메뉴 건너뛰기




Volumn 19, Issue 1, 2017, Pages

Identifying topics for e-cigarette user-generated contents: A case study from multiple social media platforms

Author keywords

Electronic cigarettes; Infodemiology; Latent Dirichlet Allocation; Social media; Topic modeling

Indexed keywords

CONSUMER; FLAVOR; HUMAN; MODEL; SCIENTIST; SOCIAL MEDIA; THROAT; VAPING; VAPOR; ELECTRONIC CIGARETTE; INFORMATION PROCESSING; INTERNET; STATISTICS AND NUMERICAL DATA;

EID: 85012876933     PISSN: None     EISSN: 14388871     Source Type: Journal    
DOI: 10.2196/jmir.5780     Document Type: Article
Times cited : (65)

References (47)
  • 1
    • 84962555658 scopus 로고    scopus 로고
    • US Food and Drug Administration, Jul 07, [accessed 2016-03-19] [WebCite Cache ID 6g8J51PoN]
    • US Food and Drug Administration. 2015 Jul 07. Electronic cigarettes (e-Cigarettes) URL: http://www.fda.gov/NewsEvents/PublicHealthFocus/ucm172906.htm [accessed 2016-03-19] [WebCite Cache ID 6g8J51PoN]
    • (2015) Electronic Cigarettes (E-Cigarettes)
  • 2
    • 85010331788 scopus 로고    scopus 로고
    • Jun 23, [accessed 2016-03-18] [WebCite Cache ID 6g8J6IifO]
    • Davidson L. The Telegraph. 2015 Jun 23. Vaping takes off as e-cigarette sales break through $6bn URL: http://www. telegraph.co.uk/finance/newsbysector/retailandconsumer/11692435/Vaping-takes-off-as-e-cigarette-sales-break-through-6bn. html [accessed 2016-03-18] [WebCite Cache ID 6g8J6IifO]
    • (2015) Vaping Takes off As E-cigarette Sales Break Through $6bn
    • Davidson, L.1
  • 3
    • 84947914012 scopus 로고    scopus 로고
    • Jun 11, [accessed 2016-03-19] [WebCite Cache ID 6g8JFVcTU]
    • Wahba P. Fortune. 2014 Jun 11. US e-cigarette sales seen rising 24.2% per year through 2018 URL: http://fortune.com/2014/06/10/e-cigarette-sales-rising/[accessed 2016-03-19] [WebCite Cache ID 6g8JFVcTU]
    • (2014) US E-cigarette Sales Seen Rising 24.2% per Year Through 2018
    • Wahba, P.1
  • 4
    • 84908301788 scopus 로고    scopus 로고
    • Electronic nicotine delivery systems ("e-cigarettes"): Review of safety and smoking cessation efficacy
    • Sep, [FREE Full text], [Medline: 24898072]
    • Harrell PT, Simmons VN, Correa JB, Padhya TA, Brandon TH. Electronic nicotine delivery systems ("e-cigarettes"): review of safety and smoking cessation efficacy. Otolaryngol Head Neck Surg 2014 Sep;151(3):381-393 [FREE Full text] [doi: 10.1177/0194599814536847] [Medline: 24898072]
    • (2014) Otolaryngol Head Neck Surg , vol.151 , Issue.3 , pp. 381-393
    • Harrell, P.T.1    Simmons, V.N.2    Correa, J.B.3    Padhya, T.A.4    Brandon, T.H.5
  • 5
    • 84920377090 scopus 로고    scopus 로고
    • Counseling patients on the use of electronic cigarettes
    • Jan, [FREE Full text]
    • Ebbert JO, Agunwamba AA, Rutten LJ. Counseling patients on the use of electronic cigarettes. Mayo Clin Proc 2015 Jan;90(1):128-134 [FREE Full text] [doi: 10.1016/j.mayocp.2014.11.004]
    • (2015) Mayo Clin Proc , vol.90 , Issue.1 , pp. 128-134
    • Ebbert, J.O.1    Agunwamba, A.A.2    Rutten, L.J.3
  • 6
    • 84898713040 scopus 로고    scopus 로고
    • Electronic cigarettes. Potential harms and benefits
    • Feb, [Medline: 24575993]
    • Drummond MB, Upson D. Electronic cigarettes. Potential harms and benefits. Ann Am Thorac Soc 2014 Feb;11(2):236-242. [doi: 10.1513/AnnalsATS.201311-391FR] [Medline: 24575993]
    • (2014) Ann Am Thorac Soc , vol.11 , Issue.2 , pp. 236-242
    • Drummond, M.B.1    Upson, D.2
  • 7
    • 84897569974 scopus 로고    scopus 로고
    • Prevalence and characteristics of e-cigarette users in Great Britain: Findings from a general population survey of smokers
    • Jun, [FREE Full text], [Medline: 24679611]
    • Brown J, West R, Beard E, Michie S, Shahab L, McNeill A. Prevalence and characteristics of e-cigarette users in Great Britain: findings from a general population survey of smokers. Addict Behav 2014 Jun;39(6):1120-1125 [FREE Full text] [doi: 10.1016/j.addbeh.2014.03.009] [Medline: 24679611]
    • (2014) Addict Behav , vol.39 , Issue.6 , pp. 1120-1125
    • Brown, J.1    West, R.2    Beard, E.3    Michie, S.4    Shahab, L.5    McNeill, A.6
  • 8
    • 84874085718 scopus 로고    scopus 로고
    • Electronic nicotine delivery systems: International tobacco control four-country survey
    • Mar, [FREE Full text], [Medline: 23415116]
    • Adkison S, O'Connor RJ, Bansal-Travers M, Hyland A, Borland R, Yong H, et al. Electronic nicotine delivery systems: international tobacco control four-country survey. Am J Prev Med 2013 Mar;44(3):207-215 [FREE Full text] [doi: 10.1016/j.amepre.2012.10.018] [Medline: 23415116]
    • (2013) Am J Prev Med , vol.44 , Issue.3 , pp. 207-215
    • Adkison, S.1    O'Connor, R.J.2    Bansal-Travers, M.3    Hyland, A.4    Borland, R.5    Yong, H.6
  • 9
    • 84931077209 scopus 로고    scopus 로고
    • Associations between e-cigarette type, frequency of use, and quitting smoking: Findings from a longitudinal online panel survey in Great Britain
    • Oct, [FREE Full text], [Medline: 25896067]
    • Hitchman S, Brose LS, Brown J, Robson D, McNeill A. Associations between e-cigarette type, frequency of use, and quitting smoking: findings from a longitudinal online panel survey in Great Britain. Nicotine Tob Res 2015 Oct;17(10):1187-1194 [FREE Full text] [doi: 10.1093/ntr/ntv078] [Medline: 25896067]
    • (2015) Nicotine Tob Res , vol.17 , Issue.10 , pp. 1187-1194
    • Hitchman, S.1    Brose, L.S.2    Brown, J.3    Robson, D.4    McNeill, A.5
  • 10
    • 84912101816 scopus 로고    scopus 로고
    • Factors associated with e-cigarette use: A national population survey of current and former smokers
    • Oct, [FREE Full text], [Medline: 24880986]
    • Giovenco DP, Lewis MJ, Delnevo CD. Factors associated with e-cigarette use: A national population survey of current and former smokers. Am J Prev Med 2014 Oct;47(4):476-480 [FREE Full text] [doi: 10.1016/j.amepre.2014.04.009] [Medline: 24880986]
    • (2014) Am J Prev Med , vol.47 , Issue.4 , pp. 476-480
    • Giovenco, D.P.1    Lewis, M.J.2    Delnevo, C.D.3
  • 11
    • 84899138644 scopus 로고    scopus 로고
    • Characteristics, perceived side effects and benefits of electronic cigarette use: A worldwide survey of more than 19,000 consumers
    • Apr 22, [FREE Full text], [Medline: 24758891]
    • Farsalinos KE, Romagna G, Tsiapras D, Kyrzopoulos S, Voudris V. Characteristics, perceived side effects and benefits of electronic cigarette use: A worldwide survey of more than 19,000 consumers. Int J Environ Res Public Health 2014 Apr 22;11(4):4356-4373 [FREE Full text] [doi: 10.3390/ijerph110404356] [Medline: 24758891]
    • (2014) Int J Environ Res Public Health , vol.11 , Issue.4 , pp. 4356-4373
    • Farsalinos, K.E.1    Romagna, G.2    Tsiapras, D.3    Kyrzopoulos, S.4    Voudris, V.5
  • 12
    • 84887434887 scopus 로고    scopus 로고
    • Do e-cigarettes have the potential to compete with conventional cigarettes?: A survey of conventional cigarette smokers' experiences with e-cigarettes
    • Nov, [Medline: 23868661]
    • Kralikova E, Novak J, West O, Kmetova A, Hajek P. Do e-cigarettes have the potential to compete with conventional cigarettes?: A survey of conventional cigarette smokers' experiences with e-cigarettes. Chest 2013 Nov;144(5):1609-1614. [doi: 10.1378/chest.12-2842] [Medline: 23868661]
    • (2013) Chest , vol.144 , Issue.5 , pp. 1609-1614
    • Kralikova, E.1    Novak, J.2    West, O.3    Kmetova, A.4    Hajek, P.5
  • 13
    • 77952794690 scopus 로고    scopus 로고
    • Electronic cigarettes: A survey of users
    • May 04, [FREE Full text], [Medline: 20441579]
    • Etter J. Electronic cigarettes: A survey of users. BMC Public Health 2010 May 04;10:231 [FREE Full text] [doi: 10.1186/1471-2458-10-231] [Medline: 20441579]
    • (2010) BMC Public Health , vol.10 , pp. 231
    • Etter, J.1
  • 14
    • 84877673105 scopus 로고    scopus 로고
    • 'Vaping' profiles and preferences: An online survey of electronic cigarette users
    • Jun, [Medline: 23551515]
    • Dawkins L, Turner J, Roberts A, Soar K. 'Vaping' profiles and preferences: An online survey of electronic cigarette users. Addiction 2013 Jun;108(6):1115-1125. [doi: 10.1111/add.12150] [Medline: 23551515]
    • (2013) Addiction , vol.108 , Issue.6 , pp. 1115-1125
    • Dawkins, L.1    Turner, J.2    Roberts, A.3    Soar, K.4
  • 15
    • 84871403062 scopus 로고    scopus 로고
    • Electronic nicotine delivery systems: Adult use and awareness of the 'e-cigarette' in the USA
    • Jan, [Medline: 22034071]
    • Regan AK, Promoff G, Dube SR, Arrazola R. Electronic nicotine delivery systems: adult use and awareness of the 'e-cigarette' in the USA. Tob Control 2013 Jan;22(1):19-23. [doi: 10.1136/tobaccocontrol-2011-050044] [Medline: 22034071]
    • (2013) Tob Control , vol.22 , Issue.1 , pp. 19-23
    • Regan, A.K.1    Promoff, G.2    Dube, S.R.3    Arrazola, R.4
  • 16
    • 84865700901 scopus 로고    scopus 로고
    • E-Cigarette awareness, use, and harm perceptions in US adults
    • Sep, [FREE Full text], [Medline: 22813087]
    • Pearson J, Richardson A, Niaura RS, Vallone DM, Abrams DB. e-Cigarette awareness, use, and harm perceptions in US adults. Am J Public Health 2012 Sep;102(9):1758-1766 [FREE Full text] [doi: 10.2105/AJPH.2011.300526] [Medline: 22813087]
    • (2012) Am J Public Health , vol.102 , Issue.9 , pp. 1758-1766
    • Pearson, J.1    Richardson, A.2    Niaura, R.S.3    Vallone, D.M.4    Abrams, D.B.5
  • 17
    • 33947622077 scopus 로고    scopus 로고
    • Social computing: From social informatics to social intelligence
    • Mar
    • Wang F, Carley K, Zeng D, Mao W. Social computing: from social informatics to social intelligence. IEEE Intell Syst 2007 Mar;22(2):79-83. [doi: 10.1109/MIS.2007.41]
    • (2007) IEEE Intell Syst , vol.22 , Issue.2 , pp. 79-83
    • Wang, F.1    Carley, K.2    Zeng, D.3    Mao, W.4
  • 18
    • 38349119177 scopus 로고    scopus 로고
    • Syndromic surveillance systems
    • Nov 05, [FREE Full text]
    • Yan P, Chen H, Zeng D. Syndromic surveillance systems. Ann Rev Info Sci Tech 2009 Nov 05;42(1):425-495 [FREE Full text] [doi: 10.1002/aris.2008.1440420117]
    • (2009) Ann Rev Info Sci Tech , vol.42 , Issue.1 , pp. 425-495
    • Yan, P.1    Chen, H.2    Zeng, D.3
  • 19
    • 84929309776 scopus 로고    scopus 로고
    • Marketing practices of vapor store owners
    • Jun, [Medline: 25880960]
    • Cheney M, Gowin M, Wann T. Marketing practices of vapor store owners. Am J Public Health 2015 Jun;105(6):e16-e21. [doi: 10.2105/AJPH.2015.302610] [Medline: 25880960]
    • (2015) Am J Public Health , vol.105 , Issue.6 , pp. e16-e21
    • Cheney, M.1    Gowin, M.2    Wann, T.3
  • 20
    • 84907980447 scopus 로고    scopus 로고
    • Portrayal of electronic cigarettes on YouTube
    • Oct 03, [FREE Full text], [Medline: 25277872]
    • Luo C, Zheng X, Zeng DD, Leischow S. Portrayal of electronic cigarettes on YouTube. BMC Public Health 2014 Oct 03;14:1028 [FREE Full text] [doi: 10.1186/1471-2458-14-1028] [Medline: 25277872]
    • (2014) BMC Public Health , vol.14 , pp. 1028
    • Luo, C.1    Zheng, X.2    Zeng, D.D.3    Leischow, S.4
  • 21
    • 84900480642 scopus 로고    scopus 로고
    • Reduced harm or another gateway to smoking? Source, message, and information characteristics of E-cigarette videos on YouTube
    • [Medline: 24117370]
    • Paek H, Kim S, Hove T, Huh JY. Reduced harm or another gateway to smoking? source, message, and information characteristics of E-cigarette videos on YouTube. J Health Commun 2014;19(5):545-560. [doi: 10.1080/10810730.2013.821560] [Medline: 24117370]
    • (2014) J Health Commun , vol.19 , Issue.5 , pp. 545-560
    • Paek, H.1    Kim, S.2    Hove, T.3    Huh, J.Y.4
  • 22
    • 84874201319 scopus 로고    scopus 로고
    • Mining data on usage of electronic nicotine delivery systems (ENDS) from YouTube videos
    • Mar, [Medline: 22116832]
    • Hua M, Yip H, Talbot P. Mining data on usage of electronic nicotine delivery systems (ENDS) from YouTube videos. Tob Control 2013 Mar;22(2):103-106. [doi: 10.1136/tobaccocontrol-2011-050226] [Medline: 22116832]
    • (2013) Tob Control , vol.22 , Issue.2 , pp. 103-106
    • Hua, M.1    Yip, H.2    Talbot, P.3
  • 23
    • 84924262289 scopus 로고    scopus 로고
    • A cross-sectional examination of marketing of electronic cigarettes on Twitter
    • Jul, [FREE Full text], [Medline: 24935894]
    • Huang J, Kornfield R, Szczypka G, Emery SL. A cross-sectional examination of marketing of electronic cigarettes on Twitter. Tob Control 2014 Jul;23 Suppl 3:iii26-iii30 [FREE Full text] [doi: 10.1136/tobaccocontrol-2014-051551] [Medline: 24935894]
    • (2014) Tob Control , vol.23 , pp. 326-330
    • Huang, J.1    Kornfield, R.2    Szczypka, G.3    Emery, S.L.4
  • 24
    • 84948985037 scopus 로고    scopus 로고
    • Using Twitter data to gain insights into e-cigarette marketing and locations of use: An infoveillance study
    • [FREE Full text], [Medline: 26545927]
    • Kim AE, Hopper T, Simpson S, Nonnemaker J, Lieberman AJ, Hansen H, et al. Using Twitter data to gain insights into e-cigarette marketing and locations of use: An infoveillance study. J Med Internet Res 2015;17(10):e251 [FREE Full text] [doi: 10.2196/jmir.4466] [Medline: 26545927]
    • (2015) J Med Internet Res , vol.17 , Issue.10 , pp. e251
    • Kim, A.E.1    Hopper, T.2    Simpson, S.3    Nonnemaker, J.4    Lieberman, A.J.5    Hansen, H.6
  • 25
    • 84946718495 scopus 로고    scopus 로고
    • Social listening: A content analysis of e-cigarette discussions on Twitter
    • [FREE Full text], [Medline: 26508089]
    • Cole-Lewis H, Pugatch J, Sanders A, Varghese A, Posada S, Yun C, et al. Social listening: A content analysis of e-cigarette discussions on Twitter. J Med Internet Res 2015;17(10):e243 [FREE Full text] [doi: 10.2196/jmir.4969] [Medline: 26508089]
    • (2015) J Med Internet Res , vol.17 , Issue.10 , pp. e243
    • Cole-Lewis, H.1    Pugatch, J.2    Sanders, A.3    Varghese, A.4    Posada, S.5    Yun, C.6
  • 26
    • 79952396639 scopus 로고    scopus 로고
    • Identifying health-related topics in Twitter: An exploration of tobacco-related tweets as a test topic
    • 4th International Conference on Social Computing, Behavioral-Cultural Modeling and Prediction; Mar 29-31, 2011; College Park, MD
    • Prier KW, Smith MS, Giraud-Carrier C, Hanson C. Identifying health-related topics in Twitter: An exploration of tobacco-related tweets as a test topic. In: Proceedings of the 4th International Conference on Social Computing, Behavioral-Cultural Modeling and Prediction. 2011 Presented at: 4th International Conference on Social Computing, Behavioral-Cultural Modeling and Prediction; Mar 29-31, 2011; College Park, MD p. 18-25. [doi: 10.1007/978-3-642-19656-0-4]
    • (2011) Proceedings of the 4th International Conference on Social Computing, Behavioral-Cultural Modeling and Prediction , pp. 18-25
    • Prier, K.W.1    Smith, M.S.2    Giraud-Carrier, C.3    Hanson, C.4
  • 27
    • 84940651583 scopus 로고    scopus 로고
    • Assessing electronic cigarette-related tweets for sentiment and content using supervised machine learning
    • [FREE Full text], [Medline: 26307512]
    • Cole-Lewis H, Varghese A, Sanders A, Schwarz M, Pugatch J, Augustson E. Assessing electronic cigarette-related tweets for sentiment and content using supervised machine learning. J Med Internet Res 2015;17(8):e208 [FREE Full text] [doi: 10.2196/jmir.4392] [Medline: 26307512]
    • (2015) J Med Internet Res , vol.17 , Issue.8 , pp. e208
    • Cole-Lewis, H.1    Varghese, A.2    Sanders, A.3    Schwarz, M.4    Pugatch, J.5    Augustson, E.6
  • 28
    • 84968608497 scopus 로고    scopus 로고
    • Identity management and mental health discourse in social media
    • WWW '15 International Conference on World Wide Web; May 18-22, 2015; Florence, Italy
    • Pavalanathan U, Choudhury MD. Identity Management and Mental Health Discourse in Social Media. In: Proceedings of the 24th International Conference on World Wide Web. 2015 Presented at: WWW '15 International Conference on World Wide Web; May 18-22, 2015; Florence, Italy p. 315-321. [doi: 10.1145/2740908.2743049]
    • (2015) Proceedings of the 24th International Conference on World Wide Web , pp. 315-321
    • Pavalanathan, U.1    Choudhury, M.D.2
  • 29
    • 85021858602 scopus 로고    scopus 로고
    • An examination of electronic cigarette content on social media: Analysis of e-cigarette flavor content on Reddit
    • Nov, [FREE Full text], [Medline: 26610541]
    • Wang L, Zhan Y, Li Q, Zeng DD, Leischow SJ, Okamoto J. An examination of electronic cigarette content on social media: analysis of e-cigarette flavor content on Reddit. Int J Environ Res Public Health 2015 Nov;12(11):14916-14935 [FREE Full text] [doi: 10.3390/ijerph121114916] [Medline: 26610541]
    • (2015) Int J Environ Res Public Health , vol.12 , Issue.11 , pp. 14916-14935
    • Wang, L.1    Zhan, Y.2    Li, Q.3    Zeng, D.D.4    Leischow, S.J.5    Okamoto, J.6
  • 30
    • 84877359359 scopus 로고    scopus 로고
    • Health-related effects reported by electronic cigarette users in online forums
    • Apr 08, [FREE Full text], [Medline: 23567935]
    • Hua M, Alfi M, Talbot P. Health-related effects reported by electronic cigarette users in online forums. J Med Internet Res 2013 Apr 08;15(4):e59 [FREE Full text] [doi: 10.2196/jmir.2324] [Medline: 23567935]
    • (2013) J Med Internet Res , vol.15 , Issue.4 , pp. e59
    • Hua, M.1    Alfi, M.2    Talbot, P.3
  • 31
    • 84943187678 scopus 로고    scopus 로고
    • What online communities can tell us about electronic cigarettes and hookah use: A study using text mining and visualization techniques
    • [FREE Full text], [Medline: 26420469]
    • Chen AT, Zhu S, Conway M. What online communities can tell us about electronic cigarettes and hookah use: A study using text mining and visualization techniques. J Med Internet Res 2015;17(9):e220 [FREE Full text] [doi: 10.2196/jmir.4517] [Medline: 26420469]
    • (2015) J Med Internet Res , vol.17 , Issue.9 , pp. e220
    • Chen, A.T.1    Zhu, S.2    Conway, M.3
  • 32
    • 84962043568 scopus 로고    scopus 로고
    • Electronic cigarette marketing online: A multi-site, multi-product comparison
    • [FREE Full text], [Medline: 27227129]
    • Chu K, Sidhu A, Valente T. Electronic cigarette marketing online: A multi-site, multi-product comparison. JMIR Public Health Surveill 2015;1(2):e11 [FREE Full text] [doi: 10.2196/publichealth.4777] [Medline: 27227129]
    • (2015) JMIR Public Health Surveill , vol.1 , Issue.2 , pp. e11
    • Chu, K.1    Sidhu, A.2    Valente, T.3
  • 33
    • 77954333798 scopus 로고    scopus 로고
    • [accessed 03-19] [WebCite Cache ID 6g8JfRXDq]
    • Reddit. Frequently asked questions URL: https://www.reddit.com/wiki/faq [accessed 2016-03-19] [WebCite Cache ID 6g8JfRXDq]
    • (2016) Frequently Asked Questions
  • 34
    • 85012863333 scopus 로고    scopus 로고
    • [accessed 03-19] [WebCite Cache ID 6g8JheDDJ]
    • JuiceDB. URL: https://www.juicedb.com/[accessed 2016-03-19] [WebCite Cache ID 6g8JheDDJ]
    • (2016)
  • 37
    • 0141607824 scopus 로고    scopus 로고
    • Latent Dirichlet allocation
    • Mar 01, [FREE Full text]
    • Blei DM, Ng AY, Jordan MI. Latent Dirichlet allocation. J Mach Learn Res 2003 Mar 01;3:993-1022 [FREE Full text]
    • (2003) J Mach Learn Res , vol.3 , pp. 993-1022
    • Blei, D.M.1    Ng, A.Y.2    Jordan, M.I.3
  • 38
    • 78649933846 scopus 로고    scopus 로고
    • Software framework for topic modelling with large corpora
    • LREC 2010 Workshop on New Challenges for NLP Frameworks; May 22, 2010; Valletta, Malta
    • Rehurek R, Sojka P. Software framework for topic modelling with large corpora. In: Proceedings of the LREC 2010 Workshop on New Challenges for NLP Frameworks. 2010 Presented at: LREC 2010 Workshop on New Challenges for NLP Frameworks; May 22, 2010; Valletta, Malta p. 45-50 URL: https://radimrehurek.com/gensim/lrec2010-final.pdf
    • (2010) Proceedings of the LREC 2010 Workshop on New Challenges for NLP Frameworks , pp. 45-50
    • Rehurek, R.1    Sojka, P.2
  • 39
    • 33749249312 scopus 로고    scopus 로고
    • Hierarchical Dirichlet processes
    • Dec
    • Teh YW, Jordan MI, Beal MJ, Blei DM. Hierarchical Dirichlet processes. J Am Stat Assoc 2006 Dec;101(476):1566-1581. [doi: 10.1198/016214506000000302]
    • (2006) J Am Stat Assoc , vol.101 , Issue.476 , pp. 1566-1581
    • Teh, Y.W.1    Jordan, M.I.2    Beal, M.J.3    Blei, D.M.4
  • 40
    • 85007212693 scopus 로고    scopus 로고
    • [accessed 2016-03-19] [WebCite Cache ID 6g8JnZFJH]
    • Fan D. LinkedIn. 2014. PG vs VG? All things you should know about e-liquid URL: https://www.linkedin.com/pulse/20140610083157-323109215-pg-vs-vg-all-things-you-should-know-about-e-liquid [accessed 2016-03-19] [WebCite Cache ID 6g8JnZFJH]
    • (2014) PG Vs VG? All Things You Should Know about E-liquid
    • Fan, D.1
  • 41
    • 84922022139 scopus 로고    scopus 로고
    • Four hundred and sixty brands of e-cigarettes and counting: Implications for product regulation
    • Jul, [FREE Full text], [Medline: 24935895]
    • Zhu S, Sun JY, Bonnevie E, Cummins SE, Gamst A, Yin L, et al. Four hundred and sixty brands of e-cigarettes and counting: implications for product regulation. Tob Control 2014 Jul;23 Suppl 3:iii3-iii9 [FREE Full text] [doi: 10.1136/tobaccocontrol-2014-051670] [Medline: 24935895]
    • (2014) Tob Control , vol.23 , pp. iii3-iii9
    • Zhu, S.1    Sun, J.Y.2    Bonnevie, E.3    Cummins, S.E.4    Gamst, A.5    Yin, L.6
  • 42
    • 80052702058 scopus 로고    scopus 로고
    • Interviews with "vapers": Implications for future research with electronic cigarettes
    • Sep, [Medline: 21571692]
    • McQueen A, Tower S, Sumner W. Interviews with "vapers": implications for future research with electronic cigarettes. Nicotine Tob Res 2011 Sep;13(9):860-867. [doi: 10.1093/ntr/ntr088] [Medline: 21571692]
    • (2011) Nicotine Tob Res , vol.13 , Issue.9 , pp. 860-867
    • McQueen, A.1    Tower, S.2    Sumner, W.3
  • 43
    • 0019059710 scopus 로고
    • The smoking problem: A review of the research and theory in behavioral risk modification
    • Sep, [Medline7422752]
    • Leventhal H, Cleary PD. The smoking problem: A review of the research and theory in behavioral risk modification. Psychol Bull 1980 Sep;88(2):370-405. [Medline: 7422752]
    • (1980) Psychol Bull , vol.88 , Issue.2 , pp. 370-405
    • Leventhal, H.1    Cleary, P.D.2
  • 44
    • 0020440023 scopus 로고
    • Social image factors as motivators of smoking initiation in early and middle adolescence
    • Dec, [Medline7172778]
    • Barton J, Chassin L, Presson CC, Sherman SJ. Social image factors as motivators of smoking initiation in early and middle adolescence. Child Dev 1982 Dec;53(6):1499-1511. [Medline: 7172778]
    • (1982) Child Dev , vol.53 , Issue.6 , pp. 1499-1511
    • Barton, J.1    Chassin, L.2    Presson, C.C.3    Sherman, S.J.4
  • 45
    • 85162731727 scopus 로고    scopus 로고
    • Latent Dirichlet allocation with topic-in-set knowledge
    • NAACL HLT 2009 Workshop on Semi-supervised Learning for Natural Language Processing; Jun 4, 2009; Boulder, CO
    • Andrzejewski D, Zhu X. Latent Dirichlet allocation with topic-in-set knowledge. In: Proceedings of the NAACL HLT 2009 Workshop on Semi-Supervised Learning for Natural Language Processing. 2009 Presented at: NAACL HLT 2009 Workshop on Semi-supervised Learning for Natural Language Processing; Jun 4, 2009; Boulder, CO p. 43-48.
    • (2009) Proceedings of the NAACL HLT 2009 Workshop on Semi-Supervised Learning for Natural Language Processing , pp. 43-48
    • Andrzejewski, D.1    Zhu, X.2
  • 46
    • 72949102410 scopus 로고    scopus 로고
    • Applying latent dirichllocation to group discovery in large graphs
    • ACM Symposium on Applied Computing; Mar 9-12, 2009; Honolulu, HI
    • Henderson K, Eliassi-Rad T. Applying latent dirichllocation to group discovery in large graphs. In: Proceedings of the 2009 ACM symposium on Applied Computing. 2009 Presented at: ACM Symposium on Applied Computing; Mar 9-12, 2009; Honolulu, HI p. 1456-1461 URL: http://eliassi.org/papers/henderson-sac09.pdf
    • (2009) Proceedings of the 2009 ACM Symposium on Applied Computing , pp. 1456-1461
    • Henderson, K.1    Eliassi-Rad, T.2
  • 47
    • 85161988453 scopus 로고    scopus 로고
    • Distributed inference for latent Dirichlet allocation
    • NIPS 2007; Dec 3-6, 2007; Vancouver, BC
    • Newman D, Asuncion A, Smyth P, Welling M. Distributed inference for latent Dirichlet allocation. In: Advances in Neural Information Processing Systems 20 (NIPS 2007). 2007 Presented at: NIPS 2007; Dec 3-6, 2007; Vancouver, BC p. 1081 URL: http://www.datalab.uci.edu/papers/distributed-topic-modeling.pdf
    • (2007) Advances in Neural Information Processing Systems 20 (NIPS 2007) , pp. 1081
    • Newman, D.1    Asuncion, A.2    Smyth, P.3    Welling, M.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.