| 期刊論文1. | Henrich, Joseph、Heine, Steven J.、Norenzayan, Ara(2010)。Most people are not WEIRD。Nature,466(7302)。 | 2. | Han, Shihui、Northoff, Georg(2008)。Culture-sensitive neural substrates of human cognition: A transcultural neuroimaging approach。Nature Review Neuroscience,9(8),646-654。 | 3. | Bainbridge, William Sims(2007)。The scientific research potential of virtual worlds。Science,317(5837),472-476。 | 4. | Arnett, Jeffrey J.(2008)。The neglected 95%: Why American psychology needs to become less American。American Psychologist,63(7),602-614。 | 5. | Lazer, David、Kennedy, Ryan、King, Gary、Vespignani, Alessandro(2014)。The Parable of Google Flu: Traps in Big Data Analysis。Science,343(6176),1203-1205。 | 6. | Milfont, Taciano L.、Fischer, Ronald(2010)。Testing measurement invariance across groups: Applications in cross cultural research。International Journal of Psychological Research,3(1),111-121。 | 7. | Smith, D. Brent、Ellingson, Jill E.(2002)。Substance versus style: A new look at social desirability in motivating contexts。Journal of applied psychology,87(2),211-219。 | 8. | Breiman, Leo(2001)。Statistical Modeling: The Two Cultures。Statistical Science,16(3),199-231。 | 9. | Rosenberg, Jenny、Egbert, Nichole(2011)。Online impression management: Personality traits and concerns for secondary goals as predictors of self-presentation tactics on Facebook。Journal of Computer-Mediated Communication,17(1),1-18。 | 10. | Golder, Scott A.、Macy, Michael W.(2011)。Diurnal and Seasonal Mood Vary with Work, Sleep, and Daylength Across Diverse Cultures。Science,333(6051),1878-1881。 | 11. | Nosek, Brian A.、Banaji, Mahzarin R.、Greenwald, Anthony G.(2002)。Harvesting Implicit Group Attitudes and Beliefs From a Demonstration Web Site。Group Dynamics: Theory, Research, & Practice,6(1),101-115。 | 12. | Buhrmester, Michael、Kwang, Tracy、Gosling, Samuel D.(2011)。Amazon's mechanical Turk a new source of inexpensive, yet high-quality, data?。Perspectives on Psychological Science,6(1),3-5。 | 13. | Hornik, Kurt(1991)。Approximation Capabilities of Multilayer Feedforward Networks。Neural Networks,4(2),251-257。 | 14. | Muchnik, Lev、Aral, Sinan、Taylor, Sean J.(2013)。Social Influence Bias: A Randomized Experiment。Science,341(6146),647-651。 | 15. | Salganik, Matthew J.、Dodds, Peter Sheridan、Watts, Duncan J.(2006)。Experimental Study of Inequality and Unpredictability in an Artificial Cultural Market。Science,311(5762),854-856。 | 16. | Open Science Collaboration(2015)。Estimating the reproducibility of psychological science。Science,349(6251)。 | 17. | Cybenko, George(1989)。Approximations by superpositions of a sigmoidal function。Mathematics of Control, Signals and Systems,2(4),303-314。 | 18. | Reips, Ulf-Dietrich(2002)。Standards for internet-based experimenting。Experimental Psychology,49(4),243-256。 | 19. | Kramer, Adam D. I.、Guillory, Jamie E.、Hancock, Jeffrey T.(2014)。Experimental Evidence of Massive-Scale Emotional Contagion Through Social Networks。Proceedings of the National Academy of Sciences of the United States of America,111(24),8788-8790。 | 20. | Bond, Robert M.、Fariss, Christopher J.、Jones, Jason J.、Kramer, Adam D. I.、Marlow, Cameron、Settle, Jaime E.、Fowler, James H.(2012)。A 61-million-person experiment in social influence and political mobilization。Nature,489(7415),295-298。 | 21. | Wilson, Robert E.、Gosling, Samuel D.、Graham, Lindsay T.(2012)。A review of Facebook research in the social sciences。Perspectives on psychological science,7(3),203-220。 | 22. | Maxwell, Scott E.、Lau, Michael Y.、Howard, George S.(2015)。Is psychology suffering from a replication crisis? What does "failure to replicate" really mean?。American Psychologist,70(6),487-498。 | 23. | Gosling, Samuel D.、Mason, Winter(2015)。Internet research in psychology。Annual Review of Psychology,66,877-902。 | 24. | Hofman, Jake M.、Sharma, Amit、Watts, Duncan J.(2017)。Prediction and explanation in social systems。Science,355(6324),486-488。 | 25. | Bucher, Taina(2012)。Want to be on the top? Algorithmic power and the threat of invisibility on Facebook。New Media & Society,14(7),1164-1180。 | 26. | Button, Katherine S.、Ioannidis, John P. A.、Mokrysz, Claire、Nosek, Brian A.、Flint, Jonathan、Robinson, Emma S. J.、Munafò, Marcus R.(2013)。Power failure: Why small sample size undermines the reliability of neuroscience。Nature Reviews Neuroscience,14(5),365-376。 | 27. | Yarkoni, Tal(2012)。Psychoinformatics: New horizons at the interface of the psychological and computing sciences。Current Directions in Psychological Science,21(6),391-397。 | 28. | Milfont, Taciano L.、Klein, Richard A.(2018)。Replication and reproducibility in cross-cultural psychology。Journal of Cross-Cultural Psychology,49(5),735-750。 | 29. | Yarkoni, Tal、Westfall, Jacob(2017)。Choosing prediction over explanation in psychology: Lessons from machine learning。Perspectives on Psychological Science,12(6),1100-1122。 | 30. | Hughes, David John、Rowe, Moss、Batey, Mark、Lee, Andrew(2012)。A tale of two sites: Twitter vs. Facebook and the personality predictors of social media usage。Computers in Human Behavior,28(2),561-569。 | 31. | Dwyer, Dominic B.、Falkai, Peter、Koutsouleris, Nikolaos(2018)。Machine Learning Approaches for Clinical Psychology and Psychiatry。Annual Review of Clinical Psychology,14,91-118。 | 32. | Kosmski, Michal、Stillwell, David、Graepel, Thore(2013)。Private traits and attributes are predictable from digital records of human behavior。Proceedings of the National Academy of Sciences,110(15),5802-5805。 | 33. | Kosinski, Michal、Wang, Yilun(2018)。Deep neural networks are more accurate than humans at detecting sexual orientation from facial images。Journal of Personality and Social Psychology,114(2),246-257。 | 34. | Lazer, David M. J.、Baum, Matthew A.、Benkler, Yochai、Berinsky, Adam J.、Greenhill, Kelly M.、Menczer, Filippo、Metzger, Miriam J.、Nyhan, Brendan、Pennycook, Gordon、Rothschild, David、Schudson, Michael、Sloman, Steven A.、Sunstein, Cass R.、Thorson, Emily A.、Watts, Duncan J.、Zittrain, Jonathan L.(2018)。The science of fake news。Science,359(6380),1094-1096。 | 35. | Napier, Jaime L.、Jost, John T.(2008)。Why Are Conservatives Happier Than Liberals?。Psychological Science,19(6),565-572。 | 36. | 黃從仁(20190900)。Understanding Potentially Biased Artificial Agents Powered by Supervised Learning: Perspectives from Cognitive Psychology and Cognitive Neuroscience。中華心理學刊,61(3),197-207。 | 37. | Insel, Thomas R.(2017)。Digital phenotyping: Technology for a new science of behavior。JAMA,318(13),1215-1216。 | 38. | Aral, Sinan、Walker, Dylan(2012)。Identifying Influential and Susceptible Members of Social Networks。Science,337(6092),337-341。 | 39. | Camerer, Colin F.、Dreber, Anna、Holzmeister, Felix、Ho, Teck-Hua、Huber, Jurgen、Johannesson, Magnus、Kirchler, Michael、Nave, Gideon、Nosek, Brian A.、Pfeiffer, Thomas、Altmejd, Adam、Buttrick, Nick、Chan, Taizan、Chen, Yiling、Forsell, Eskil、Gampa, Anup、Heikensten, Emma、Hummer, Lily、Imai, Taisuke、Isaksson, Siri、Manfredi, Dylan、Rose, Julia、Wagenmakers, Eric-Jan、Wu, Hang(2018)。Evaluating the Replicability of Social Science Experiments in Nature and Science between 2010 and 2015。Nature Human Behaviour,2(9),637-644。 | 40. | Chen, Chih-Yu、Huang, Tsung-Ren(2019)。Christians and Buddhists Are Comparably Happy on Twitter: A Large-Scale Linguistic Analysis of Religious Differences in Social, Cognitive, and Emotional Tendencies。Frontiers in Psychology,10。 | 41. | Christley, Robert M.(2010)。Power and Error: Increased Risk of False Positive Results in Underpowered Studies。The Open Epidemiology Journal,3(1),16-19。 | 42. | Cohen, Adam B.(2009)。Many Forms of Culture。American Psychologist,64,194-204。 | 43. | Crosas, Merce、King, Gary、Honaker, James、Sweeney, Latanya(2015)。Automating Open Science for Big Data。The ANNALS of the American Academy of Political and Social Science,659(1),260-273。 | 44. | Dufau, Stephane、Duflabeitia, Jon Andoni、Moret-Tatay, Carmen、McGonigal, Aileen、Peeters, David、Alario, F.-Xavier、Balota, David A.、Brysbaert, Marc、Carreiras, Manuel、Ferrand, Ludovic、Ktori, Maria、Perea, Manuel、Rastle, Kathy、Sasburg, Olivier、Yap, Melvin J.、Ziegler, Johannes C.、Grainger, Jonathan(2011)。Smart Phone, Smart Science: How the Use of Smartphones Can Revolutionize Research in Cognitive Science。PLoS ONE,6(9)。 | 45. | Duncan, Laramie E.、Keller, Matthew C.(2011)。A Critical Review of the First 10 Years of Candidate Gene-By-Environment Interaction Research in Psychiatry。American Journal of Psychiatry,168(10),1041-1049。 | 46. | Foster, Erin D.、Deardorff, Ariel(2017)。Open Science Framework。Journal of the Medical Library Association,105(2)。 | 47. | Haxby, James V.、Connolly, Andrew C.、Guntupalli, J. Swaroop(2014)。Decoding Neural Representational Spaces Using Multivariate Pattern Analysis。Annual Review of Neuro-science,37,435-456。 | 48. | Goodchild, Michael F.(2013)。The Quality of Big (Geo)Data。Dialogues in Human Geography,3(3),280-284。 | 49. | Jackson, Nigel、Lilleker, Darren(2011)。Microblogging, Constituency Service and Impression Management: UK MPs and the Use of Twitter。The Journal of Legislative Studies,17(1),86-105。 | 50. | Joel, Samantha、Eastwick, Paul W.、Finkel, Eli J.(2017)。Is Romantic Desire Predictable? Machine Learning Applied to Initial Romantic Attraction。Psychological Science,28(10),1478-1489。 | 51. | Jones, Chris、Czemiewicz, Laura(2011)。Theory in Learning Technology。Research in Learning Technology,19(3),173-177。 | 52. | King, Gary(2007)。An Introduction to the Dataverse Network as an Infrastructure for Data Sharing。Sociological Methods and Research,36(2),173-199。 | 53. | Kitchin, Rob、Lauriault, Tracey P.(2015)。Small Data in the Era of Big Data。GeoJoumal,80(4),463-475。 | 54. | Kosinski, Michal、Matz, Sandra C.、Gosling, Samuel D.、Popov, Vesselin、Stillwell, David(2015)。Facebook as a research tool for the social sciences: Opportunities, challenges, ethical considerations, and practical guidelines。American Psychologist,70(6),543-556。 | 55. | Kriegeskorte, Nikolaus(2015)。Deep Neural Networks: ANew Framework for Modeling Biological Vision and Brain Information Processing。Annual Review of Vision Science,1,417-446。 | 56. | Krombholz, Katharina、Merkl, Dieter、Weippl, Edgar(2012)。Fake Identities in Social Media: A Case Study on the Sustainability of the Facebook Business Model。Journal of Service Science Research,4(2),175-212。 | 57. | Lerman, Kristina(2019)。Computational Social Scientist Beware: Simpson's Paradox in Behavioral Data。Journal of Computational Social Science,1(1),49-58。 | 58. | McCambridge, Jim、Witton, John、Elboume, Diana R.(2014)。Systematic Review of the Hawthorne Effect: New Concepts Are Needed to Study Research Participation Effects。Journal of Clinical Epidemiology,67(3),267-277。 | 59. | Miller, Geoffrey(2012)。The Smartphone Psychology Manifesto。Perspectives on Psychological Science,7(3),221-237。 | 60. | Mondragon, Esther、Alonso, Eduardo、Kokkola, Niklas(2017)。Associative Learning Should Go Deep。Trends in Cognitive Sciences,21(11),822-825。 | 61. | Munafò, Marcus R.、Flint, Jonathan(2011)。Dissecting the Genetic Architecture of Human Personality。Trends in Cognitive Sciences,15(9),395-400。 | 62. | Paolacci, Gabriele、Chandler, Jesse、Ipeirotis, Panagiotis G.(2010)。Running Experiments on Amazon Mechanical Turk。Judgment and Decision Making,5(5),411-419。 | 63. | Park, Minsu、Thom, Jennifer、Mennicken, Sarah、Cramer, Henriette、Macy, Michael(2019)。Global Music Streaming Data Reveal Diurnal and Seasonal Patterns of Affective Preference。Nature Human Behaviour,3(3),230-236。 | 64. | Pashler, Harold、Harris, Christine R.(2012)。Is the Replicability Crisis Overblown? Three Arguments Examined。Perspectives on Psychological Science,7(6),531-536。 | 65. | Plesser, Hans E.(2018)。Reproducibility vs. Replicability: A Brief History of a Confused Terminology。Frontiers in Neuroinformatics,11。 | 66. | Roberts, Seth、Pashler, Harold(2000)。How Persuasive Is a Good Fit? A Comment on Theory Testing。Psychological Review,107(2),358-367。 | 67. | Schmid Mast, Marianne、Gatica-Perez, Daniel、Frauendorfer, Denise、Nguyen, Laurent、Choudhury, Tanzeem(2015)。Social Sensing for Psychology: Automated Interpersonal Behavior Assessment。Current Directions in Psychological Science,24(2),154-160。 | 68. | Shmueli, Galit(2010)。To Explain or to Predict?。Statistical Science,25(3),289-310。 | 69. | Smith, Linda B.、Yu, Chen、Yoshida, Hanako、Fausey, Caitlin M.(2015)。Contributions of Head-Mounted Cameras to Studying the Visual Environments of Infants and Young Children。Journal of Cognition and Development,16(3),407-419。 | 70. | Snijders, Chris、Matzat, Uwe、Reips, Ulf-Dietrich(2012)。'Big Data': Big Gaps of Knowledge in the Field of Internet Science。International Journal of Internet Science,7(1),1-5。 | 71. | Subrahmanian, V. S.、Kumar, Srijan(2017)。Predicting Human Behavior: The Next Frontiers。Science,355(6324),489-489。 | 72. | Tong, Frank、Pratte, Michael S.(2012)。Decoding Patterns of Human Brain Activity。Annual Review of Psychology,63,483-509。 | 73. | Vacharkulksemsuk, Tanya、Reit, Emily、Khambatta, Poruz、Eastwick, Paul W.、Finkel, Eli J.、Carney, Dana R.(2016)。Dominant, Open Nonverbal Displays Are Attractive at Zero-Acquaintance。Proceedings of the National Academy of Sciences,113(15),4009-4014。 | 74. | Van Essen, David C.、Smith, Stephen M.、Barch, Deanna M.、Behrens, Timothy E. J.、Yacoub, Essa、Ugurbil, Kamil(20131015)。The WU-Minn Human Connectome Project: An Overview。Neuroimage,80,62-79。 | 75. | Van de Mortel, Thea F.(2008)。Faking It: Social Desirability Response Bias in Self-Report Research。Australian Journal of Advanced Nursing,25(4),40-48。 | 76. | Wen, Dong、Wei, Zhenhao、Zhou, Yanhong、Li, Guolin、Zhang, Xu、Han, Wei(2018)。Deep Learning Methods to Process fMRI Data and Their Application in the Diagnosis of Cognitive Impairment: A Brief Overview and Our Opinion。Frontiers in Neuroinformatics,12。 | 77. | Voigt, Rob、Camp, Nicholas P.、Prabhakaran, Vinodkumar、Hamilton, William L.、Hetey, Rebecca C.、Griffiths, Camilla M.、Jurgens, David、Jurafsky, Dan、Eberhardt, Jennifer L.(2017)。Language from Police Body Camera Footage Shows Racial Disparities in Officer Respect。Proceedings of the National Academy of Sciences,114(25),6521-6526。 | 78. | Vu, Mai-Anh T.、Adali, Tulay、Ba, Demba、Buzsaki, Gyorgy、Carlson, David、Heller, Katherine、Liston, Conor、Rudin, Cynthia、Sohal, Vikaas S.、Widge, Alik S.、Mayberg, Helen S.、Sapiro, Guillermo、Dzirasa, Kafui(2018)。A Shared Vision for Machine Learning in Neuroscience。Journal of Neuroscience,38(7),1601-1607。 | 79. | Wojcik, Sean P.、Hovasapian, Arpine、Graham, Jesse、Motyl, Matt、Ditto, Peter H.(2015)。Conservatives Report, but Liberals Display, Greater Happiness。Science,347(6227),1243-1246。 | 80. | Zwir, Igor、Amedo, Javier、del Val, Coral、Pulkki-Raback, Laura(2020)。Uncovering the Complex Genetics of Human Temperament。Molecular Psychiatry,25(10),2275-2294。 | 81. | Killingsworth, Matthew A.、Gilbert, Daniel T.(2010)。A Wandering Mind is an Unhappy Mind。Science,330(6006)。 | 82. | Ginsberg, Jeremy、Mohebbi, Matthew H.、Patel, Rajan S.、Brammer, Lynnette、Smolinski, Mark S.、Brilliant, Larry(2009)。Detecting influenza epidemics using search engine query data。Nature,457(7232),1012-1014。 | 83. | Henrich, Joseph、Heine, Steven J.、Norenzayan, Ara(2010)。The weirdest people in the world?。Behavioral and Brain Sciences,33(2/3),61-83。 | 會議論文1. | Vaswani, Ashish、Shazeer, Noam、Parmar, Niki、Uszkoreit, Jakob、Jones, Llion、Gomez, Aidan N.、Kaiser, Lukasz、Polosukhin, I.(2017)。Attention is All You Need。The 31st International Conference on Neural Information Processing Systems,(會議日期: December 4-9, 2017)。Long Beach。5998-6008。 | 2. | De Choudhury, Munmun、Gamon, Michael、Counts, Scott、Horvitz, Eric(2013)。Predicting Depression via Social Media。7th International AAAI Conference on Weblogs and Social Media,(會議日期: July 8-11, 2013)。Cambridge。 | 3. | Gilpin, Leilani H.、Bau, David、Yuan, Ben Z.、Bajwa, Ayesha、Specter, Michael、Kagal, Lalana(2018)。Explaining Explanations: An Overview of Interpretability of Machine Learning。5th IEEE International Conference on Data Science and Advanced Analytics,(會議日期: October 1-4, 2018)。Turin。 | 4. | Lin, Han、Lin, Qiu(2013)。Two Sites, Two Voices: Linguistic Differences Between Facebook Status Updates and Tweets。5th International Conference on Cross-Cultural Design,(會議日期: July 21-26, 2013)。Las Vegas。 | 5. | Lundberg, Scott M.、Lee, Su-In(2017)。A Unified Approach to Interpreting Model Predictions。The 31st international conference on neural information processing systems,(會議日期: 2017/12/04-12/09)。Long Beach。4768-4777。 | 6. | Ribeiro, Marco Tulio、Singh, Sameer、Guestrin, Carlos(2016)。Why Should I Trust You?: Explaining the Predictions of Any Classifier。22nd ACM SIG-KDD International Conference on Knowledge Discovery and Data Mining,(會議日期: 2016/08/13-08/17)。San Francisco。1135-1144。 | 研究報告1. | Diebold, Francis X.(2012)。A Personal Perspective on the Origin(s) and Development of 'Big Data': The Phenomenon, the Term, and the Discipline, Second Version。 | 圖書1. | Mayer-Schönberger, Viktor、Cukier, Kenneth(2013)。BIG DATA: A Revolution That Will Transform How We Live, Work, and Think。Houghton Mifflin Harcourt。 | 單篇論文1. | Lipton, Zachary C.(2016)。The Mythos of Model Interpretability,https://arxiv.org/pdf/1606.03490。 | 2. | Zoph, Barret,Le, Quoc V.(2016)。Neural Architecture Search With Reinforcement Learning,https://arxiv.org/pdf/1611.01578.pdf。 | 其他1. | Dencik, Lina(2014)。From Breastfeeding to Politics, Facebook Steps Up Censorship,http://theconversation.com/from-breastfeeding-to-politics-facebook-steps-up-censorship-22098。 | 2. | Kersting, Kristian,Meyer, Ulrich(2018)。From Big Data to Big Artificial Intelligence?: Algorithmic Challenges and Opportunities of Big Data,https://link.springer.com/content /pdf'!0.1007/s 13218-017-0523-7.pdf。 | 圖書論文1. | Braun, Henry I.、Jackson, Douglas N.、Wiley, David E.(2001)。Socially desirable responding: The evolution of a construct。The role of constructs in psychological and educational measurement。Routledge。 | |