Personality prediction for microblog users with active learning method

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 8944, Issue , 2015, Pages 41-54

  Liu, Xiaoqian ^a   Nie, Dong ^b   Bai, Shuotian ^b   Hao, Bibo ^b   Zhu, Tingshao ^a  

^a INSTITUTE OF PSYCHOLOGY   (China)

^b UNIVERSITY OF CHINESE ACADEMY OF SCIENCES   (China)

Author keywords

Active learning; Online behavior; Personality

Indexed keywords

ARTIFICIAL INTELLIGENCE; SOCIAL NETWORKING (ONLINE);

ACTIVE LEARNING; ACTIVE LEARNING METHODS; ONLINE BEHAVIOR; PERSONALITY; PERSONALITY PREDICTIONS; PREDICTING MODELS; PUBLIC INFORMATION; REGRESSION ALGORITHMS;

FORECASTING;

EID: 84924373801     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-319-15554-8_4     Document Type: Conference Paper

References (25)

1. Bai, S., Zhu, T., Cheng, L.: Big-five personality prediction based on user behaviors at social network sites. arXiv preprint arXiv:1204.4809 (2012)
2. Balcan, M.F., Beygelzimer, A., Langford, J.: Agnostic active learning. J. Comput. Syst. Sci. 75(1), 78–89 (2009)
3. Buchanan, T., Smith, J.L.: Using the internet for psychological research: Personality testing on the world wide web. Br. J. Psychol. 90(1), 125–144 (1999)
4. Cao, B.: Sina’s weibo outlook buoys internet stock gains: China overnight. Technical report, Bloomberg (2012)
5. D. Funder: Personality. Annu. Rev. Psychol. 52, 197–221 (2001)
6. Golbeck, J., Robles, C., Turner, K.: Prediciting personality with social media. In: The 2011 Annual Conference Extended Abstracts on Human Factors in Computing Systems, pp. 253–262. ACM, New York (2011)
7. Singular value decomposition and least squares solutions: G. H Golub, C. Reinsch. Numer. Math. 14, 403–420 (1970)
8. Gosling, S., Augustine, A., Vazire, S., Holtzman, N., Gaddis, S.: Manifestations of personality in online social networks: Self-reported facebook related behaviors and observable profile information. Cyberpsychology Behavior and Social Networking 14, 483–488 (2011)
9. Bourlard, H., Kamp, Y.: Auto-association by multilayer perceptrons and singular value decomposition. Biol. Cybern. 59, 291–294 (1988)
10. Lewis, D.D., Gale, W.A.: A sequential algorithm for training text classifiers. In: 17th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. 3–12. Springer, New York (1994)
11. Sugiyama, M., Nakajima, S.: Pool-based active learning in approximate linear regression. Mach. Learn. 75(3), 249–274 (2009)
12. M.E. Wall, A. Rechtsteiner, L. M. Rocha: Singular value decomposition and principal component analysis. In: A Practical Approach to Microarray Data Analysis, pp. 91–109 (2003)
13. Millward, S.: China’s forgotten 3rd twitter clone hits 260 million users. Technical report, techinasia.com (2012)
14. Minamikawa, A., Fujita, H., Hakura, J., Kurematsu, M.: Personality estimation application for social media. In: Frontiers in Artificial Intelligence and Applications, vol. 246 (2012)
15. Mitchell, T.M.: Generalization as search. Artif. Intell. 18(2), 203–226 (1982)
16. Pan, S.J., Yang, Q.: A survey on transfer learning. IEEE Trans. Knowl. Data Eng. 22(10), 1345–1359 (2010)
17. Prince, M.: Does active learning work? a review of the research. J. Eng. Educ. 93(3), 223–231 (2004)
18. Qiu, L., Lin, H., Ramsay, J., Yang, F.: You are what you tweet: Personality expression and perception on twitter. J. Res. Pers. 46, 710–718 (2012)
19. Deerwester, S., Dumais, S.T., Furnas, G.W., Landauer, T.K., Harshman, R.: Indexing by latent semantic analysis. Journal of the American Society for Information Science 41(6) (1990)
20. Schein, A.I., Ungar, L.H.: Active learning for logistic regression: an evaluation. Mach. Learn. 68(3), 235–265 (2007)
21. Seung, H.S., Opper, M., Sompolinsky, H.: Query by committee. In: Fifth Annual Workshop on Computational Learning Theory, pp. 287–294. ACM, New York (1992)
22. Sugiyama, M.: Active learning in approximately linear regression based on conditional expectation of generalization error. The Journal of Machine Learning Research 7, 141–166 (2006)
23. Sumner, C., Byers, A., Shearing, M.: Determining personality traits and privacy concerns from facebook activity. Black Hat Briefings 11 (2011)
24. Thompson, E.: Development and validation of an international english big-five minimarkers. Personality Individ. Differ. 45(6), 542–548 (2008)
25. Zhu, X.: Semi-supervised learning literature survey. Computer Science. University of Wisconsin-Madison (2006)