrian~E.}\
  \bibnamefont {Raftery}},\ }\bibfield  {title} {\enquote {\bibinfo {title}
  {Bayes factors},}\ }\href {\doibase 10.1080/01621459.1995.10476572}
  {\bibfield  {journal} {\bibinfo  {journal} {Journal of the American
  Statistical Association}\ }\textbf {\bibinfo {volume} {90}},\ \bibinfo
  {pages} {773--795} (\bibinfo {year} {1995})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Drugowitsch}(2013)}]{Drugowitsch2013}%
  \BibitemOpen
  \bibfield  {author} {\bibinfo {author} {\bibfnamefont {Jan}\ \bibnamefont
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  bayesian inference for linear and logistic regression},}\ }\href@noop {}
  {\bibfield  {journal} {\bibinfo  {journal} {arXiv}\ ,\ \bibinfo {pages}
  {1310.5438}} (\bibinfo {year} {2013})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Alvarez}\ \emph {et~al.}(2014)\citenamefont
  {Alvarez}, \citenamefont {Niemi},\ and\ \citenamefont
  {Simpson}}]{Alvarez2014}%
  \BibitemOpen
  \bibfield  {author} {\bibinfo {author} {\bibfnamefont {Ignacio}\ \bibnamefont
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  \ and\ \bibinfo {author} {\bibfnamefont {Matt}\ \bibnamefont {Simpson}},\
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  {2014})\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Luttinen}(2013)}]{Luttinen2013}%
  \BibitemOpen
  \bibfield  {author} {\bibinfo {author} {\bibfnamefont {Jaakko}\ \bibnamefont
  {Luttinen}},\ }\bibfield  {title} {\enquote {\bibinfo {title} {Fast
  variational bayesian linear state-space model},}\ }in\ \href {\doibase
  10.1007/978-3-642-40988-2_20} {\emph {\bibinfo {booktitle} {European
  Conference on Machine Learning and Knowledge Discovery in Databases}}},\
  Vol.\ \bibinfo {volume} {8188}\ (\bibinfo {year} {2013})\ pp.\ \bibinfo
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\bibitem [{\citenamefont {Bishop}(2007)}]{Bishop2007}%
  \BibitemOpen
  \bibfield  {author} {\bibinfo {author} {\bibfnamefont {Christopher~M.}\
  \bibnamefont {Bishop}},\ }\href@noop {} {\emph {\bibinfo {title} {Pattern
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\bibitem [{\citenamefont {Blei}\ \emph {et~al.}(2017)\citenamefont {Blei},
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  \BibitemOpen
  \bibfield  {author} {\bibinfo {author} {\bibfnamefont {David~M.}\
  \bibnamefont {Blei}}, \bibinfo {author} {\bibfnamefont {Alp}\ \bibnamefont
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  {McAuliffe}},\ }\bibfield  {title} {\enquote {\bibinfo {title} {Variational
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  {volume} {112}},\ \bibinfo {pages} {859--877} (\bibinfo {year}
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\bibitem [{\citenamefont {Salter-Townshend}\ and\ \citenamefont
  {Murphy}(2013)}]{salter2013variational}%
  \BibitemOpen
  \bibfield  {author} {\bibinfo {author} {\bibfnamefont {Michael}\ \bibnamefont
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  {Variational bayesian inference for the latent position cluster model for
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  {Computational Statistics \& Data Analysis}\ }\textbf {\bibinfo {volume}
  {57}},\ \bibinfo {pages} {661--671} (\bibinfo {year} {2013})}\BibitemShut
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\bibitem [{\citenamefont {Tipping}\ and\ \citenamefont
  {Bishop}(1999{\natexlab{b}})}]{Tipping1999a}%
  \BibitemOpen
  \bibfield  {author} {\bibinfo {author} {\bibfnamefont {Michael~E.}\
  \bibnamefont {Tipping}}\ and\ \bibinfo {author} {\bibfnamefont
  {Christopher~M.}\ \bibnamefont {Bishop}},\ }\bibfield  {title} {\enquote
  {\bibinfo {title} {Probabilistic principal component analysis},}\ }\href
  {\doibase 10.1111/1467-9868.00196} {\bibfield  {journal} {\bibinfo  {journal}
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  {61}},\ \bibinfo {pages} {611--622} (\bibinfo {year}
  {1999}{\natexlab{b}})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Arthur}\ and\ \citenamefont
  {Vassilvitskii}(2007)}]{Arthur2007}%
  \BibitemOpen
  \bibfield  {author} {\bibinfo {author} {\bibfnamefont {David}\ \bibnamefont
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  {K-means++: The advantages of careful seeding},}\ }in\ \href@noop {} {\emph
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  Symposium on Discrete Algorithms}}}\ (\bibinfo {year} {2007})\ pp.\ \bibinfo
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\bibitem [{\citenamefont {Strehl}\ and\ \citenamefont
  {Ghosh}(2002)}]{Strehl2002}%
  \BibitemOpen
  \bibfield  {author} {\bibinfo {author} {\bibfnamefont {Alexander}\
  \bibnamefont {Strehl}}\ and\ \bibinfo {author} {\bibfnamefont {Joydeep}\
  \bibnamefont {Ghosh}},\ }\bibfield  {title} {\enquote {\bibinfo {title}
  {Cluster ensembles: a knowledge reuse framework for combining multiple
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  {Journal of Machine Learning Research}\ }\textbf {\bibinfo {volume} {3}},\
  \bibinfo {pages} {583--617} (\bibinfo {year} {2002})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Decelle}\ \emph {et~al.}(2011)\citenamefont
  {Decelle}, \citenamefont {Krzakala}, \citenamefont {Moore},\ and\
  \citenamefont {Zdeborov{\'a}}}]{decelle2011inference}%
  \BibitemOpen
  \bibfield  {author} {\bibinfo {author} {\bibfnamefont {Aurelien}\
  \bibnamefont {Decelle}}, \bibinfo {author} {\bibfnamefont {Florent}\
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  \bibnamefont {Moore}}, \ and\ \bibinfo {author} {\bibfnamefont {Lenka}\
  \bibnamefont {Zdeborov{\'a}}},\ }\bibfield  {title} {\enquote {\bibinfo
  {title} {Inference and phase transitions in the detection of modules in
  sparse networks},}\ }\href@noop {} {\bibfield  {journal} {\bibinfo  {journal}
  {Physical Review Letters}\ }\textbf {\bibinfo {volume} {107}},\ \bibinfo
  {pages} {065701} (\bibinfo {year} {2011})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Fenn}\ \emph {et~al.}(2011)\citenamefont {Fenn},
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  \BibitemOpen
  \bibfield  {author} {\bibinfo {author} {\bibfnamefont {Daniel~J.}\
  \bibnamefont {Fenn}}, \bibinfo {author} {\bibfnamefont {Mason~A.}\
  \bibnamefont {Porter}}, \bibinfo {author} {\bibfnamefont {Stacy}\
  \bibnamefont {Williams}}, \bibinfo {author} {\bibfnamefont {Mark}\
  \bibnamefont {McDonald}}, \bibinfo {author} {\bibfnamefont {Neil~F.}\
  \bibnamefont {Johnson}}, \ and\ \bibinfo {author} {\bibfnamefont {Nick~S.}\
  \bibnamefont {Jones}},\ }\bibfield  {title} {\enquote {\bibinfo {title}
  {Temporal evolution of financial-market correlations},}\ }\href {\doibase
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\bibitem [{\citenamefont {van~der Maaten}\ and\ \citenamefont
  {Hinton}(2008)}]{Maaten2008}%
  \BibitemOpen
  \bibfield  {author} {\bibinfo {author} {\bibfnamefont {Laurens}\ \bibnamefont
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  \bibnamefont {Hinton}},\ }\bibfield  {title} {\enquote {\bibinfo {title}
  {Visualizing data using {t-SNE}},}\ }\href@noop {} {\bibfield  {journal}
  {\bibinfo  {journal} {Journal of Machine Learning Research}\ }\textbf
  {\bibinfo {volume} {9}},\ \bibinfo {pages} {2579--2605} (\bibinfo {year}
  {2008})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Peel}\ \emph {et~al.}(2017)\citenamefont {Peel},
  \citenamefont {Larremore},\ and\ \citenamefont {Clauset}}]{Peel2017}%
  \BibitemOpen
  \bibfield  {author} {\bibinfo {author} {\bibfnamefont {Leto}\ \bibnamefont
  {Peel}}, \bibinfo {author} {\bibfnamefont {Daniel~B}\ \bibnamefont
  {Larremore}}, \ and\ \bibinfo {author} {\bibfnamefont {Aaron}\ \bibnamefont
  {Clauset}},\ }\bibfield  {title} {\enquote {\bibinfo {title} {The ground
  truth about metadata and community detection in networks},}\ }\href@noop {}
  {\bibfield  {journal} {\bibinfo  {journal} {Science Advances}\ }\textbf
  {\bibinfo {volume} {3}},\ \bibinfo {pages} {e1602548} (\bibinfo {year}
  {2017})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Kottek}\ \emph {et~al.}(2006)\citenamefont {Kottek},
  \citenamefont {Grieser}, \citenamefont {Beck}, \citenamefont {Rudolf},\ and\
  \citenamefont {Rubel}}]{kottek2006world}%
  \BibitemOpen
  \bibfield  {author} {\bibinfo {author} {\bibfnamefont {Markus}\ \bibnamefont
  {Kottek}}, \bibinfo {author} {\bibfnamefont {J{\"u}rgen}\ \bibnamefont
  {Grieser}}, \bibinfo {author} {\bibfnamefont {Christoph}\ \bibnamefont
  {Beck}}, \bibinfo {author} {\bibfnamefont {Bruno}\ \bibnamefont {Rudolf}}, \
  and\ \bibinfo {author} {\bibfnamefont {Franz}\ \bibnamefont {Rubel}},\
  }\bibfield  {title} {\enquote {\bibinfo {title} {World map of the
  k{\"o}ppen-geiger climate classification updated},}\ }\href@noop {}
  {\bibfield  {journal} {\bibinfo  {journal} {Meteorologische Zeitschrift}\
  }\textbf {\bibinfo {volume} {15}},\ \bibinfo {pages} {259--263} (\bibinfo
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\bibitem [{\citenamefont {K{\"o}ppen}(1884)}]{koppen1884warmezonen}%
  \BibitemOpen
  \bibfield  {author} {\bibinfo {author} {\bibfnamefont {Wladimir}\
  \bibnamefont {K{\"o}ppen}},\ }\bibfield  {title} {\enquote {\bibinfo {title}
  {Die w{\"a}rmezonen der erde, nach der dauer der heissen, gem{\"a}ssigten und
  kalten zeit und nach der wirkung der w{\"a}rme auf die organische welt
  betrachtet},}\ }\href@noop {} {\bibfield  {journal} {\bibinfo  {journal}
  {Meteorologische Zeitschrift}\ }\textbf {\bibinfo {volume} {1}},\ \bibinfo
  {pages} {5--226} (\bibinfo {year} {1884})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Blondel}\ \emph {et~al.}(2008)\citenamefont
  {Blondel}, \citenamefont {Guillaume}, \citenamefont {Lambiotte},\ and\
  \citenamefont {Lefebvre}}]{Blondel2008}%
  \BibitemOpen
  \bibfield  {author} {\bibinfo {author} {\bibfnamefont {Vincent~D}\
  \bibnamefont {Blondel}}, \bibinfo {author} {\bibfnamefont {Jean-Loup}\
  \bibnamefont {Guillaume}}, \bibinfo {author} {\bibfnamefont {Renaud}\
  \bibnamefont {Lambiotte}}, \ and\ \bibinfo {author} {\bibfnamefont {Etienne}\
  \bibnamefont {Lefebvre}},\ }\bibfield  {title} {\enquote {\bibinfo {title}
  {Fast unfolding of communities in large networks},}\ }\href@noop {}
  {\bibfield  {journal} {\bibinfo  {journal} {Journal of statistical mechanics:
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  {pages} {P10008} (\bibinfo {year} {2008})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Delvenne}\ \emph {et~al.}(2010)\citenamefont
  {Delvenne}, \citenamefont {Yaliraki},\ and\ \citenamefont
  {Barahona}}]{Delvenne2010}%
  \BibitemOpen
  \bibfield  {author} {\bibinfo {author} {\bibfnamefont {J.-C.}\ \bibnamefont
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  {Barahona}},\ }\bibfield  {title} {\enquote {\bibinfo {title} {Stability of
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  10.1073/pnas.0903215107} {\bibfield  {journal} {\bibinfo  {journal}
  {Proceedings of the National Academy of Sciences}\ }\textbf {\bibinfo
  {volume} {107}},\ \bibinfo {pages} {12755--12760} (\bibinfo {year} {2010})},\
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\bibitem [{\citenamefont {Ghasemian}\ \emph {et~al.}(2016)\citenamefont
  {Ghasemian}, \citenamefont {Zhang}, \citenamefont {Clauset}, \citenamefont
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  \BibitemOpen
  \bibfield  {author} {\bibinfo {author} {\bibfnamefont {Amir}\ \bibnamefont
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  {author} {\bibfnamefont {Cristopher}\ \bibnamefont {Moore}}, \ and\ \bibinfo
  {author} {\bibfnamefont {Leto}\ \bibnamefont {Peel}},\ }\bibfield  {title}
  {\enquote {\bibinfo {title} {Detectability thresholds and optimal algorithms
  for community structure in dynamic networks},}\ }\href@noop {} {\bibfield
  {journal} {\bibinfo  {journal} {Physical Review X}\ }\textbf {\bibinfo
  {volume} {6}},\ \bibinfo {pages} {031005} (\bibinfo {year}
  {2016})}\BibitemShut {NoStop}%
\bibitem [{\citenamefont {Taylor}\ \emph {et~al.}(2016)\citenamefont {Taylor},
  \citenamefont {Shai}, \citenamefont {Stanley},\ and\ \citenamefont
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  \BibitemOpen
  \bibfield  {author} {\bibinfo {author} {\bibfnamefont {Dane}\ \bibnamefont
  {Taylor}}, \bibinfo {author} {\bibfnamefont {Saray}\ \bibnamefont {Shai}},
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  \bibinfo {author} {\bibfnamefont {Peter~J}\ \bibnamefont {Mucha}},\
  }\bibfield  {title} {\enquote {\bibinfo {title} {Enhanced detectability of
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  }\href@noop {} {\bibfield  {journal} {\bibinfo  {journal} {Physical review
  letters}\ }\textbf {\bibinfo {volume} {116}},\ \bibinfo {pages} {228301}
  (\bibinfo {year} {2016})}\BibitemShut {NoStop}%
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