{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,27]],"date-time":"2025-10-27T20:40:21Z","timestamp":1761597621165},"reference-count":52,"publisher":"Springer Science and Business Media LLC","issue":"21","license":[{"start":{"date-parts":[[2015,7,16]],"date-time":"2015-07-16T00:00:00Z","timestamp":1437004800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Multimed Tools Appl"],"published-print":{"date-parts":[[2016,11]]},"DOI":"10.1007\/s11042-015-2793-0","type":"journal-article","created":{"date-parts":[[2015,7,15]],"date-time":"2015-07-15T04:15:11Z","timestamp":1436933711000},"page":"13237-13269","update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":10,"title":["Personality assessment using multiple online social networks"],"prefix":"10.1007","volume":"75","author":[{"given":"Shally","family":"Bhardwaj","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Pradeep K.","family":"Atrey","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mukesh K.","family":"Saini","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Abdulmotaleb","family":"El Saddik","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2015,7,16]]},"reference":[{"issue":"1","key":"2793_CR1","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/S0747-5632(01)00034-6","volume":"18","author":"Y Amichai-Hamburger","year":"2002","unstructured":"Amichai-Hamburger Y (2002) Internet and personality. Comput Hum Behav 18 (1):1\u201310","journal-title":"Comput Hum Behav"},{"key":"2793_CR2","unstructured":"Amichai-Hamburger Y (2005) Personality and the internet. The social net: Human behavior in cyberspace, pp 27\u201355"},{"issue":"4","key":"2793_CR3","doi-asserted-by":"crossref","first-page":"441","DOI":"10.1016\/S0747-5632(00)00017-0","volume":"16","author":"Y Amichai-Hamburger","year":"2000","unstructured":"Amichai-Hamburger Y, Ben-Artzi E (2000) The relationship between extraversion and neuroticism and the different uses of the internet. Comput Hum Behav 16(4):441\u2013449","journal-title":"Comput Hum Behav"},{"issue":"6","key":"2793_CR4","doi-asserted-by":"crossref","first-page":"1289","DOI":"10.1016\/j.chb.2010.03.018","volume":"26","author":"Y Amichai-Hamburger","year":"2010","unstructured":"Amichai-Hamburger Y, Vinitzky G (2010) Social network use and personality. Comput Hum Behav 26(6):1289\u20131295","journal-title":"Comput Hum Behav"},{"issue":"5","key":"2793_CR5","doi-asserted-by":"crossref","first-page":"1907","DOI":"10.1016\/j.chb.2008.02.005","volume":"24","author":"Y Amichai-Hamburger","year":"2008","unstructured":"Amichai-Hamburger Y, Kaplan H, Dorpatcheon N (2008) Click to the past: The impact of extroversion by users of nostalgic websites on the use of internet social services. Comput Hum Behav 24(5):1907\u20131912","journal-title":"Comput Hum Behav"},{"key":"2793_CR6","unstructured":"Association for Psychological Science. Marketing is more effective when targeted to personality profiles. ScienceDaily. 21 May 2012. http:\/\/www.sciencedaily.com\/releases\/2012\/05\/120521115652.htm , Last accessed on December 10, 2014"},{"key":"2793_CR7","doi-asserted-by":"crossref","unstructured":"Bachrach Y, Kosinski M, Graepel T, Kohli P, Stillwell D (2012) Personality and patterns of facebook usage. In: Proceedings of the 3rd annual ACM web science conference, Evanston, pp 24\u201332","DOI":"10.1145\/2380718.2380722"},{"issue":"3","key":"2793_CR8","doi-asserted-by":"crossref","first-page":"372","DOI":"10.1177\/0956797609360756","volume":"21","author":"MD Back","year":"2010","unstructured":"Back MD, Stopfer JM, Vazire S, Gaddis S, Schmukle SC, Egloff B, Gosling SD (2010) Facebook profiles reflect actual personality, not self-idealization. Psychol Sci 21(3):372\u2013374","journal-title":"Psychol Sci"},{"key":"2793_CR9","unstructured":"Bai S, Zhu T, Cheng L (2012) Big-five personality prediction based on user behaviors at social network sites. arXiv preprint arXiv: 1204.4809"},{"key":"2793_CR10","unstructured":"Bhardwaj S, Saini MK, Atrey PK, El Saddik A (2013) Personalized ambient environments using multiple social networks. In: Proceedings of the 2nd IEEE ICME international workshop on ambient multimedia and sensory environment (AMUSE\u201914), Chengdu, pp 180\u2013185"},{"key":"2793_CR11","unstructured":"Big five personality factor. http:\/\/http-server.carleton.ca\/~tpychyl\/011382000\/BigFive.html , Last accessed on December 10, 2014"},{"issue":"2","key":"2793_CR12","doi-asserted-by":"crossref","first-page":"17","DOI":"10.12691\/jfe-1-2-1","volume":"1","author":"Z Birknerov\u00e1","year":"2013","unstructured":"Birknerov\u00e1 Z, Ba\u010d\u00edk R, Gburov\u00e1 J (2013) The effectiveness of advertising in relation to the personality of the consumer. J Financ Econ 1(2):17\u201321","journal-title":"J Financ Econ"},{"issue":"2","key":"2793_CR13","doi-asserted-by":"crossref","first-page":"187","DOI":"10.1037\/0033-2909.117.2.187","volume":"117","author":"J Block","year":"1995","unstructured":"Block J (1995) A contrarian view of the five-factor approach to personality description. Psychol Bull 117(2):187","journal-title":"Psychol Bull"},{"key":"2793_CR14","doi-asserted-by":"crossref","unstructured":"Blumer T, D\u00f6ring N (2012) Are we the same online? The expression of the five factor personality traits on the computer and the Internet. Cyberpsychol J Psychosoc Res Cyberspace 6(3)","DOI":"10.5817\/CP2012-3-5"},{"key":"2793_CR15","volume-title":"Personality psychology: The science of individuality","author":"N Brody","year":"1998","unstructured":"Brody N, Ehrlichman H (1998) Personality psychology: The science of individuality, vol 3. Prentice Hall Englewood Cliffs, NJ. https:\/\/books.google.com\/books\/about\/Personality_Psychology.html?id=NBVHAAAAMAAJ&hl=en"},{"issue":"6","key":"2793_CR16","doi-asserted-by":"crossref","first-page":"1057","DOI":"10.1016\/S0191-8869(99)00253-6","volume":"29","author":"VV Busato","year":"2000","unstructured":"Busato VV, Prins FJ, Elshout JJ, Hamaker C (2000) Intellectual ability, learning style, personality, achievement motivation and academic success of psychology students in higher education. Personal Individ Differ 29(6):1057\u20131068","journal-title":"Personal Individ Differ"},{"issue":"1","key":"2793_CR17","doi-asserted-by":"crossref","first-page":"175","DOI":"10.1111\/0162-895X.00141","volume":"20","author":"GV Capara","year":"1999","unstructured":"Capara GV, Barbaranelli C, Zimbardo PG (1999) Personality profiles and political parties. Pol Psychol 20(1):175\u2013197","journal-title":"Pol Psychol"},{"key":"2793_CR18","unstructured":"Chamorro-Premuzic T (2007) Personality and individual differences. Blackwell Publishing"},{"key":"2793_CR19","unstructured":"Cherry K Trait theory of personality. http:\/\/psychology.about.com\/od\/theoriesofpersonality\/a\/trait-theory.htm , Last accessed on December 10, 2014"},{"issue":"2","key":"2793_CR20","doi-asserted-by":"crossref","first-page":"247","DOI":"10.1016\/j.chb.2009.09.003","volume":"26","author":"T Correa","year":"2010","unstructured":"Correa T, Hinsley AW, De Zuniga HG (2010) Who interacts on the web? The intersection of users personality and social media use. Comput Hum Behav 26 (2):247\u2013253","journal-title":"Comput Hum Behav"},{"issue":"5","key":"2793_CR21","doi-asserted-by":"crossref","first-page":"853","DOI":"10.1037\/0022-3514.54.5.853","volume":"54","author":"PT Costa","year":"1988","unstructured":"Costa PT, McCrae RR (1988) Personality in adulthood: a six-year longitudinal study of self-reports and spouse ratings on the neo personality inventory. J Pers Soc Psychol 54(5):853","journal-title":"J Pers Soc Psychol"},{"issue":"1","key":"2793_CR22","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1037\/1040-3590.4.1.5","volume":"4","author":"PT Costa","year":"1992","unstructured":"Costa PT, McCrae RR (1992) Normal personality assessment in clinical practice: the neo personality inventory. Psychol Assess 4(1):5","journal-title":"Psychol Assess"},{"key":"2793_CR23","unstructured":"Duggan and Smith. Social media update. http:\/\/www.pewinternet.org\/2013\/12\/30\/social-media-update-2013\/ , Last accessed on December 10, 2014"},{"issue":"4","key":"2793_CR24","doi-asserted-by":"crossref","first-page":"417","DOI":"10.1016\/0092-6566(87)90030-4","volume":"21","author":"DC Fowles","year":"1987","unstructured":"Fowles DC (1987) Application of a behavioral theory of motivation to the concepts of anxiety and impulsivity. J Res Pers 21(4):417\u2013435","journal-title":"J Res Pers"},{"key":"2793_CR25","unstructured":"Global Faces and Networked Places. A Nielsen report on social networkings new global footprint, March 2009. http:\/\/blog.nielsen.com\/nielsenwire\/wp-content\/uploads\/2009\/03\/nielsen_globalfaces_mar09.pdf , Last accessed on December 10, 2014"},{"key":"2793_CR26","unstructured":"Global Faces and Networked Places. What do personality traits tell us about consumer behavior? http:\/\/www.beyondthepurchase.org\/blog\/01\/what-do-personality-traits-tell-us-about-consumer-behavior\/ , Last accessed on December 10, 2014"},{"key":"2793_CR27","doi-asserted-by":"crossref","unstructured":"Golbeck J, Robles C, Edmondson M, Turner K (2011) Predicting personality from twitter. In: Proceedings of the Third IEEE International Conference on Privacy, Security, Risk and Trust (PASSAT) and 3rd IEEE International Conference on Social Computing (SocialCom), Boston, pp 149\u2013156","DOI":"10.1109\/PASSAT\/SocialCom.2011.33"},{"key":"2793_CR28","doi-asserted-by":"crossref","unstructured":"Golbeck J, Robles C, Turner K (2011) Predicting personality with social media. In: Proceedings of the ACM CHI\u201911 extended abstracts on human factors in computing systems, Vancouver, pp 253\u2013262","DOI":"10.1145\/1979742.1979614"},{"issue":"5","key":"2793_CR29","doi-asserted-by":"crossref","first-page":"1993","DOI":"10.1016\/j.chb.2007.09.001","volume":"24","author":"RE Guadagno","year":"2008","unstructured":"Guadagno RE, Okdie BM, Eno CA (2008) Who blogs? Personality predictors of blogging. Comput Hum Behav 24(5):1993\u20132004","journal-title":"Comput Hum Behav"},{"issue":"1","key":"2793_CR30","first-page":"34","volume":"5","author":"E Hardie","year":"2007","unstructured":"Hardie E, Tee MY (2007) Excessive internet use: the role of personality, loneliness and social support networks in internet addiction. Aust J Emerg Technol Soc 5(1):34\u201347","journal-title":"Aust J Emerg Technol Soc"},{"key":"2793_CR31","first-page":"209","volume":"15","author":"C Haugtvedt","year":"1988","unstructured":"Haugtvedt C, Petty RE, Cacioppo JT, Steidley T (1988) Personality and ad effectiveness: exploring the utility of need for cognition. Adv Consum Res 15:209\u2013212","journal-title":"Adv Consum Res"},{"issue":"5","key":"2793_CR32","doi-asserted-by":"crossref","first-page":"655","DOI":"10.1177\/0146167210366854","volume":"36","author":"JB Hirsh","year":"2010","unstructured":"Hirsh JB, DeYoung CG, Xu X, Peterson JB (2010) Compassionate liberals and polite conservatives: associations of agreeableness with political ideology and moral values. Personal Soc Psychol Bull 36(5):655\u2013664","journal-title":"Personal Soc Psychol Bull"},{"issue":"6","key":"2793_CR33","doi-asserted-by":"crossref","first-page":"578","DOI":"10.1177\/0956797611436349","volume":"23","author":"JB Hirsh","year":"2012","unstructured":"Hirsh JB, Kang SK, Bodenhausen GV (2012) Personalized persuasion tailoring persuasive appeals to recipients personality traits. Psychol Sci 23(6):578\u2013581","journal-title":"Psychol Sci"},{"issue":"4","key":"2793_CR34","doi-asserted-by":"crossref","first-page":"19","DOI":"10.1509\/jmkg.70.4.19","volume":"70","author":"M Holzwarth","year":"2006","unstructured":"Holzwarth M, Janiszewski C, Neumann MM (2006) The influence of avatars on online consumer shopping behavior. J Mark 70(4):19\u201336","journal-title":"J Mark"},{"key":"2793_CR35","doi-asserted-by":"crossref","unstructured":"Iacobelli F, Gill AJ, Nowson S, Oberlander J (2011) Large scale personality classification of bloggers. In: Proceedings of the affective computing and intelligent interaction. Springer, pp 568\u2013577","DOI":"10.1007\/978-3-642-24571-8_71"},{"key":"2793_CR36","unstructured":"John OD Big five personality test, 2000. http:\/\/www.outofservice.com\/bigfive\/"},{"issue":"5","key":"2793_CR37","doi-asserted-by":"crossref","first-page":"751","DOI":"10.1037\/0021-9010.85.5.751","volume":"85","author":"TA Judge","year":"2000","unstructured":"Judge TA, Bono JE (2000) Five-factor model of personality and transformational leadership. J Appl Psychol 85(5):751\u2013765","journal-title":"J Appl Psychol"},{"issue":"12","key":"2793_CR38","doi-asserted-by":"crossref","first-page":"1221","DOI":"10.1016\/0191-8869(89)90233-X","volume":"10","author":"RJ Larsen","year":"1989","unstructured":"Larsen RJ, Ketelaar T (1989) Extraversion, neuroticism and susceptibility to positive and negative mood induction procedures. Personal Individ Differ 10 (12):1221\u20131228","journal-title":"Personal Individ Differ"},{"issue":"1","key":"2793_CR39","doi-asserted-by":"crossref","first-page":"132","DOI":"10.1037\/0022-3514.61.1.132","volume":"61","author":"RJ Larsen","year":"1991","unstructured":"Larsen RJ, Ketelaar T (1991) Personality and susceptibility to positive and negative emotional states. J Pers Soc Psychol 61(1):132","journal-title":"J Pers Soc Psychol"},{"key":"2793_CR40","first-page":"008","volume":"3","author":"L Li","year":"2006","unstructured":"Li L, Yang Y, Mingxin L (2006) The relationship between adolescents\u2019 neuroticism, internet service preference, and internet addiction. Acta Psychol Sin 3:008","journal-title":"Acta Psychol Sin"},{"issue":"3","key":"2793_CR41","doi-asserted-by":"crossref","first-page":"313","DOI":"10.1089\/cyber.2009.0229","volume":"13","author":"M Mehroof","year":"2010","unstructured":"Mehroof M, Griffiths MD (2010) Online gaming addiction: The role of sensation seeking, self-control, neuroticism, aggression, state anxiety, and trait anxiety. Cyberpsychol Behav Soc Netw 13(3):313\u2013316","journal-title":"Cyberpsychol Behav Soc Netw"},{"key":"2793_CR42","unstructured":"Milutinovi V, Kartelj A, Filipovi V (2012) Novel approaches to automated personality classification: ideas and their potentials. In: Proceedings of the 35th international convention, MIPRO. IEEE, pp 1017\u20131022"},{"issue":"1","key":"2793_CR43","doi-asserted-by":"crossref","first-page":"547","DOI":"10.1146\/annurev.psych.54.101601.145041","volume":"54","author":"JW Pennebaker","year":"2003","unstructured":"Pennebaker JW, Mehl MR, Niederhoffer KG (2003) Psychological aspects of natural language use: Our words, our selves. Annu Rev Psychol 54(1):547\u2013577","journal-title":"Annu Rev Psychol"},{"key":"2793_CR44","doi-asserted-by":"crossref","unstructured":"Quercia D, Kosinski M, Stillwell D, Crowcroft J (2011) Our twitter profiles, our selves: Predicting personality with twitter. In: Proceedings of the 3rd IEEE international conference on privacy, security, risk and trust (PASSAT) and 3rd IEEE international conference on social computing (SocialCom), Boston, pp 180\u2013185","DOI":"10.1109\/PASSAT\/SocialCom.2011.26"},{"issue":"4","key":"2793_CR45","doi-asserted-by":"crossref","first-page":"313","DOI":"10.1111\/j.1745-6916.2007.00047.x","volume":"2","author":"BW Roberts","year":"2007","unstructured":"Roberts BW, Kuncel NR, Shiner R, Caspi A, Goldberg LR (2007) The power of personality: The comparative validity of personality traits, socioeconomic status, and cognitive ability for predicting important life outcomes. Perspect Psychol Sci 2 (4):313\u2013345","journal-title":"Perspect Psychol Sci"},{"issue":"2","key":"2793_CR46","doi-asserted-by":"crossref","first-page":"578","DOI":"10.1016\/j.chb.2008.12.024","volume":"25","author":"C Ross","year":"2009","unstructured":"Ross C, Orr ES, Sisic M, Arseneault JM, Simmering MG, Orr RR (2009) Personality and motivations associated with facebook use. Comput Hum Behav 25(2):578\u2013586","journal-title":"Comput Hum Behav"},{"issue":"3","key":"2793_CR47","doi-asserted-by":"crossref","first-page":"711","DOI":"10.2307\/23042805","volume":"35","author":"K-S Suh","year":"2011","unstructured":"Suh K-S, Kim H, Suh EK (2011) What if your avatar looks like you? Dual-congruity perspectives for avatar use. MIS Q 35(3):711\u2013729","journal-title":"MIS Q"},{"issue":"1","key":"2793_CR48","doi-asserted-by":"crossref","first-page":"24","DOI":"10.1177\/0261927X09351676","volume":"29","author":"YR Tausczik","year":"2010","unstructured":"Tausczik YR, Pennebaker JW (2010) The psychological meaning of words: Liwc and computerized text analysis methods. J Lang Soc Psychol 29(1):24\u201354","journal-title":"J Lang Soc Psychol"},{"issue":"4","key":"2793_CR49","doi-asserted-by":"crossref","first-page":"391","DOI":"10.2224\/sbp.2001.29.4.391","volume":"29","author":"TL Tuten","year":"2001","unstructured":"Tuten TL, Bosnjak M (2001) Understanding differences in web usage: the role of need for cognition and the five factor model of personality. Soc Behav Personal Int J 29(4):391\u2013398","journal-title":"Soc Behav Personal Int J"},{"key":"2793_CR50","unstructured":"Verschuren A (2012) Relying on linkedin profiles for personality impressions. Master\u2019s thesis, Tilburg University, The Netherlands"},{"key":"2793_CR51","doi-asserted-by":"crossref","unstructured":"Wald R, Khoshgoftaar T, Sumner C (2012) Machine prediction of personality from facebook profiles. In: Proceedings of the 13th international conference on information reuse and integration (IRI). IEEE, pp 109\u2013115","DOI":"10.1109\/IRI.2012.6302998"},{"issue":"3","key":"2793_CR52","doi-asserted-by":"crossref","first-page":"363","DOI":"10.1016\/j.jrp.2010.04.001","volume":"44","author":"T Yarkoni","year":"2010","unstructured":"Yarkoni T (2010) Personality in 100,000 words: a large-scale analysis of personality and word use among bloggers. J Res Pers 44(3):363\u2013373","journal-title":"J Res Pers"}],"container-title":["Multimedia Tools and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-015-2793-0.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11042-015-2793-0\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-015-2793-0","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-015-2793-0.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,8,28]],"date-time":"2019-08-28T03:38:47Z","timestamp":1566963527000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11042-015-2793-0"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015,7,16]]},"references-count":52,"journal-issue":{"issue":"21","published-print":{"date-parts":[[2016,11]]}},"alternative-id":["2793"],"URL":"https:\/\/doi.org\/10.1007\/s11042-015-2793-0","relation":{},"ISSN":["1380-7501","1573-7721"],"issn-type":[{"value":"1380-7501","type":"print"},{"value":"1573-7721","type":"electronic"}],"subject":[],"published":{"date-parts":[[2015,7,16]]}}}