---
references:
- id: AchabUncovering2017
  author:
    - family: Achab
      given: Massil
    - family: Bacry
      given: Emmanuel
    - family: Gaïffas
      given: Stéphane
    - family: Mastromatteo
      given: Iacopo
    - family: Muzy
      given: Jean-Francois
  citation-key: AchabUncovering2017
  container-title: PMLR
  event-title: International Conference on Machine Learning
  issued:
    - year: 2017
      month: 7
      day: 17
  title: Uncovering Causality from Multivariate Hawkes Integrated Cumulants
  type: paper-conference
  URL: http://arxiv.org/abs/1607.06333

- id: AhmedFractional2007
  accessed:
    - year: 2016
      month: 6
      day: 14
  author:
    - family: Ahmed
      given: E.
    - family: Elgazzar
      given: A. S.
  citation-key: AhmedFractional2007
  container-title: 'Physica A: Statistical Mechanics and its Applications'
  container-title-short: 'Physica A: Statistical Mechanics and its Applications'
  DOI: 10.1016/j.physa.2007.01.010
  ISSN: 0378-4371
  issue: '2'
  issued:
    - year: 2007
      month: 6
      day: 15
  page: 607-614
  title: On fractional order differential equations model for nonlocal epidemics
  type: article-journal
  volume: '379'

- id: AllcottWelfare2019
  accessed:
    - year: 2022
      month: 2
      day: 15
  author:
    - family: Allcott
      given: Hunt
    - family: Braghieri
      given: Luca
    - family: Eichmeyer
      given: Sarah
    - family: Gentzkow
      given: Matthew
  citation-key: AllcottWelfare2019
  DOI: 10.3386/w25514
  genre: Working Paper
  issued:
    - year: 2019
      month: 1
  number: '25514'
  publisher: National Bureau of Economic Research
  title: The Welfare Effects of Social Media
  type: report
  URL: https://www.nber.org/papers/w25514

- id: AminiResilience2013
  accessed:
    - year: 2014
      month: 4
      day: 24
  author:
    - family: Amini
      given: Hamed
    - family: Cont
      given: Rama
    - family: Minca
      given: Andreea
  citation-key: AminiResilience2013
  container-title: Mathematical Finance
  container-title-short: Mathematical Finance
  DOI: 10.1111/mafi.12051
  ISSN: 1467-9965
  issued:
    - year: 2013
      month: 10
      day: 1
  language: en
  page: n/a-n/a
  title: Resilience to Contagion in Financial Networks
  type: article-journal
  URL: http://arxiv.org/abs/1112.5687

- id: AragonApplied2012
  accessed:
    - year: 2016
      month: 8
      day: 30
  author:
    - family: Aragón
      given: Tomás J.
  citation-key: AragonApplied2012
  issued:
    - year: 2012
  publisher: >-
    MedEpi Publishing. http://www. medepi. net/epir/index. html. Calendar Time.
    Accessed
  title: Applied epidemiology using R
  type: book
  URL: http://www.medepi.net/docs/EpidemiologyUsingR.pdf

- id: AralDistinguishing2009
  accessed:
    - year: 2014
      month: 4
      day: 29
  author:
    - family: Aral
      given: Sinan
    - family: Muchnik
      given: Lev
    - family: Sundararajan
      given: Arun
  citation-key: AralDistinguishing2009
  container-title: Proceedings of the National Academy of Sciences
  container-title-short: PNAS
  DOI: 10.1073/pnas.0908800106
  ISSN: 0027-8424, 1091-6490
  issue: '51'
  issued:
    - year: 2009
      month: 12
      day: 22
  language: en
  page: 21544-21549
  PMID: '20007780'
  publisher: National Academy of Sciences
  section: Social Sciences
  title: >-
    Distinguishing influence-based contagion from homophily-driven diffusion in
    dynamic networks
  type: article-journal
  volume: '106'

- id: AzizpourSelfexciting2008
  accessed:
    - year: 2015
      month: 3
      day: 16
  author:
    - family: Azizpour
      given: Shariar
    - family: Giesecke
      given: Kay
    - literal: others
  citation-key: AzizpourSelfexciting2008
  issued:
    - year: 2008
  publisher: Stanford University working paper series
  title: 'Self-exciting corporate defaults: contagion vs. frailty'
  type: report
  URL: >-
    http://web.stanford.edu/dept/MSandE/cgi-bin/people/faculty/giesecke/pdfs/selfexciting.pdf

- id: BacryFirst2016
  author:
    - family: Bacry
      given: Emmanuel
    - family: Muzy
      given: Jean-François
  citation-key: BacryFirst2016
  container-title: IEEE Transactions on Information Theory
  DOI: 10.1109/TIT.2016.2533397
  ISSN: 1557-9654
  issue: '4'
  issued:
    - year: 2016
      month: 4
  number: '4'
  page: 2184-2202
  title: >-
    First- and Second-Order Statistics Characterization of Hawkes Processes and
    Non-Parametric Estimation
  type: article-journal
  URL: http://arxiv.org/abs/1401.0903
  volume: '62'

- id: BacrySparse2020
  accessed:
    - year: 2020
      month: 9
      day: 17
  author:
    - family: Bacry
      given: Emmanuel
    - family: Bompaire
      given: Martin
    - family: Gaïffas
      given: Stéphane
    - family: Muzy
      given: Jean-Francois
  citation-key: BacrySparse2020
  container-title: Journal of Machine Learning Research
  ISSN: 1533-7928
  issue: '50'
  issued:
    - year: 2020
  page: 1-32
  title: Sparse and low-rank multivariate Hawkes processes
  type: article-journal
  URL: http://jmlr.org/papers/v21/15-114.html
  volume: '21'

- id: BarashDynamics2011
  accessed:
    - year: 2024
      month: 2
      day: 25
  author:
    - family: Barash
      given: Vladimir
  citation-key: BarashDynamics2011
  issued:
    - year: 2011
      month: 8
      day: 31
  language: en_US
  title: The Dynamics Of Social Contagion
  type: article-journal
  URL: https://hdl.handle.net/1813/30778

- id: BarnettGranger2009
  author:
    - family: Barnett
      given: Lionel
    - family: Barrett
      given: Adam B.
    - family: Seth
      given: Anil K.
  citation-key: BarnettGranger2009
  container-title: Physical Review Letters
  container-title-short: Phys. Rev. Lett.
  DOI: 10.1103/PhysRevLett.103.238701
  issue: '23'
  issued:
    - year: 2009
      month: 12
      day: 4
  page: '238701'
  title: Granger Causality and Transfer Entropy Are Equivalent for Gaussian Variables
  type: article-journal
  URL: http://arxiv.org/abs/0910.4514
  volume: '103'

- id: BarrettMultivariate2010
  author:
    - family: Barrett
      given: Adam B
    - family: Barnett
      given: Lionel
    - family: Seth
      given: Anil K
  citation-key: BarrettMultivariate2010
  container-title: Phys. Rev. E
  DOI: 10.1103/PhysRevE.81.041907
  issue: '4'
  issued:
    - year: 2010
  page: '041907'
  title: Multivariate Granger causality and generalized variance
  type: article-journal
  volume: '81'

- id: BatteyConditional2013
  accessed:
    - year: 2015
      month: 11
      day: 23
  author:
    - family: Battey
      given: Heather
    - family: Sancetta
      given: Alessio
  citation-key: BatteyConditional2013
  container-title: Journal of Multivariate Analysis
  container-title-short: Journal of Multivariate Analysis
  DOI: 10.1016/j.jmva.2013.04.009
  ISSN: 0047-259X
  issued:
    - year: 2013
      month: 9
  page: 1-17
  title: Conditional estimation for dependent functional data
  type: article-journal
  URL: https://www.princeton.edu/~hbattey/BSJMVAPreprintb.pdf
  volume: '120'

- id: BentleyEvolving2011
  author:
    - family: Bentley
      given: R Alexander
    - family: Ormerod
      given: Paul
    - family: Batty
      given: Michael
  citation-key: BentleyEvolving2011
  container-title: Behavioral Ecology and Sociobiology
  container-title-short: Behav Ecol Sociobiol
  DOI: 10.1007/s00265-010-1102-1
  ISSN: 0340-5443, 1432-0762
  issue: '3'
  issued:
    - year: 2011
  language: en
  page: 537-546
  title: Evolving social influence in large populations
  type: article-journal
  URL: http://www.arxiv.org/abs/0903.2533
  volume: '65'

- id: BraultScaling
  accessed:
    - year: 2016
      month: 8
      day: 31
  author:
    - family: Brault
      given: Romain
    - family: Lim
      given: Néhémy
    - family: Buc
      given: Florence
      non-dropping-particle: d’Alché-
  citation-key: BraultScaling
  title: >-
    Scaling up Vector Autoregressive Models With Operator-Valued Random Fourier
    Features.
  type: article-journal
  URL: https://aaltd16.irisa.fr/files/2016/08/AALTD16_paper_11.pdf

- id: BurridgeCascade2013
  accessed:
    - year: 2016
      month: 3
      day: 9
  author:
    - family: Burridge
      given: James
  citation-key: BurridgeCascade2013
  container-title: arXiv:1304.3741 [math]
  issued:
    - year: 2013
      month: 4
      day: 12
  title: Cascade sizes in a branching process with Gamma distributed generations
  type: article-journal
  URL: http://arxiv.org/abs/1304.3741

- id: BurridgeCrossover2013
  accessed:
    - year: 2020
      month: 2
      day: 4
  author:
    - family: Burridge
      given: James
  citation-key: BurridgeCrossover2013
  container-title: Physical Review E
  container-title-short: Phys. Rev. E
  DOI: 10.1103/PhysRevE.88.032124
  issue: '3'
  issued:
    - year: 2013
      month: 9
      day: 18
  page: '032124'
  PMID: '24125230'
  title: Crossover behavior in driven cascades
  type: article-journal
  URL: http://arxiv.org/abs/1308.4301
  volume: '88'

- id: CaoFashion2013
  accessed:
    - year: 2024
      month: 2
      day: 25
  author:
    - family: Cao
      given: Zhigang
    - family: Gao
      given: Haoyu
    - family: Qu
      given: Xinglong
    - family: Yang
      given: Mingmin
    - family: Yang
      given: Xiaoguang
  citation-key: CaoFashion2013
  container-title: PLOS ONE
  container-title-short: PLOS ONE
  DOI: 10.1371/journal.pone.0049441
  ISSN: 1932-6203
  issue: '1'
  issued:
    - year: 2013
      month: 1
      day: 31
  language: en
  page: e49441
  publisher: Public Library of Science
  title: Fashion, Cooperation, and Social Interactions
  type: article-journal
  URL: https://arxiv.org/abs/1204.0163v3
  volume: '8'

- id: CauchemezLikelihoodbased2008
  accessed:
    - year: 2015
      month: 12
      day: 15
  author:
    - family: Cauchemez
      given: Simon
    - family: Ferguson
      given: Neil M.
  citation-key: CauchemezLikelihoodbased2008
  container-title: Journal of The Royal Society Interface
  DOI: 10.1098/rsif.2007.1292
  ISSN: 1742-5689, 1742-5662
  issue: '25'
  issued:
    - year: 2008
      month: 8
      day: 6
  language: en
  page: 885-897
  PMID: '18174112'
  title: >-
    Likelihood-based estimation of continuous-time epidemic models from
    time-series data: application to measles transmission in London
  type: article-journal
  volume: '5'

- id: CentolaComplex2007
  author:
    - family: Centola
      given: D
    - family: Macy
      given: Michael W
  citation-key: CentolaComplex2007
  container-title: American Journal of Sociology
  issue: '3'
  issued:
    - year: 2007
  page: '702'
  title: Complex contagions and the weakness of long ties
  type: article-journal
  volume: '113'

- id: ChenCommunity2020
  accessed:
    - year: 2020
      month: 10
      day: 5
  author:
    - family: Chen
      given: Elynn Y.
    - family: Fan
      given: Jianqing
    - family: Zhu
      given: Xuening
  citation-key: ChenCommunity2020
  container-title: arXiv:2007.05521 [stat]
  issued:
    - year: 2020
      month: 7
      day: 10
  title: Community Network Auto-Regression for High-Dimensional Time Series
  type: article-journal
  URL: http://arxiv.org/abs/2007.05521

- id: ChongsuvivatwongAnalysis2008
  accessed:
    - year: 2016
      month: 8
      day: 30
  author:
    - family: Chongsuvivatwong
      given: Virasakdi
  citation-key: ChongsuvivatwongAnalysis2008
  issued:
    - year: 2008
  publisher: Book Unit, Faculty of Medicine, Prince of Songkla University Thailand
  title: Analysis of epidemiological data using R and Epicalc
  type: book
  URL: ftp://sunsite.icm.edu.pl/site/cran/doc/contrib/Epicalc_Book.pdf

- id: CohenColeObesity2008
  author:
    - family: Cohen-Cole
      given: Ethan
    - family: Fletcher
      given: Jason M.
  citation-key: CohenColeObesity2008
  container-title: Journal of Health Economics
  container-title-short: J Health Econ
  DOI: 10.1016/j.jhealeco.2008.04.005
  ISSN: 0167-6296
  issue: '5'
  issued:
    - year: 2008
      month: 9
  language: eng
  page: 1382-1387
  PMID: '18571258'
  title: >-
    Is obesity contagious? Social networks vs. environmental factors in the
    obesity epidemic
  type: article-journal
  volume: '27'

- id: CookEstimation2007
  accessed:
    - year: 2015
      month: 12
      day: 15
  author:
    - family: Cook
      given: Alex R.
    - family: Otten
      given: Wilfred
    - family: Marion
      given: Glenn
    - family: Gibson
      given: Gavin J.
    - family: Gilligan
      given: Christopher A.
  citation-key: CookEstimation2007
  container-title: Proceedings of the National Academy of Sciences
  container-title-short: PNAS
  DOI: 10.1073/pnas.0706461104
  ISSN: 0027-8424, 1091-6490
  issue: '51'
  issued:
    - year: 2007
      month: 12
      day: 18
  language: en
  page: 20392-20397
  PMID: '18077378'
  title: >-
    Estimation of multiple transmission rates for epidemics in heterogeneous
    populations
  type: article-journal
  volume: '104'

- id: DahlhausCausality2003
  author:
    - family: Dahlhaus
      given: Rainer
    - family: Eichler
      given: Michael
  citation-key: DahlhausCausality2003
  container-title: Oxford Statistical Science Series
  issued:
    - year: 2003
  page: 115-137
  title: Causality and graphical models in time series analysis
  type: article-journal
  URL: http://galton.uchicago.edu/~eichler/hsss.pdf

- id: DaneshmandEstimating2014
  accessed:
    - year: 2015
      month: 5
      day: 2
  author:
    - family: Daneshmand
      given: Hadi
    - family: Gomez-Rodriguez
      given: Manuel
    - family: Song
      given: Le
    - family: Schölkopf
      given: Bernhard
  citation-key: DaneshmandEstimating2014
  container-title: ICML
  issued:
    - year: 2014
      month: 5
      day: 12
  title: >-
    Estimating Diffusion Network Structures: Recovery Conditions, Sample
    Complexity & Soft-thresholding Algorithm
  type: paper-conference
  URL: http://arxiv.org/abs/1405.2936

- id: DavisSparse2012
  accessed:
    - year: 2020
      month: 10
      day: 14
  author:
    - family: Davis
      given: Richard A.
    - family: Zang
      given: Pengfei
    - family: Zheng
      given: Tian
  citation-key: DavisSparse2012
  container-title: arXiv:1207.0520 [stat]
  issued:
    - year: 2012
      month: 7
      day: 2
  language: en
  title: Sparse Vector Autoregressive Modeling
  type: article-journal
  URL: http://arxiv.org/abs/1207.0520

- id: DoddsSlightly2017
  accessed:
    - year: 2020
      month: 9
      day: 29
  author:
    - family: Dodds
      given: Peter Sheridan
  citation-key: DoddsSlightly2017
  container-title: arXiv:1708.09697 [physics]
  issued:
    - year: 2017
      month: 8
      day: 31
  title: >-
    Slightly generalized Generalized Contagion: Unifying simple models of
    biological and social spreading
  type: article-journal
  URL: http://arxiv.org/abs/1708.09697

- id: DraiefNew2014
  accessed:
    - year: 2024
      month: 2
      day: 25
  author:
    - family: Draief
      given: Moez
    - family: Heidari
      given: Hoda
    - family: Kearns
      given: Michael
  citation-key: DraiefNew2014
  collection-title: AAAI'14
  container-title: Proceedings of the Twenty-Eighth AAAI Conference on Artificial Intelligence
  DOI: 10.1609/aaai.v28i1.8809
  event-place: Québec City, Québec, Canada
  issued:
    - year: 2014
      month: 7
      day: 27
  page: 637–644
  publisher: AAAI Press
  publisher-place: Québec City, Québec, Canada
  title: New models for competitive contagion
  type: paper-conference
  URL: https://ojs.aaai.org/index.php/AAAI/article/view/8809
  volume: '28'

- id: DuLearning2012
  author:
    - family: Du
      given: Nan
    - family: Song
      given: Le
    - family: Yuan
      given: Ming
    - family: Smola
      given: Alex J.
  citation-key: DuLearning2012
  container-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2012
  page: 2780–2788
  title: Learning networks of heterogeneous influence
  type: paper-conference
  URL: >-
    http://papers.nips.cc/paper/4582-learning-networks-of-heterogeneous-influence

- id: DuRecurrent2016
  author:
    - family: Du
      given: Nan
    - family: Dai
      given: Hanjun
    - family: Trivedi
      given: Rakshit
    - family: Upadhyay
      given: Utkarsh
    - family: Gomez-Rodriguez
      given: Manuel
    - family: Song
      given: Le
  citation-key: DuRecurrent2016
  collection-title: KDD '16
  container-title: >-
    Proceedings of the 22Nd ACM SIGKDD International Conference on Knowledge
    Discovery and Data Mining
  DOI: 10.1145/2939672.2939875
  event-place: New York, NY, USA
  ISBN: 978-1-4503-4232-2
  issued:
    - year: 2016
  page: 1555–1564
  publisher: ACM
  publisher-place: New York, NY, USA
  title: 'Recurrent Marked Temporal Point Processes: Embedding Event History to Vector'
  type: paper-conference
  URL: http://doi.acm.org/10.1145/2939672.2939875

- id: DuScalable2013
  author:
    - family: Du
      given: Nan
    - family: Song
      given: Le
    - family: Gomez-Rodriguez
      given: Manuel
    - family: Zha
      given: Hongyuan
  citation-key: DuScalable2013
  container-title: Advances in neural information processing systems
  issued:
    - year: 2013
  page: 3147–3155
  title: Scalable influence estimation in continuous-time diffusion networks
  type: paper-conference
  URL: >-
    http://papers.nips.cc/paper/4857-scalable-influence-estimation-in-continuous-time-diffusion

- id: EichlerGranger2007
  author:
    - family: Eichler
      given: Michael
  citation-key: EichlerGranger2007
  container-title: Journal of Econometrics
  DOI: 10.1016/j.jeconom.2005.06.032
  issue: '2'
  issued:
    - year: 2007
  page: 334-353
  title: Granger causality and path diagrams for multivariate time series
  type: article-journal
  volume: '137'

- id: EichlerGrangercausality2001
  author:
    - family: Eichler
      given: Michael
  citation-key: EichlerGrangercausality2001
  container-title: Granger-causality graphs for multivariate time series
  issued:
    - year: 2001
  title: Granger-causality graphs for multivariate time series
  type: article-journal
  URL: http://archiv.ub.uni-heidelberg.de/volltextserver/20749/1/beitrag.64.pdf

- id: EichlerGraphical2016
  accessed:
    - year: 2016
      month: 9
      day: 18
  author:
    - family: Eichler
      given: Michael
    - family: Dahlhaus
      given: Rainer
    - family: Dueck
      given: Johannes
  citation-key: EichlerGraphical2016
  container-title: Journal of Time Series Analysis
  container-title-short: J. Time Ser. Anal.
  DOI: 10.1111/jtsa.12213
  ISSN: 1467-9892
  issued:
    - year: 2016
      month: 1
      day: 1
  language: en
  page: n/a-n/a
  title: >-
    Graphical Modeling for Multivariate Hawkes Processes with Nonparametric Link
    Functions
  type: article-journal

- id: EjimaModeling2013
  accessed:
    - year: 2024
      month: 2
      day: 25
  author:
    - family: Ejima
      given: Keisuke
    - family: Aihara
      given: Kazuyuki
    - family: Nishiura
      given: Hiroshi
  citation-key: EjimaModeling2013
  container-title: Theoretical Biology and Medical Modelling
  container-title-short: Theor Biol Med Model
  DOI: 10.1186/1742-4682-10-17
  ISSN: 1742-4682
  issue: '1'
  issued:
    - year: 2013
      month: 3
      day: 9
  language: en
  page: '17'
  title: >-
    Modeling the obesity epidemic: social contagion and its implications for
    control
  type: article-journal
  volume: '10'

- id: FerlandIntegerValued2006
  accessed:
    - year: 2016
      month: 8
      day: 30
  author:
    - family: Ferland
      given: René
    - family: Latour
      given: Alain
    - family: Oraichi
      given: Driss
  citation-key: FerlandIntegerValued2006
  container-title: Journal of Time Series Analysis
  DOI: 10.1111/j.1467-9892.2006.00496.x
  ISSN: 1467-9892
  issue: '6'
  issued:
    - year: 2006
      month: 11
      day: 1
  language: en
  page: 923-942
  title: Integer-Valued GARCH Process
  type: article-journal
  URL: >-
    https://www.researchgate.net/profile/Rene_Ferland/publication/4773984_Integer-valued_GARCH_processes/links/54a53f620cf257a63608c63c.pdf
  volume: '27'

- id: GelperIdentifying2016
  accessed:
    - year: 2020
      month: 10
      day: 14
  author:
    - family: Gelper
      given: Sarah
    - family: Wilms
      given: Ines
    - family: Croux
      given: Christophe
  citation-key: GelperIdentifying2016
  container-title: Journal of Retailing
  container-title-short: Journal of Retailing
  DOI: 10.1016/j.jretai.2015.05.005
  ISSN: 0022-4359
  issue: '1'
  issued:
    - year: 2016
      month: 3
      day: 1
  language: en
  page: 25-39
  title: Identifying Demand Effects in a Large Network of Product Categories
  type: article-journal
  URL: https://feb.kuleuven.be/public/u0070413/JoRPostPrint.pdf
  volume: '92'

- id: GlassermanContagion2016
  accessed:
    - year: 2016
      month: 10
      day: 12
  author:
    - family: Glasserman
      given: Paul
    - family: Young
      given: H. Peyton
  citation-key: GlassermanContagion2016
  container-title: Journal of Economic Literature
  DOI: 10.1257/jel.20151228
  ISSN: 0022-0515
  issue: '3'
  issued:
    - year: 2016
      month: 9
  page: 779-831
  title: Contagion in Financial Networks
  type: article-journal
  volume: '54'

- id: Gomez-RodriguezStructure2013
  accessed:
    - year: 2015
      month: 3
      day: 16
  author:
    - family: Gomez-Rodriguez
      given: Manuel
    - family: Leskovec
      given: Jure
    - family: Schölkopf
      given: Bernhard
  citation-key: Gomez-RodriguezStructure2013
  collection-title: WSDM '13
  container-title: >-
    Proceedings of the Sixth ACM International Conference on Web Search and Data
    Mining
  DOI: 10.1145/2433396.2433402
  event-place: New York, NY, USA
  ISBN: 978-1-4503-1869-3
  issued:
    - year: 2013
  page: 23–32
  publisher: ACM
  publisher-place: New York, NY, USA
  title: Structure and Dynamics of Information Pathways in Online Media
  type: paper-conference
  URL: http://arxiv.org/abs/1212.1464

- id: Gomez-RodriguezUncovering2014
  author:
    - family: Gomez-Rodriguez
      given: Manuel
    - family: Leskovec
      given: Jure
    - family: Balduzzi
      given: David
    - family: Schölkopf
      given: Bernhard
  citation-key: Gomez-RodriguezUncovering2014
  container-title: Network Science
  DOI: 10.1017/nws.2014.3
  issue: '01'
  issued:
    - year: 2014
  page: 26-65
  title: Uncovering the structure and temporal dynamics of information propagation
  type: article-journal
  volume: '2'

- id: GouldMedia2003
  accessed:
    - year: 2024
      month: 2
      day: 25
  author:
    - family: Gould
      given: Madelyn
    - family: Jamieson
      given: Patrick
    - family: Romer
      given: Daniel
  citation-key: GouldMedia2003
  container-title: American Behavioral Scientist
  DOI: 10.1177/0002764202250670
  ISSN: 0002-7642
  issue: '9'
  issued:
    - year: 2003
      month: 5
      day: 1
  language: en
  page: 1269-1284
  publisher: SAGE Publications Inc
  title: Media Contagion and Suicide Among the Young
  type: article-journal
  volume: '46'

- id: GoyalCompetitive2012
  accessed:
    - year: 2024
      month: 2
      day: 25
  author:
    - family: Goyal
      given: Sanjeev
    - family: Kearns
      given: Michael
  citation-key: GoyalCompetitive2012
  collection-title: STOC '12
  container-title: Proceedings of the forty-fourth annual ACM symposium on Theory of computing
  DOI: 10.1145/2213977.2214046
  event-place: New York, NY, USA
  ISBN: 978-1-4503-1245-5
  issued:
    - year: 2012
      month: 5
      day: 19
  page: 759–774
  publisher: Association for Computing Machinery
  publisher-place: New York, NY, USA
  title: Competitive contagion in networks
  type: paper-conference
  URL: https://arxiv.org/abs/1110.6372v3

- id: GrangerEconomic1963
  author:
    - family: Granger
      given: Clive W J
  citation-key: GrangerEconomic1963
  container-title: Information and Control
  DOI: 10.1016/S0019-9958(63)90092-5
  issue: '1'
  issued:
    - year: 1963
  page: 28-48
  title: Economic processes involving feedback
  type: article-journal
  volume: '6'

- id: GrangerTime2003
  author:
    - family: Granger
      given: Clive W J
  citation-key: GrangerTime2003
  container-title: Oxford Bulletin of Economics and Statistics
  DOI: 10.1046/j.0305-9049.2003.00094.x
  issue: s1
  issued:
    - year: 2003
  page: 689-701
  title: Time Series Concepts for Conditional Distributions*
  type: article-journal
  volume: '65'

- id: GrangerTime2004
  author:
    - family: Granger
      given: Clive W J
  citation-key: GrangerTime2004
  container-title: American Economic Review
  issued:
    - year: 2004
  page: 421-425
  title: Time series analysis, cointegration, and applications
  type: article-journal

- id: GreenhillAverage2016
  accessed:
    - year: 2016
      month: 8
      day: 30
  author:
    - family: Greenhill
      given: Catherine
    - family: Isaev
      given: Mikhail
    - family: Kwan
      given: Matthew
    - family: McKay
      given: Brendan D.
  citation-key: GreenhillAverage2016
  container-title: arXiv:1606.01586 [math]
  issued:
    - year: 2016
      month: 6
      day: 5
  title: The average number of spanning trees in sparse graphs with given degrees
  type: article-journal
  URL: http://arxiv.org/abs/1606.01586

- id: GreenlandCausal1999
  author:
    - family: Greenland
      given: Sander
    - family: Pearl
      given: Judea
    - family: Robins
      given: James M
  citation-key: GreenlandCausal1999
  container-title: Epidemiology
  issue: '1'
  issued:
    - year: 1999
  page: '37'
  title: Causal diagrams for epidemiologic research
  type: article-journal
  URL: >-
    https://journals.lww.com/epidem/Abstract/1999/01000/Causal_Diagrams_for_Epidemiologic_Research.8.aspx
  volume: '10'

- id: GuilleInformation2013
  accessed:
    - year: 2015
      month: 3
      day: 16
  author:
    - family: Guille
      given: Adrien
    - family: Hacid
      given: Hakim
    - family: Favre
      given: Cecile
    - family: Zighed
      given: Djamel A.
  citation-key: GuilleInformation2013
  container-title: SIGMOD Rec.
  DOI: 10.1145/2503792.2503797
  ISSN: 0163-5808
  issue: '2'
  issued:
    - year: 2013
      month: 7
  page: 17–28
  title: 'Information Diffusion in Online Social Networks: A Survey'
  type: article-journal
  URL: https://hal.inria.fr/file/index/docid/848050/filename/survey.pdf
  volume: '42'

- id: HartikainenKalman2010
  author:
    - family: Hartikainen
      given: J.
    - family: Särkkä
      given: S.
  citation-key: HartikainenKalman2010
  container-title: 2010 IEEE International Workshop on Machine Learning for Signal Processing
  DOI: 10.1109/MLSP.2010.5589113
  event-place: Kittila, Finland
  event-title: 2010 IEEE International Workshop on Machine Learning for Signal Processing
  ISBN: 978-1-4244-7875-0
  issued:
    - year: 2010
      month: 8
  page: 379-384
  publisher: IEEE
  publisher-place: Kittila, Finland
  title: >-
    Kalman filtering and smoothing solutions to temporal Gaussian process
    regression models
  type: paper-conference
  URL: https://users.aalto.fi/~ssarkka/pub/gp-ts-kfrts.pdf

- id: HaufeSparse2008
  accessed:
    - year: 2017
      month: 10
      day: 19
  author:
    - family: Haufe
      given: Stefan
    - family: Müller
      given: Klaus-Robert
    - family: Nolte
      given: Guido
    - family: Krämer
      given: Nicole
  citation-key: HaufeSparse2008
  collection-title: COA'08
  container-title: >-
    Proceedings of the 2008th International Conference on Causality: Objectives
    and Assessment - Volume 6
  event-place: Whistler, Canada
  event-title: 'Causality: Objectives and Assessment'
  issued:
    - year: 2008
  page: 97–106
  publisher: JMLR.org
  publisher-place: Whistler, Canada
  title: Sparse Causal Discovery in Multivariate Time Series
  type: paper-conference
  URL: http://proceedings.mlr.press/v6/haufe10a.html

- id: HoffmannCommunity2020
  accessed:
    - year: 2020
      month: 11
      day: 6
  author:
    - family: Hoffmann
      given: Till
    - family: Peel
      given: Leto
    - family: Lambiotte
      given: Renaud
    - family: Jones
      given: Nick S.
  citation-key: HoffmannCommunity2020
  container-title: Science Advances
  DOI: 10.1126/sciadv.aav1478
  ISSN: 2375-2548
  issue: '4'
  issued:
    - year: 2020
      month: 1
      day: 1
  language: en
  page: eaav1478
  publisher: American Association for the Advancement of Science
  section: Research Article
  title: Community detection in networks without observing edges
  type: article-journal
  volume: '6'

- id: HsuSubset2008
  accessed:
    - year: 2020
      month: 10
      day: 14
  author:
    - family: Hsu
      given: Nan-Jung
    - family: Hung
      given: Hung-Lin
    - family: Chang
      given: Ya-Mei
  citation-key: HsuSubset2008
  container-title: Computational Statistics & Data Analysis
  container-title-short: Computational Statistics & Data Analysis
  DOI: 10.1016/j.csda.2007.12.004
  ISSN: 0167-9473
  issue: '7'
  issued:
    - year: 2008
      month: 3
      day: 15
  language: en
  page: 3645-3657
  title: Subset selection for vector autoregressive processes using Lasso
  type: article-journal
  volume: '52'

- id: IribarrenBranching2011
  accessed:
    - year: 2012
      month: 10
      day: 22
  author:
    - family: Iribarren
      given: José Luis
    - family: Moro
      given: Esteban
  citation-key: IribarrenBranching2011
  container-title: Physical Review E
  container-title-short: Phys. Rev. E
  DOI: 10.1103/PhysRevE.84.046116
  issue: '4'
  issued:
    - year: 2011
      month: 10
      day: 31
  page: '046116'
  title: Branching dynamics of viral information spreading
  type: article-journal
  URL: http://arxiv.org/abs/1110.1884
  volume: '84'

- id: IyengarOpinion2011
  accessed:
    - year: 2014
      month: 5
      day: 21
  author:
    - family: Iyengar
      given: Raghuram
    - family: Van den Bulte
      given: Christophe
    - family: Valente
      given: Thomas W.
  citation-key: IyengarOpinion2011
  container-title: Marketing Science
  container-title-short: Marketing Science
  DOI: 10.1287/mksc.1100.0566
  ISSN: 0732-2399
  issue: '2'
  issued:
    - year: 2011
  page: 195–212
  title: Opinion leadership and social contagion in new product diffusion
  type: article-journal
  volume: '30'

- id: KhimComputationally2016
  author:
    - family: Khim
      given: Justin
    - family: Jog
      given: Varun
    - family: Loh
      given: Po-Ling
  citation-key: KhimComputationally2016
  container-title: arXiv:1611.00350 [cs, stat]
  issued:
    - year: 2016
      month: 11
      day: 1
  title: >-
    Computationally Efficient Influence Maximization in Stochastic and
    Adversarial Models: Algorithms and Analysis
  type: article-journal
  URL: http://arxiv.org/abs/1611.00350

- id: KissMathematics2017
  accessed:
    - year: 2020
      month: 3
      day: 3
  author:
    - family: Kiss
      given: István Z.
    - family: Miller
      given: Joel
    - family: Simon
      given: Péter L.
  citation-key: KissMathematics2017
  collection-title: Interdisciplinary Applied Mathematics
  DOI: 10.1007/978-3-319-50806-1
  event-place: New York, NY
  ISBN: 978-3-319-50804-7
  issued:
    - year: 2017
  language: en
  publisher: Springer International Publishing
  publisher-place: New York, NY
  title: 'Mathematics of Epidemics on Networks: From Exact to Approximate Models'
  type: book
  URL: https://www.springer.com/gp/book/9783319508047

- id: KoopmanFast2000
  accessed:
    - year: 2016
      month: 4
      day: 28
  author:
    - family: Koopman
      given: S. J.
    - family: Durbin
      given: J.
  citation-key: KoopmanFast2000
  container-title: Journal of Time Series Analysis
  DOI: 10.1111/1467-9892.00186
  ISSN: 1467-9892
  issue: '3'
  issued:
    - year: 2000
      month: 5
      day: 1
  language: en
  page: 281-296
  title: Fast Filtering and Smoothing for Multivariate State Space Models
  type: article-journal
  URL: http://personal.vu.nl/s.j.koopman/old/publications/DKFastFiltering.pdf
  volume: '21'

- id: KramerExperimental2014
  accessed:
    - year: 2014
      month: 7
      day: 9
  author:
    - family: Kramer
      given: A. D. I.
    - family: Guillory
      given: J. E.
    - family: Hancock
      given: J. T.
  citation-key: KramerExperimental2014
  container-title: Proceedings of the National Academy of Sciences
  DOI: 10.1073/pnas.1320040111
  ISSN: 0027-8424, 1091-6490
  issue: '24'
  issued:
    - year: 2014
      month: 6
      day: 17
  language: en
  page: 8788-8790
  title: >-
    Experimental evidence of massive-scale emotional contagion through social
    networks
  type: article-journal
  volume: '111'

- id: KrausFrequentist2014
  accessed:
    - year: 2015
      month: 12
      day: 7
  author:
    - family: Kraus
      given: Andrea
    - family: Panaretos
      given: Victor M.
  citation-key: KrausFrequentist2014
  container-title: Biometrika
  container-title-short: Biometrika
  DOI: 10.1093/biomet/ast049
  ISSN: 0006-3444, 1464-3510
  issue: '1'
  issued:
    - year: 2014
      month: 1
      day: 3
  language: en
  page: 141-154
  title: >-
    Frequentist estimation of an epidemic’s spreading potential when
    observations are scarce
  type: article-journal
  URL: http://smat.epfl.ch/reports/02-12.pdf
  volume: '101'

- id: LakshmananExtracting2015
  accessed:
    - year: 2015
      month: 8
      day: 20
  author:
    - family: Lakshmanan
      given: Karthik C.
    - family: Sadtler
      given: Patrick T.
    - family: Tyler-Kabara
      given: Elizabeth C.
    - family: Batista
      given: Aaron P.
    - family: Yu
      given: Byron M.
  citation-key: LakshmananExtracting2015
  container-title: Neural Computation
  container-title-short: Neural Computation
  DOI: 10.1162/NECO_a_00759
  ISSN: 0899-7667
  issue: '9'
  issued:
    - year: 2015
      month: 6
      day: 16
  page: 1825-1856
  title: >-
    Extracting Low-Dimensional Latent Structure from Time Series in the Presence
    of Delays
  type: article-journal
  volume: '27'

- id: LamprierRecurrent2019
  accessed:
    - year: 2019
      month: 6
      day: 3
  author:
    - family: Lamprier
      given: Sylvain
  citation-key: LamprierRecurrent2019
  container-title: International Conference on Machine Learning
  event-title: International Conference on Machine Learning
  issued:
    - year: 2019
      month: 5
      day: 24
  language: en
  page: 3632-3641
  title: A Recurrent Neural Cascade-based Model for Continuous-Time Diffusion
  type: paper-conference
  URL: http://proceedings.mlr.press/v97/lamprier19a.html

- id: LiLearning2014
  accessed:
    - year: 2015
      month: 3
      day: 24
  author:
    - family: Li
      given: Liangda
    - family: Zha
      given: Hongyuan
  citation-key: LiLearning2014
  container-title: Twenty-Eighth AAAI Conference on Artificial Intelligence
  issued:
    - year: 2014
  title: >-
    Learning Parametric Models for Social Infectivity in Multi-Dimensional
    Hawkes Processes
  type: paper-conference
  URL: http://www.aaai.org/ocs/index.php/AAAI/AAAI14/paper/view/8583

- id: LinAssociation2016
  accessed:
    - year: 2019
      month: 10
      day: 31
  author:
    - family: Lin
      given: Liu
      dropping-particle: yi
    - family: Sidani
      given: Jaime E.
    - family: Shensa
      given: Ariel
    - family: Radovic
      given: Ana
    - family: Miller
      given: Elizabeth
    - family: Colditz
      given: Jason B.
    - family: Hoffman
      given: Beth L.
    - family: Giles
      given: Leila M.
    - family: Primack
      given: Brian A.
  citation-key: LinAssociation2016
  container-title: Depression and Anxiety
  DOI: 10.1002/da.22466
  ISSN: 1520-6394
  issue: '4'
  issued:
    - year: 2016
  language: en
  page: 323-331
  title: Association Between Social Media Use and Depression Among U.S. Young Adults
  type: article-journal
  URL: https://europepmc.org/articles/PMC4853817/
  volume: '33'

- id: LiRecovery2016
  author:
    - family: Li
      given: Yuanzhi
    - family: Liang
      given: Yingyu
    - family: Risteski
      given: Andrej
  citation-key: LiRecovery2016
  container-title: Advances in Neural Information Processing Systems 29
  editor:
    - family: Lee
      given: D. D.
    - family: Sugiyama
      given: M.
    - family: Luxburg
      given: U. V.
    - family: Guyon
      given: I.
    - family: Garnett
      given: R.
  issued:
    - year: 2016
  page: 4988–4996
  publisher: Curran Associates, Inc.
  title: >-
    Recovery Guarantee of Non-negative Matrix Factorization via Alternating
    Updates
  type: paper-conference
  URL: >-
    http://papers.nips.cc/paper/6417-recovery-guarantee-of-non-negative-matrix-factorization-via-alternating-updates.pdf

- id: LiuSocial2010
  accessed:
    - year: 2014
      month: 5
      day: 8
  author:
    - family: Liu
      given: Ka-Yuet
    - family: King
      given: Marissa
    - family: Bearman
      given: Peter S.
  citation-key: LiuSocial2010
  container-title: American Journal of Sociology
  issue: '5'
  issued:
    - year: 2010
  page: '1387'
  title: Social influence and the autism epidemic
  type: article-journal
  URL: http://www.ncbi.nlm.nih.gov/pmc/articles/PMC2927813/
  volume: '115'

- id: MorozovaRisk2018
  accessed:
    - year: 2019
      month: 9
      day: 22
  author:
    - family: Morozova
      given: Olga
    - family: Cohen
      given: Ted
    - family: Crawford
      given: Forrest W.
  citation-key: MorozovaRisk2018
  container-title: Journal of The Royal Society Interface
  container-title-short: Journal of The Royal Society Interface
  DOI: 10.1098/rsif.2017.0696
  issue: '138'
  issued:
    - year: 2018
      month: 1
      day: 31
  page: '20170696'
  title: Risk ratios for contagious outcomes
  type: article-journal
  URL: http://arxiv.org/abs/1707.05884
  volume: '15'

- id: MullerVahlStop2021
  accessed:
    - year: 2021
      month: 9
      day: 18
  author:
    - family: Müller-Vahl
      given: Kirsten R
    - family: Pisarenko
      given: Anna
    - family: Jakubovski
      given: Ewgeni
    - family: Fremer
      given: Carolin
  citation-key: MullerVahlStop2021
  container-title: Brain
  container-title-short: Brain
  DOI: 10.1093/brain/awab316
  ISSN: 0006-8950
  issue: awab316
  issued:
    - year: 2021
      month: 8
      day: 23
  title: Stop that! It’s not Tourette’s but a new type of mass sociogenic illness
  type: article-journal

- id: OgataFast1993
  accessed:
    - year: 2014
      month: 12
      day: 2
  author:
    - family: Ogata
      given: Yosihiko
    - family: Matsu'ura
      given: Ritsuko S.
    - family: Katsura
      given: Koichi
  citation-key: OgataFast1993
  container-title: Geophysical Research Letters
  container-title-short: Geophys. Res. Lett.
  DOI: 10.1029/93GL02142
  ISSN: 1944-8007
  issue: '19'
  issued:
    - year: 1993
      month: 10
      day: 8
  language: en
  page: 2143-2146
  title: Fast likelihood computation of epidemic type aftershock-sequence model
  type: article-journal
  volume: '20'

- id: OrmerodBinge2009
  author:
    - family: Ormerod
      given: Paul
    - family: Wiltshire
      given: Greg
  citation-key: OrmerodBinge2009
  container-title: Mind & Society
  DOI: 10.1007/s11299-009-0058-1
  issue: '2'
  issued:
    - year: 2009
  page: 135-152
  title: '‘Binge’ drinking in the UK: a social network phenomenon'
  type: article-journal
  volume: '8'

- id: OrtizTraditional2018
  accessed:
    - year: 2024
      month: 2
      day: 25
  author:
    - family: Ortiz
      given: Patricia
    - family: Khin Khin
      given: Eindra
  citation-key: OrtizTraditional2018
  container-title: Behavioral Sciences & the Law
  DOI: 10.1002/bsl.2338
  ISSN: 1099-0798
  issue: '2'
  issued:
    - year: 2018
  language: en
  page: 245-256
  title: Traditional and new media's influence on suicidal behavior and contagion
  type: article-journal
  volume: '36'

- id: PintoLocating2012
  accessed:
    - year: 2015
      month: 6
      day: 24
  author:
    - family: Pinto
      given: Pedro C.
    - family: Thiran
      given: Patrick
    - family: Vetterli
      given: Martin
  citation-key: PintoLocating2012
  container-title: Physical Review Letters
  container-title-short: Phys. Rev. Lett.
  DOI: 10.1103/PhysRevLett.109.068702
  ISSN: 0031-9007, 1079-7114
  issue: '6'
  issued:
    - year: 2012
      month: 8
      day: 10
  language: en
  page: '068702'
  title: Locating the Source of Diffusion in Large-Scale Networks
  type: article-journal
  URL: http://infoscience.epfl.ch/record/134484/files/
  volume: '109'

- id: PintoModeling2014
  accessed:
    - year: 2016
      month: 6
      day: 23
  author:
    - family: Pinto
      given: Julio Cesar Louzada
    - family: Chahed
      given: Tijani
  citation-key: PintoModeling2014
  collection-title: SITIS '14
  container-title: >-
    Proceedings of the 2014 Tenth International Conference on Signal-Image
    Technology and Internet-Based Systems
  DOI: 10.1109/SITIS.2014.24
  event-place: Washington, DC, USA
  event-title: >-
    2014 Tenth International Conference on Signal-Image Technology and
    Internet-Based Systems (SITIS)
  ISBN: 978-1-4799-7978-3
  issued:
    - year: 2014
  page: 339–346
  publisher: IEEE Computer Society
  publisher-place: Washington, DC, USA
  title: >-
    Modeling Multi-topic Information Diffusion in Social Networks Using Latent
    Dirichlet Allocation and Hawkes Processes
  type: paper-conference

- id: Pouget-AbadieInferring2015
  accessed:
    - year: 2015
      month: 6
      day: 2
  author:
    - family: Pouget-Abadie
      given: Jean
    - family: Horel
      given: Thibaut
  citation-key: Pouget-AbadieInferring2015
  container-title: Proceedings of The 32nd International Conference on Machine Learning
  event-title: The 32nd International Conference on Machine Learning
  issued:
    - year: 2015
      month: 5
      day: 21
  title: 'Inferring Graphs from Cascades: A Sparse Recovery Framework'
  type: paper-conference
  URL: http://arxiv.org/abs/1505.05663

- id: PrimackUse2017
  accessed:
    - year: 2019
      month: 10
      day: 31
  author:
    - family: Primack
      given: Brian A.
    - family: Shensa
      given: Ariel
    - family: Escobar-Viera
      given: César G.
    - family: Barrett
      given: Erica L.
    - family: Sidani
      given: Jaime E.
    - family: Colditz
      given: Jason B.
    - family: James
      given: A. Everette
  citation-key: PrimackUse2017
  container-title: Computers in Human Behavior
  container-title-short: Computers in Human Behavior
  DOI: 10.1016/j.chb.2016.11.013
  ISSN: 0747-5632
  issued:
    - year: 2017
      month: 4
      day: 1
  language: en
  page: 1-9
  title: >-
    Use of multiple social media platforms and symptoms of depression and
    anxiety: A nationally-representative study among U.S. young adults
  type: article-journal
  volume: '69'

- id: RaissiMachine2017
  author:
    - family: Raissi
      given: Maziar
    - family: Karniadakis
      given: George Em
  citation-key: RaissiMachine2017
  container-title: arXiv:1701.02440 [cs, math, stat]
  issued:
    - year: 2017
      month: 1
      day: 10
  title: Machine Learning of Linear Differential Equations using Gaussian Processes
  type: article-journal
  URL: http://arxiv.org/abs/1701.02440

- id: RizoiuExpecting2017
  author:
    - family: Rizoiu
      given: Marian-Andrei
    - family: Xie
      given: Lexing
    - family: Sanner
      given: Scott
    - family: Cebrian
      given: Manuel
    - family: Yu
      given: Honglin
    - family: Van Hentenryck
      given: Pascal
  citation-key: RizoiuExpecting2017
  collection-title: WWW '17
  container-title: World Wide Web 2017, International Conference on
  DOI: 10.1145/3038912.3052650
  event-place: Perth, Australia
  ISBN: 978-1-4503-4913-0
  issued:
    - year: 2017
  page: 1–9
  publisher: International World Wide Web Conferences Steering Committee
  publisher-place: Perth, Australia
  title: 'Expecting to be HIP: Hawkes Intensity Processes for Social Media Popularity'
  type: paper-conference
  URL: http://arxiv.org/abs/1602.06033

- id: RizoiuOnline2017
  accessed:
    - year: 2021
      month: 7
      day: 15
  author:
    - family: Rizoiu
      given: Marian-Andrei
    - family: Xie
      given: Lexing
  citation-key: RizoiuOnline2017
  container-title: arXiv:1703.01012 [cs]
  issued:
    - year: 2017
      month: 3
      day: 21
  language: en
  title: >-
    Online Popularity under Promotion: Viral Potential, Forecasting, and the
    Economics of Time
  type: article-journal
  URL: http://arxiv.org/abs/1703.01012

- id: RocaPercolate2011
  author:
    - family: Roca
      given: Carlos P
    - family: Draief
      given: Moez
    - family: Helbing
      given: Dirk
  citation-key: RocaPercolate2011
  issued:
    - year: 2011
  title: >-
    Percolate or die: Multi-percolation decides the struggle between competing
    innovations
  type: article-journal
  URL: http://www.arxiv.org/pdf/1101.0775

- id: SaichevGenerating2011
  accessed:
    - year: 2014
      month: 4
      day: 6
  author:
    - family: Saichev
      given: A.
    - family: Sornette
      given: D.
  citation-key: SaichevGenerating2011
  container-title: arXiv:1101.5564 [cond-mat, physics:physics]
  issued:
    - year: 2011
      month: 1
      day: 28
  title: >-
    Generating functions and stability study of multivariate self-excited
    epidemic processes
  type: article-journal
  URL: http://arxiv.org/abs/1101.5564

- id: SaichevHierarchy2011
  accessed:
    - year: 2014
      month: 4
      day: 6
  author:
    - family: Saichev
      given: A.
    - family: Sornette
      given: D.
  citation-key: SaichevHierarchy2011
  container-title: arXiv:1101.1611 [cond-mat, physics:physics]
  issued:
    - year: 2011
      month: 1
      day: 8
  title: >-
    Hierarchy of temporal responses of multivariate self-excited epidemic
    processes
  type: article-journal
  URL: http://arxiv.org/abs/1101.1611

- id: SarkkaSpatiotemporal2013
  author:
    - family: Särkkä
      given: Simo
    - family: Solin
      given: A.
    - family: Hartikainen
      given: J.
  citation-key: SarkkaSpatiotemporal2013
  container-title: IEEE Signal Processing Magazine
  DOI: 10.1109/MSP.2013.2246292
  ISSN: 1053-5888
  issue: '4'
  issued:
    - year: 2013
      month: 7
  number: '4'
  page: 51-61
  title: >-
    Spatiotemporal Learning via Infinite-Dimensional Bayesian Filtering and
    Smoothing: A Look at Gaussian Process Regression Through Kalman Filtering
  type: article-journal
  volume: '30'

- id: ScheinPoissonGamma2016
  author:
    - family: Schein
      given: Aaron
    - family: Wallach
      given: Hanna
    - family: Zhou
      given: Mingyuan
  citation-key: ScheinPoissonGamma2016
  container-title: Advances In Neural Information Processing Systems
  issued:
    - year: 2016
  page: 5006–5014
  title: Poisson-Gamma dynamical systems
  type: paper-conference
  URL: http://papers.nips.cc/paper/6082-poisson-gamma-dynamical-systems

- id: ShaliziHomophily2011
  accessed:
    - year: 2016
      month: 7
      day: 22
  author:
    - family: Shalizi
      given: Cosma Rohilla
    - family: Thomas
      given: Andrew C.
  citation-key: ShaliziHomophily2011
  container-title: Sociological Methods & Research
  DOI: 10.1177/0049124111404820
  ISSN: 0049-1241, 1552-8294
  issue: '2'
  issued:
    - year: 2011
      month: 5
      day: 1
  page: 211-239
  title: >-
    Homophily and Contagion Are Generically Confounded in Observational Social
    Network Studies
  type: article-journal
  URL: http://arxiv.org/abs/1004.4704
  volume: '40'

- id: ShenNonlinear2016
  accessed:
    - year: 2016
      month: 10
      day: 26
  author:
    - family: Shen
      given: Yanning
    - family: Baingana
      given: Brian
    - family: Giannakis
      given: Georgios B.
  citation-key: ShenNonlinear2016
  container-title: arXiv:1610.06551 [stat]
  issued:
    - year: 2016
      month: 10
      day: 20
  title: >-
    Nonlinear Structural Vector Autoregressive Models for Inferring Effective
    Brain Network Connectivity
  type: article-journal
  URL: http://arxiv.org/abs/1610.06551

- id: ShinAttentionFlow2021
  accessed:
    - year: 2021
      month: 7
      day: 15
  author:
    - family: Shin
      given: Minjeong
    - family: Tran
      given: Alasdair
    - family: Wu
      given: Siqi
    - family: Mathews
      given: Alexander
    - family: Wang
      given: Rong
    - family: Lyall
      given: Georgiana
    - family: Xie
      given: Lexing
  citation-key: ShinAttentionFlow2021
  container-title: >-
    Proceedings of the 14th ACM International Conference on Web Search and Data
    Mining
  DOI: 10.1145/3437963.3441703
  event-title: >-
    WSDM '21: The Fourteenth ACM International Conference on Web Search and Data
    Mining
  issued:
    - year: 2021
      month: 3
      day: 8
  language: en
  page: 1085-1088
  title: 'AttentionFlow: Visualising Influence in Networks of Time Series'
  type: paper-conference
  URL: http://arxiv.org/abs/2102.01974

- id: Sole-RibaltaSpectral2013
  accessed:
    - year: 2014
      month: 8
      day: 23
  author:
    - family: Solé-Ribalta
      given: A.
    - family: De Domenico
      given: M.
    - family: Kouvaris
      given: N. E.
    - family: Díaz-Guilera
      given: A.
    - family: Gómez
      given: S.
    - family: Arenas
      given: A.
  citation-key: Sole-RibaltaSpectral2013
  container-title: Physical Review E
  container-title-short: Phys. Rev. E
  DOI: 10.1103/PhysRevE.88.032807
  ISSN: 1539-3755, 1550-2376
  issue: '3'
  issued:
    - year: 2013
      month: 9
      day: 16
  page: '032807'
  title: Spectral properties of the Laplacian of multiplex networks
  type: article-journal
  URL: http://arxiv.org/abs/1307.2090
  volume: '88'

- id: SornetteConstraints2005
  accessed:
    - year: 2015
      month: 2
      day: 24
  author:
    - family: Sornette
      given: Didier
  citation-key: SornetteConstraints2005
  container-title: Journal of Geophysical Research
  DOI: 10.1029/2004JB003535
  ISSN: 0148-0227
  issue: B8
  issued:
    - year: 2005
  language: en
  title: >-
    Constraints on the size of the smallest triggering earthquake from the
    epidemic-type aftershock sequence model, Båth's law, and observed aftershock
    sequences
  type: article-journal
  volume: '110'

- id: StegehuisEpidemic2016
  accessed:
    - year: 2016
      month: 7
      day: 29
  author:
    - family: Stegehuis
      given: Clara
    - family: Hofstad
      given: Remco
      non-dropping-particle: van der
    - family: Leeuwaarden
      given: Johan S. H.
      non-dropping-particle: van
  citation-key: StegehuisEpidemic2016
  container-title: Scientific Reports
  DOI: 10.1038/srep29748
  ISSN: 2045-2322
  issued:
    - year: 2016
      month: 7
      day: 21
  page: '29748'
  title: Epidemic spreading on complex networks with community structures
  type: article-journal
  volume: '6'

- id: StiglitzContagion2010
  author:
    - family: Stiglitz
      given: Joseph E
  citation-key: StiglitzContagion2010
  container-title: Journal of Globalization and Development
  DOI: 10.2202/1948-1837.1149
  issue: '2'
  issued:
    - year: 2010
  page: '2'
  title: Contagion, liberalization, and the optimal structure of globalization
  type: article-journal
  volume: '1'

- id: SugiharaDetecting2012
  accessed:
    - year: 2012
      month: 11
      day: 5
  author:
    - family: Sugihara
      given: George
    - family: May
      given: Robert
    - family: Ye
      given: Hao
    - family: Hsieh
      given: Chih-hao
    - family: Deyle
      given: Ethan
    - family: Fogarty
      given: Michael
    - family: Munch
      given: Stephan
  citation-key: SugiharaDetecting2012
  container-title: Science
  container-title-short: Science
  DOI: 10.1126/science.1227079
  ISSN: 0036-8075, 1095-9203
  issue: '6106'
  issued:
    - year: 2012
      month: 10
      day: 26
  language: en
  page: 496-500
  title: Detecting Causality in Complex Ecosystems
  type: article-journal
  URL: http://www.sciencemag.org/content/338/6106/496
  volume: '338'

- id: TongDiscovering2019
  accessed:
    - year: 2019
      month: 6
      day: 3
  author:
    - family: Tong
      given: Anh
    - family: Choi
      given: Jaesik
  citation-key: TongDiscovering2019
  container-title: International Conference on Machine Learning
  event-title: International Conference on Machine Learning
  issued:
    - year: 2019
      month: 5
      day: 24
  language: en
  page: 6285-6294
  title: Discovering Latent Covariance Structures for Multiple Time Series
  type: paper-conference
  URL: http://proceedings.mlr.press/v97/tong19a.html

- id: TranRadflow2021
  accessed:
    - year: 2021
      month: 6
      day: 18
  author:
    - family: Tran
      given: Alasdair
    - family: Mathews
      given: Alexander
    - family: Ong
      given: Cheng Soon
    - family: Xie
      given: Lexing
  citation-key: TranRadflow2021
  container-title: Proceedings of the Web Conference 2021
  DOI: 10.1145/3442381.3449945
  event-place: Ljubljana Slovenia
  event-title: 'WWW ''21: The Web Conference 2021'
  ISBN: 978-1-4503-8312-7
  issued:
    - year: 2021
      month: 4
      day: 19
  language: en
  page: 730-742
  publisher: ACM
  publisher-place: Ljubljana Slovenia
  title: >-
    Radflow: A Recurrent, Aggregated, and Decomposable Model for Networks of
    Time Series
  type: paper-conference
  URL: http://arxiv.org/abs/2102.07289

- id: VermaEditorial2014
  accessed:
    - year: 2014
      month: 7
      day: 9
  author:
    - family: Verma
      given: Inder M.
  citation-key: VermaEditorial2014
  container-title: Proceedings of the National Academy of Sciences
  container-title-short: PNAS
  DOI: 10.1073/pnas.1412469111
  ISSN: 0027-8424, 1091-6490
  issued:
    - year: 2014
      month: 7
      day: 3
  language: en
  page: '201412469'
  PMID: '24994898'
  title: >-
    Editorial Expression of Concern: Experimental evidence of massivescale
    emotional contagion through social networks
  type: article-journal

- id: WangIsotonic2016
  accessed:
    - year: 2018
      month: 12
      day: 15
  author:
    - family: Wang
      given: Yichen
    - family: Xie
      given: Bo
    - family: Du
      given: Nan
    - family: Song
      given: Le
  citation-key: WangIsotonic2016
  collection-title: ICML'16
  container-title: >-
    Proceedings of the 33rd International Conference on International Conference
    on Machine Learning - Volume 48
  event-place: New York, NY, USA
  event-title: International Conference on Machine Learning
  issued:
    - year: 2016
  language: en
  page: 2226–2234
  publisher: JMLR.org
  publisher-place: New York, NY, USA
  title: Isotonic Hawkes Processes
  type: paper-conference
  URL: http://dl.acm.org/citation.cfm?id=3045390.3045625

- id: WattsInfluentials2007
  accessed:
    - year: 2016
      month: 7
      day: 22
  author:
    - family: Watts
      given: Duncan J.
    - family: Dodds
      given: Peter Sheridan
  citation-key: WattsInfluentials2007
  container-title: Journal of Consumer Research
  DOI: 10.1086/518527
  ISSN: 0093-5301, 1537-5277
  issue: '4'
  issued:
    - year: 2007
      month: 12
      day: 1
  language: en
  page: 441-458
  title: Influentials, Networks, and Public Opinion Formation
  type: article-journal
  URL: >-
    http://inequality.stanford.edu/_media/pdf/key_issues/social_networks_policy.pdf
  volume: '34'

- id: WilmsPredictive2016
  accessed:
    - year: 2020
      month: 10
      day: 14
  author:
    - family: Wilms
      given: Ines
    - family: Gelper
      given: Sarah
    - family: Croux
      given: Christophe
  citation-key: WilmsPredictive2016
  container-title: European Journal of Operational Research
  container-title-short: European Journal of Operational Research
  DOI: 10.1016/j.ejor.2016.03.041
  ISSN: 0377-2217
  issue: '1'
  issued:
    - year: 2016
      month: 10
      day: 1
  language: en
  page: 138-147
  title: >-
    The predictive power of the business and bank sentiment of firms: A
    high-dimensional Granger Causality approach
  type: article-journal
  URL: https://econweb2012.econ.kuleuven.be/public/u0070413/EJORPostPrint.pdf
  volume: '254'

- id: YangMixture2013
  accessed:
    - year: 2016
      month: 6
      day: 23
  author:
    - family: Yang
      given: Shuang-Hong
    - family: Zha
      given: Hongyuan
  citation-key: YangMixture2013
  container-title: Proceedings of The 30th International Conference on Machine Learning
  issued:
    - year: 2013
  page: 1–9
  title: Mixture of Mutually Exciting Processes for Viral Diffusion.
  type: paper-conference
  URL: http://www.jmlr.org/proceedings/papers/v28/yang13a.pdf
  volume: '28'

- id: YangTopological2011
  accessed:
    - year: 2012
      month: 10
      day: 22
  author:
    - family: Yang
      given: Dong-Ping
    - family: Lin
      given: Hai
    - family: Wu
      given: Chen-Xu
    - family: Shuai
      given: Jianwei
  citation-key: YangTopological2011
  container-title: arXiv:1106.5386
  issued:
    - year: 2011
      month: 6
      day: 27
  title: Topological conditions of scale-free networks for cooperation to evolve
  type: article-journal
  URL: http://arxiv.org/abs/1106.5386

- id: YuTemporal2016
  author:
    - family: Yu
      given: Hsiang-Fu
    - family: Rao
      given: Nikhil
    - family: Dhillon
      given: Inderjit S
  citation-key: YuTemporal2016
  container-title: Advances In Neural Information Processing Systems 29
  editor:
    - family: Lee
      given: D. D.
    - family: Luxburg
      given: U. V.
    - family: Guyon
      given: I.
    - family: Garnett
      given: R.
  issued:
    - year: 2016
  page: 847–855
  publisher: Curran Associates, Inc.
  title: >-
    Temporal regularized matrix factorization for high-dimensional time series
    prediction
  type: paper-conference
  URL: >-
    http://papers.nips.cc/paper/6159-temporal-regularized-matrix-factorization-for-high-dimensional-time-series-prediction.pdf

- id: ZhouLearning2013
  accessed:
    - year: 2015
      month: 1
      day: 19
  author:
    - family: Zhou
      given: Ke
    - family: Zha
      given: Hongyuan
    - family: Song
      given: Le
  citation-key: ZhouLearning2013
  container-title: >-
    Proceedings of the 30th International Conference on Machine Learning
    (ICML-13)
  issued:
    - year: 2013
  page: 1301–1309
  title: Learning triggering kernels for multi-dimensional Hawkes processes
  type: paper-conference
  URL: http://proceedings.mlr.press/v28/zhou13.pdf
...
