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題名:大數據與人工智慧方法在行為與社會科學的應用趨勢
書刊名:調查研究
作者:黃從仁 引用關係
作者(外文):Huang, Tsung-ren
出版日期:2020
卷期:45
頁次:頁11-42
主題關鍵詞:大數據人工智慧行為科學社會科學Big dataArtificial intelligenceBehavioral sciencesSocial sciences
原始連結:連回原系統網址new window
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  • 被引用次數被引用次數:期刊(1) 博士論文(0) 專書(0) 專書論文(0)
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  • 共同引用共同引用:1
  • 點閱點閱:3
期刊論文
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4.Arnett, Jeffrey J.(2008)。The neglected 95%: Why American psychology needs to become less American。American Psychologist,63(7),602-614。  new window
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。  new window
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。  new window
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。  new window
8.Breiman, Leo(2001)。Statistical Modeling: The Two Cultures。Statistical Science,16(3),199-231。  new window
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。  new window
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。  new window
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。  new window
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。  new window
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18.Reips, Ulf-Dietrich(2002)。Standards for internet-based experimenting。Experimental Psychology,49(4),243-256。  new window
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。  new window
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。  new window
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。  new window
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。  new window
23.Gosling, Samuel D.、Mason, Winter(2015)。Internet research in psychology。Annual Review of Psychology,66,877-902。  new window
24.Hofman, Jake M.、Sharma, Amit、Watts, Duncan J.(2017)。Prediction and explanation in social systems。Science,355(6324),486-488。  new window
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。  new window
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。  new window
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。  new window
28.Milfont, Taciano L.、Klein, Richard A.(2018)。Replication and reproducibility in cross-cultural psychology。Journal of Cross-Cultural Psychology,49(5),735-750。  new window
29.Yarkoni, Tal、Westfall, Jacob(2017)。Choosing prediction over explanation in psychology: Lessons from machine learning。Perspectives on Psychological Science,12(6),1100-1122。  new window
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。  new window
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。  new window
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。  new window
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。  new window
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。  new window
35.Napier, Jaime L.、Jost, John T.(2008)。Why Are Conservatives Happier Than Liberals?。Psychological Science,19(6),565-572。  new window
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。new window  new window
37.Insel, Thomas R.(2017)。Digital phenotyping: Technology for a new science of behavior。JAMA,318(13),1215-1216。  new window
38.Aral, Sinan、Walker, Dylan(2012)。Identifying Influential and Susceptible Members of Social Networks。Science,337(6092),337-341。  new window
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。  new window
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。  new window
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。  new window
42.Cohen, Adam B.(2009)。Many Forms of Culture。American Psychologist,64,194-204。  new window
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。  new window
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)。  new window
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。  new window
46.Foster, Erin D.、Deardorff, Ariel(2017)。Open Science Framework。Journal of the Medical Library Association,105(2)。  new window
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。  new window
48.Goodchild, Michael F.(2013)。The Quality of Big (Geo)Data。Dialogues in Human Geography,3(3),280-284。  new window
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。  new window
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。  new window
51.Jones, Chris、Czemiewicz, Laura(2011)。Theory in Learning Technology。Research in Learning Technology,19(3),173-177。  new window
52.King, Gary(2007)。An Introduction to the Dataverse Network as an Infrastructure for Data Sharing。Sociological Methods and Research,36(2),173-199。  new window
53.Kitchin, Rob、Lauriault, Tracey P.(2015)。Small Data in the Era of Big Data。GeoJoumal,80(4),463-475。  new window
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。  new window
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。  new window
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。  new window
57.Lerman, Kristina(2019)。Computational Social Scientist Beware: Simpson's Paradox in Behavioral Data。Journal of Computational Social Science,1(1),49-58。  new window
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。  new window
59.Miller, Geoffrey(2012)。The Smartphone Psychology Manifesto。Perspectives on Psychological Science,7(3),221-237。  new window
60.Mondragon, Esther、Alonso, Eduardo、Kokkola, Niklas(2017)。Associative Learning Should Go Deep。Trends in Cognitive Sciences,21(11),822-825。  new window
61.Munafò, Marcus R.、Flint, Jonathan(2011)。Dissecting the Genetic Architecture of Human Personality。Trends in Cognitive Sciences,15(9),395-400。  new window
62.Paolacci, Gabriele、Chandler, Jesse、Ipeirotis, Panagiotis G.(2010)。Running Experiments on Amazon Mechanical Turk。Judgment and Decision Making,5(5),411-419。  new window
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。  new window
64.Pashler, Harold、Harris, Christine R.(2012)。Is the Replicability Crisis Overblown? Three Arguments Examined。Perspectives on Psychological Science,7(6),531-536。  new window
65.Plesser, Hans E.(2018)。Reproducibility vs. Replicability: A Brief History of a Confused Terminology。Frontiers in Neuroinformatics,11。  new window
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68.Shmueli, Galit(2010)。To Explain or to Predict?。Statistical Science,25(3),289-310。  new window
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。  new window
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。  new window
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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。  new window
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。  new window
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。  new window
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。  new window
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。  new window
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。  new window
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。  new window
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。  new window
單篇論文
1.Lipton, Zachary C.(2016)。The Mythos of Model Interpretability,https://arxiv.org/pdf/1606.03490。  new window
2.Zoph, Barret,Le, Quoc V.(2016)。Neural Architecture Search With Reinforcement Learning,https://arxiv.org/pdf/1611.01578.pdf。  new window
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。  new window
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。  new window
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。  new window
 
 
 
 
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