Unveiling the multimedia unconscious: Implicit cognitive processes and multimedia content analysis

MM 2013 - Proceedings of the 2013 ACM Multimedia Conference

Volumn , Issue , 2013, Pages 213-222

  Cristani, Marco ^a   Vinciarelli, Alessandro ^b,c   Segalin, Cristina ^a   Perina, Alessandro ^d  

^a UNIVERSITY OF VERONA   (Italy)

^b UNIVERSITY OF GLASGOW   (United Kingdom)

^c IDIAP RESEARCH INSTITUTE   (Switzerland)

^d MICROSOFT RESEARCH   (United States)

Author keywords

Cognitive processing; Feature extraction; Flickr; Image representation; Personality traits

Indexed keywords

COGNITIVE PROCESS; COGNITIVE PROCESSING; COGNITIVE SCIENCE; FLICKR; IMAGE REPRESENTATIONS; MULTIMEDIA CONTENT ANALYSIS; MULTIMEDIA TECHNOLOGIES; PERSONALITY TRAITS;

MULTIMEDIA SYSTEMS;

FEATURE EXTRACTION;

EID: 84887444710     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2502081.2502280     Document Type: Conference Paper

References (56)

1. I. Arapakis, J.M. Jose, and P.D. Gray. Affective feedback: An investigation into the role of emotions in the information seeking process. In Proceedings of the ACM SIGIR Conference on Research and Development in Information Retrieval, pages 395-402. ACM, 2008.
2. M. Baldauf, S. Dustdar, and F. Rosenberg. A survey on context-aware systems. International Journal of Ad Hoc and Ubiquitous Computing, 2(4):263-277, 2007.
3. F.J. Bernieri and J.S. Gillis. Judging rapport: Employing brunswik's lens model to study interpersonal sensitivity. In J.A. Hall and F.J. Bernieri, editors, Interpersonal Sensitivity. Theory and Measurement. Lawrence Erlbaum, 2001.
4. J.C. Biesanz and S.G. West. Personality coherence: Moderating self-other profile agreement and profile consensus. Journal of Personality and Social Psychology, 79(3):425-437, 2000.
5. E. Brunswik. Perception and the representative design of psychological experiments. University of California Press, 1956.
6. A. Burdick, J. Drucker, P. Lunenfelds, T. Presner, and J. Schnapp. Digitial Humanities. MIT Press, 2012.
7. D. Comaniciu and P. Meer. Mean shift: A robust approach toward feature space analysis. IEEE Transactions on Pattern Analysis and Machine Intelligence, 24(5):603 - 619, 2002.
8. J.W. Condon and W.D. Crano. Inferred evaluation and the relation between attitude similarity and interpersonal attraction. Journal of Personality and Social Psychology, 54(5):789, 1988.
9. R. Cowie. The good our field can hope to do, the harm it should avoid. IEEE Transactions on Affective Computing (to appear), 2013.
10. R. Datta, D. Joshi, J. Li, and J. Wang. Studying aesthetics in photographic images using a computational approach. In Proceedings of the European Conference on Computer Vision, volume 3953 of Lecture Notes in Computer Science, pages 288-301. Springer Verlag, 2006.
11. J. Elster. Explaining Social Behavior. Cambridge University Press, 1997.
12. D.C. Evans, S. D. Gosling, and A. Carroll. What elements of an online social networking profile predict target-rater agreement in personality impressions. In Proceedings of the International Conference on Weblogs and Social Media, pages 45-50, 2008.
13. P. F. Felzenszwalb, R. B. Girshick, and D. McAllester. Discriminatively trained deformable part models, release 4. http://www.cs.brown.edu/~p-/latent- release4/2010.
14. R. Fidel. Human Information Interaction. MIT Press, 2012.
15. S. Fitzgerald, D.C. Evans, and R.K. Green. Is your profile picture worth 1000 words? Photo characteristics associated with personality impression agreement. In Proceedings of AAAI International Conference on Weblogs and Social Media, 2009.
16. World Economic Forum. Personal data: The emergence of a new asset class. Technical report, World Economic Forum, 2011.
17. C.M. Georgescu. Synergism in low level vision. In Proceedings of the International Conference on Pattern Recognition, pages 150-155, 2002.
18. D. Johnson and J. Gardner. Personality, motivation and video games. In Proceedings of the Conference of the Computer-Human Interaction Special Interest Group of Australia on Computer-Human Interaction, pages 276-279, 2010.
19. N. Jojic and A. Perina. Multidimensional counting grids: Inferring word order from disordered bags of words. In Proceedings of Uncertainty in Artificial Intelligence, pages 547-556, 2011.
20. C.M. Judd, L. James-Hawkins, V. Yzerbyt, and Y. Kashima. Fundamental dimensions of social judgment: Unrdestanding the relations bteween judgments of competence and warmth. Journal of Personality and Social Psychology, 89(6):899-913, 2005.
21. A.M. Kaplan and M. Haenlein. Users of the world, unite! The challenges and opportunities of social media. Business Horizons, 53(1):59-68, 2010.
22. M. Kosinski, D. Stillwell, and T. Graepel. Private traits and attributes are predictable from digital records of human behavior. Proceeedings of the National Academy of Sciences, 110(15):5802-5805, 2013.
23. K. Krippendor. Reliability in content analysis. Human Communication Research, 30(3):411-433, 2004.
24. Z. Kunda. Social cognition: Making sense of people. The MIT Press, 1999.
25. J. Leskovec, L. Adamic, and B. Huberman. The dynamics of viral marketing. ACM Transactions on the Web, 1(1):5, 2007.
26. M.S. Lew, N. Sebe, D. Chabane, and R. Jain. Content-based multimedia information retrieval: State of the art and challenges. ACM Transactions on Multimedia Computing, Communications, and Applications, 2(1):1-19, 2006.
27. P. Lovato, A. Perina, N. Sebe, O. Zandona, A. Montagnini, M. Bicego, and M. Cristani. Tell me what you like and I'll tell you what you are: discriminating visual preferences on Flickr data. In K.M. Lee, Y. Matsushita, J.M. Rehg, and Z. Hu, editors, Proceedings of the Asian Conference on Computer Vision, volume Lecture Notes in Computer Science 7724. Springer Verlag, 2012.
28. J. Machajdik and A. Hanbury. Afiective image classification using features inspired by psychology and art theory. In Proceedings of the ACM International Conference on Multimedia, pages 83-92, 2010.
29. F. Mairesse, M. A. Walker, M. R. Mehl, and R. K. Moore. Using linguistic cues for the automatic recognition of personality in conversation and text. Journal of Artificial Intelligence Research, 30:457-500, 2007.
30. G. Marchionini. Human-information interaction research and development. Library & Information Science Research, 30(3):165-174, 2008.
31. K.V. Mardia and P.E. Jupp. Directional Statistics. Wiley Series in Probability and Statistics. Wiley, 2009.
32. M. Minelli, M. Chambers, and A. Dhiraj. Big Data, Big Analytics. Wiley, 2013.
33. C. Nass and S. Brave. Wired for speech: How voice activates and advances the Human-Computer relationship. The MIT Press, 2005.
34. R.E. Nisbett and T.D. Wilson. The halo effect: Evidence for unconscious alteration of judgments. Journal of Personality and Social Psychology, 35(4):250-256, 1977.
35. F.J. Olhorst. Big Data Analytics. Wiley, 2013.
36. A. Oliva and A. Torralba. Modeling the shape of the scene: A holistic representation of the spatial envelope. International Journal of Computer Vision, 42(3):145-175, 2001.
37. M. Pantic and A. Vinciarelli. Implicit Human-Centered Tagging. IEEE Signal Processing Magazine, 26(6):173-180, 2009.
38. A. Perina and N. Jojic. Image analysis by counting on a grid. In Proceedings of the International Conference on Computer Vision and Pattern Recognition, pages 1985-1992, 2011.
39. A. Peterson Bishop, N.A. van House, and B.P. Butten fields, editors. Digital Library Use. MIT Press, 2003.
40. B. Rammstedt and O. P. John. Measuring personality in one minute or less: A 10-item short version of the Big Five Inventory in English and German. in Journal of Research in Personality, 41:203-212, 2007.
41. S. Ray. Multiple instance regression. In Proceedings of the International Conference on Machine Learning, pages 425-432, 2001.
42. D. Rosenberg. Data before the Fact. In L. Gitelman, editor, Raw data is an oxymoron, pages 15-40. MIT Press, 2013.
43. G. Saucier and L.R. Goldberg. The language of personality: Lexical perspectives on the five-factor model. In J.S. Wiggins, editor, The Five-Factor Model of Personality. 1996.
44. K.R. Scherer. Personality markers in speech. In Social markers in speech, pages 147-209. Cambridge University Press, Cambridge, 1979.
45. K. Sohn, D.Y. Jung, H. Lee, and A.O. Hero. Effcient learning of sparse, distributed, convolutional feature representations for object recognition. In IEEE International Conference on Computer Vision, pages 2643-2650, 2011.
46. J. Suler. The psychotherapeutics of online photosharing. International Journal of Applied Psychoanalytic Studies, 6(4):339-344, 2009.
47. H. Tamura, S. Mori, and T. Yamawaki. Texture features corresponding to visual perception. IEEE Transactions on Systems, Man and Cybernetics, 8(6), 1978.
48. R. Tibshirani. Regression shrinkage and selection via the lasso. Journal of the Royal Statistical Society, Series B, 58:267-288, 1994.
49. J.S. Uleman, L.S. Newman, and G.B. Moskowitz. People as exible interpreters: Evidence and issues from spontaneous trait inference. In M.P. Zanna, editor, Advances in Experimental Social Psychology, volume 28, pages 211-279. Elsevier, 1996.
50. J.S. Uleman, S.A. Saribay, and C.M. Gonzalez. Spontaneous inferences, implicit impressions, and implicit theories. Annual Reviews of Psychology, 59:329-360, 2008.
51. P. Valdez and A. Mehrabian. Effects of color on emotions. Journal of Experimental Psychology General, 123(4):394-409, 1994.
52. P.A. Viola and M.J. Jones. Robust real-time face detection. International Journal of Computer Vision, 57(2):137-154, 2004.
53. J. Weiser. Phototherapy techniques: Exploring the secrets of personal snapshots and family albums. Jossey-Bass San Francisco, 1993.
54. C.Y. Yaakub, N. Sulaiman, and C.W. Kim. A study on personality identification using game based theory. In Proceedings of the International Conference on Computer Technology and Development, pages 732-734, 2010.
55. V. Yanulevskaya, J. Uijlings, E. Bruni, A. Sartori, E. Zamboni, F. Bacci, D. Melcher, and N. Sebe. In the eye of the beholder: employing statistical analysis and eye tracking for analyzing abstract paintings. In Proceedings of the ACM international conference on Multimedia, pages 349-358, 2012.
56. N. Yee, N. Ducheneaut, L. Nelson, and P. Likarish. Introverted elves & conscientious gnomes: The expression of personality in World of Warcraft. In Proceedings of the Annual Conference on Human Factors in Computing Systems, pages 753-762, 2011.