4 Ginsberg J, Mohebbi M H, Patel R S, et al. Detecting influenza epidemics using search engine query data. Nature, 2008, 457: 1012-1014
[2]
5 Howe D, Costanzo M, Fey P, et al. Big data: The future of biocuration. Nature, 2008, 455: 47-50
[3]
6 Broniatowski D, Paul M, Dredze M. Twitter: Big data opportunities. Inform, 2014, 49: 225
[4]
7 Archambault A, Grudin J. A longitudinal study of facebook, linkedin, & twitter use. Proc SIGCHI Conf Hum Factors Comput Syst, 2012, ACM: 2741-2750
[5]
8 Paolacci G, Chandler J, Ipeirotis P. Running experiments on amazon mechanical turk. Judgm Decis Mak, 2010, 5: 411-419
[6]
28 Barchard K A, Grob K E, Kirsch P M. Is Sadness blue? Cross-cultural differences of dolor-emotion associations. 26th Annual Convention of Association for Psychological Sciences, San Francisco, 2014
[7]
29 Raihani N J, Bshary R. A positive effect of flowers rather than eye images in a large-scale, cross-cultural dictator game. Proc R Soc B Biol Sci, 2012, 279: 3556-3564
[8]
30 Henrich J, McElreath R, Barr A, et al. Costly punishment across human societies. Science, 2006, 312: 1767-1770
[9]
31 Brüne M, Juckel G, Enzi B. "An eye for an eye"? Neural correlates of retribution and forgiveness. PLoS One, 2013, 8: e73519
[10]
32 Swann W B, Buhrmester M D, Gómez A, et al. What makes a group worth dying for? Identity fusion fosters perception of familial ties, promoting self-sacrifice. J Pers Soc Psychol, 2014, 106: 912-926
[11]
33 Berinsky A J, Huber G A, Lenz G S. Evaluating online labor markets for experimental research: Amazon.com's mechanical turk. Polit Anal, 2012, 20: 351-368
[12]
34 Gai X S, Zhang X K. The application of multilevel model in longitudinal research (in Chinese). Psychol Sci, 2005, 28: 429-431 [盖笑松, 张向葵. 多层线性模型在纵向研究中的运用. 心理科学, 2005, 28: 429-
[13]
35 Liu H Y, Meng Q M. A review on longitudinal data analysis method and it's development (in Chinese). Adv Psychol Sci, 2003, 11: 586-592 [刘红云, 孟庆茂. 纵向数据分析方法. 心理科学进展, 2003, 11: 586-
[14]
36 Sleeper M, Cranshaw J, Kelley P. I read my Twitter the next morning and was astonished: A conversational perspective on Twitter regrets. Proc SIGCHI Conf Hum Factors Comput Syst, 2013, 3277-3286
[15]
37 Boynton M H, Richman L S. An online daily diary study of alcohol use using Amazon's Mechanical Turk. Drug Alcohol Rev, 2014, 33: 456-461
[16]
38 Stafford T, Dewar M. Tracing the trajectory of skill learning with a very large sample of online game players. Psychol Sci, 2014, 25: 511-518
[17]
39 Rand D G, Nowak M A. The evolution of antisocial punishment in optional public goods games. Nat Commun, 2011, 2: 434
[18]
40 Rand D G, Dreber A, Ellingsen T, et al. Positive interactions promote public cooperation. Science, 2009, 325: 1272-1275
[19]
41 Fowler J H. Altruistic punishment and the origin of cooperation. Proc Natl Acad Sci USA, 2005, 102: 7047-7049
[20]
42 Fehr E, Gaechter S. Cooperation and punishment in public goods experiments. Am Econ Rev, 2000, 90: 980-994
[21]
43 Fehr E, G？chter S. Altruistic punishment in humans. Nature, 2002, 415: 137-140
[22]
44 Burton-Chellew M N, West S A. Prosocial preferences do not explain human cooperation in public-goods games. Proc Natl Acad Sci USA, 2013, 110: 216-221
[23]
45 Dreber A, Rand D G, Fudenberg D, et al. Winners don't punish. Nature, 2008, 452: 348-351
[24]
46 Wang Z, Szolnoki A, Perc M. Rewarding evolutionary fitness with links between populations promotes cooperation. J Theor Biol, 2014, 349: 50-56
[25]
47 Mason W A, Jones A, Goldstone R L. Propagation of innovations in networked groups. J Exp Psychol Gen, 2008, 137: 422-433
[26]
48 Kameda T, Tsukasaki T, Hastie R, et al. Democracy under uncertainty: The wisdom of crowds and the free-rider problem in group decision making. Psychol Rev, 2011, 118: 76-96
[27]
49 Kraut R, Patterson M, Lundmark V. Internet paradox: A social technology that reduces social involvement and psychological well-being? Am Psychol, 1998, 53: 1017-1031
[28]
50 Tao C X, Xie X J, Chen K, et al. Design of mobile Internet big data user behavior analysis engine based on cloud computing (in Chinese). Tel Sci, 2013, 3: 27-31 [陶彩霞, 谢晓军, 陈康, 等. 基于云计算的移动互联网大数据用户行为分析引擎设计. 电信科学, 2013, 3: 27-
[29]
1 Fan W, Bifet A. Mining Big Data: Current Status, and Forecast to the Future. ACM SIGKDD Explor Newsl, 2013
[30]
2 Harford T. Big data: Are we making a big mistake. Financ Times Mag, 2014, 7-11
[31]
3 McAfee A, Brynjolfsson E, Davenport T H, et al. Big data. Harvard Bus Rev, 2012, 90: 61-67
[32]
23 Xu C, Ji M, Yap Y J, et al. Costly punishment and cooperation in the evolutionary snowdrift game. Phys A Stat Mech Appl, 2011, 390: 1607-1614
[33]
24 Mason W, Watts D. Collaborative learning in networks. Proc Natl Acad Sci USA, 2012, 109: 764-769
[34]
25 Gürerk O, Irlenbusch B, Rockenbach B. The competitive advantage of sanctioning institutions. Science, 2006, 312: 108-111
[35]
26 Santos F, Santos M, Pacheco J. Social diversity promotes the emergence of cooperation in public goods games. Nature, 2008, 454: 213-216
[36]
27 Szolnoki A, Perc M. Correlation of positive and negative reciprocity fails to confer an evolutionary advantage: Phase transitions to elementary strategies. Phys Rev X, 2013, 3: 041021
[37]
51 Wang Y, Norice G, Cranor L F. Who is concerned about what? A study of American, Chinese and Indian users' privacy concerns on social network sites. Trust and trustworthy computing. Berlin Heidelberg: Springer, 2011. 146-153
[38]
52 Antin J, Shaw A. Social desirability bias and self-reports of motivation: A study of amazon mechanical turk in the US and India. Proc SIGCHI Conf Hum Factors Comput Syst, 2012, 2925-2934
[39]
53 Schilbach L, Timmermans B, Reddy V, et al. Toward a second-person neuroscience. Behav Brain Sci, 2013, 36: 393-414
[40]
9 Germine L, Nakayama K, Duchaine B C, et al. Is the Web as good as the lab? Comparable performance from Web and lab in cognitive perceptual experiments. Psychon Bull Rev, 2012, 19: 847-857
[41]
10 Schnoebelen T, Kuperman V. Using Amazon Mechanical Turk for linguistic research. Psihologija, 2010, 43: 441-464
[42]
11 Goodman J K, Cryder C E, Cheema A. Data collection in a flat world: The strengths and weaknesses of mechanical turk samples. J Behav Decis Mak, 2013, 26: 213-224
[43]
12 Pashler H, Wagenmakers E J. Editors' introduction to the special section on replicability in psychological science: A crisis of confidence? Perspect Psychol Sci, 2012, 7: 528-530
[44]
13 Carpenter S. Psychology's bold initiative. Science, 2011, 4: 579
[45]
14 Makel M C, Plucker J A, Hegarty B. Replications in psychology research: How often do they really occur? Perspect Psychol Sci, 2012, 7: 537-542
[46]
15 Klein R A, Ratliff K A, Vianello M, et al. Investigating variation in replicability. Soc Psychol, 2014, 45: 142-152
[47]
16 Mason W, Suri S. Conducting behavioral research on Amazon's Mechanical Turk. Behav Res Methods, 2012, 44: 1-23
[48]
17 Casler K, Bickel L, Hackett E. Separate but equal? A comparison of participants and data gathered via Amazon's MTurk, social media, and face-to-face behavioral testing. Comput Human Behav, 2013, 29: 2156-2160
[49]
18 Warkentin M E, Sayeed L, Hightower R. Virtual teams versus face-to-face teams: An exploratory study of a web-based conference system. Decis Sci, 1997, 28: 975-996
[50]
19 Delgado M R, Frank R H, Phelps E A. Perceptions of moral character modulate the neural systems of reward during the trust game. Nat Neurosci, 2005, 8: 1611-1618
[51]
20 Rand D G, Tarnita C E, Ohtsuki H, et al. Evolution of fairness in the one-shot anonymous Ultimatum Game. Proc Natl Acad Sci USA, 2013, 110: 2581-2586
[52]
21 Boyd R, Gintis H, Bowles S, et al. The evolution of altruistic punishment. Proc Natl Acad Sci USA, 2003, 100: 3531-3535
[53]
22 Herrmann B, Th？ni C, G？chter S. Antisocial punishment across societies. Science, 2008, 319: 1362-1367
