메뉴 건너뛰기




Volumn 4, Issue 1, 2017, Pages

Impact of reviewer social interaction on online consumer review fraud detection

Author keywords

Neural networks; Opinion spam; Social interactive behavior

Indexed keywords

CRIME; ELECTRONIC COMMERCE; FAKE DETECTION; FEATURE EXTRACTION;

EID: 85019205986     PISSN: None     EISSN: 21961115     Source Type: Journal    
DOI: 10.1186/s40537-017-0075-6     Document Type: Article
Times cited : (38)

References (44)
  • 2
    • 84897915450 scopus 로고    scopus 로고
    • Deceptive reviews: the influential tail
    • (Citeseer)
    • Anderson E, Simester D. Deceptive reviews: the influential tail. Tech Rep. 2013;2:1. (Citeseer).
    • (2013) Tech Rep , vol.2 , pp. 1
    • Anderson, E.1    Simester, D.2
  • 3
    • 84903581941 scopus 로고    scopus 로고
    • Reviews without a purchase: low ratings, loyal customers, and deception
    • Anderson ET, Simester DI. Reviews without a purchase: low ratings, loyal customers, and deception. J Mark Res. 2014;51(3):249–69. doi:10.1509/jmr.13.0209.
    • (2014) J Mark Res , vol.51 , Issue.3 , pp. 249-269
    • Anderson, E.T.1    Simester, D.I.2
  • 4
    • 0342521525 scopus 로고    scopus 로고
    • Scale-free characteristics of random networks: the topology of the world-wide web
    • Barabsi AL, Albert R, Jeong H. Scale-free characteristics of random networks: the topology of the world-wide web. Physica A Stat Mech Appl. 2000;281:69–77. doi:10.1016/S0378-4371(00)00018-2.
    • (2000) Physica A Stat Mech Appl , vol.281 , pp. 69-77
    • Barabsi, A.L.1    Albert, R.2    Jeong, H.3
  • 5
    • 0028516118 scopus 로고
    • Feed-forward neural networks
    • Bebis G, Georgiopoulos M. Feed-forward neural networks. IEEE Potentials. 1994;13(4):27–31. doi:10.1109/45.329294.
    • (1994) IEEE Potentials , vol.13 , Issue.4 , pp. 27-31
    • Bebis, G.1    Georgiopoulos, M.2
  • 6
    • 34250660925 scopus 로고    scopus 로고
    • Spamrank-fully automatic link spam detection, work in progress
    • First international workshop on adversarial information retrieval on the web, Chiba
    • Benczur AA, Csalogany K, Sarlos T, Uher M. Spamrank-fully automatic link spam detection, work in progress. In: AIRWeb’05. First international workshop on adversarial information retrieval on the web. Chiba, 2005. p. 1–14, http://eprints.sztaki.hu/4029/.
    • (2005) AIRWeb’05 , pp. 1-14
    • Benczur, A.A.1    Csalogany, K.2    Sarlos, T.3    Uher, M.4
  • 7
    • 33748566804 scopus 로고    scopus 로고
    • The effect of word of mouth on sales: online book reviews
    • Chevalier JA, Mayzlin D. The effect of word of mouth on sales: online book reviews. J Mark Res. 2006;43(3):345–54. doi:10.1509/jmkr.43.3.345.
    • (2006) J Mark Res , vol.43 , Issue.3 , pp. 345-354
    • Chevalier, J.A.1    Mayzlin, D.2
  • 9
    • 0028885032 scopus 로고
    • Introduction to neural networks
    • Cross S, Harrison R, Kennedy R. Introduction to neural networks. Lancet. 1995;346(8982):1075–9. doi:10.1016/S0140-6736(95)91746-2.
    • (1995) Lancet , vol.346 , Issue.8982 , pp. 1075-1079
    • Cross, S.1    Harrison, R.2    Kennedy, R.3
  • 10
    • 85183830690 scopus 로고    scopus 로고
    • Proceedings of the 50th annual meeting of the association for computational linguistics: short papers, Vol. 2. Association for computational linguistics
    • Feng S, Banerjee R, Choi Y. Syntactic stylometry for deception detection. In: Proceedings of the 50th annual meeting of the association for computational linguistics: short papers, Vol. 2. Association for computational linguistics. ACL ’12: Stroudsburg; 2012. p. 171–5. http://dl.acm.org/citation.cfm?id=2390665.2390708.
    • ACL ’12: Stroudsburg , vol.2012 , pp. 171-175
    • Feng, S.1    Banerjee, R.2    Choi, Y.3
  • 11
    • 84902552026 scopus 로고    scopus 로고
    • How online product reviews affect retail sales: a meta-analysis
    • Floyd K, Freling R, Alhoqail S, Cho HY, Freling T. How online product reviews affect retail sales: a meta-analysis. J Retail. 2014;90(2):217–32. doi:10.1016/j.jretai.2014.04.004.
    • (2014) J Retail , vol.90 , Issue.2 , pp. 217-232
    • Floyd, K.1    Freling, R.2    Alhoqail, S.3    Cho, H.Y.4    Freling, T.5
  • 12
    • 0032146239 scopus 로고    scopus 로고
    • Artificial neural networks (the multilayer perceptron)a review of applications in the atmospheric sciences
    • Gardner M, Dorling S. Artificial neural networks (the multilayer perceptron)a review of applications in the atmospheric sciences. Atmos Environ. 1998;32(1415):2627–36. doi:10.1016/S1352-2310(97)00447-0.
    • (1998) Atmos Environ , vol.32 , Issue.1415 , pp. 2627-2636
    • Gardner, M.1    Dorling, S.2
  • 14
    • 0025964567 scopus 로고
    • Back-propagation algorithm which varies the number of hidden units
    • Hirose Y, Yamashita K, Hijiya S. Back-propagation algorithm which varies the number of hidden units. Neural Netw. 1991;4(1):61–6. doi:10.1016/0893-6080(91)90032-Z.
    • (1991) Neural Netw , vol.4 , Issue.1 , pp. 61-66
    • Hirose, Y.1    Yamashita, K.2    Hijiya, S.3
  • 15
    • 0024880831 scopus 로고
    • Multilayer feedforward networks are universal approximators
    • Hornik K, Stinchcombe M, White H. Multilayer feedforward networks are universal approximators. Neural Netw. 1989;2(5):359–66. doi:10.1016/0893-6080(89)90020-8.
    • (1989) Neural Netw , vol.2 , Issue.5 , pp. 359-366
    • Hornik, K.1    Stinchcombe, M.2    White, H.3
  • 20
    • 0033686465 scopus 로고    scopus 로고
    • Applications of artificial neural-networks for energy systems
    • Kalogirou SA. Applications of artificial neural-networks for energy systems. Appl Energy. 2000;67(12):17–35. doi:10.1016/S0306-2619(00)00005-2.
    • (2000) Appl Energy , vol.67 , Issue.12 , pp. 17-35
    • Kalogirou, S.A.1
  • 22
    • 0030737097 scopus 로고    scopus 로고
    • Face recognition: a convolutional neural-network approach
    • Lawrence S, Giles CL, Tsoi AC, Back AD. Face recognition: a convolutional neural-network approach. IEEE Trans Neural Netw. 1997;8(1):98–113. doi:10.1109/72.554195.
    • (1997) IEEE Trans Neural Netw , vol.8 , Issue.1 , pp. 98-113
    • Lawrence, S.1    Giles, C.L.2    Tsoi, A.C.3    Back, A.D.4
  • 23
    • 84881056038 scopus 로고    scopus 로고
    • Proceedings of the twenty-second international joint conference on artificial intelligence, Vol 3. AAAI Press
    • Li F, Huang M, Yang Y, Zhu X. Learning to identify review spam. In: Proceedings of the twenty-second international joint conference on artificial intelligence, Vol 3. AAAI Press, IJCAI’11; 2011. p. 2488–93.
    • IJCAI’11 , vol.2011 , pp. 2488-2493
    • Li, F.1    Huang, M.2    Yang, Y.3    Zhu, X.4
  • 24
    • 85183817694 scopus 로고    scopus 로고
    • Proceedings of the 2014 IEEE international conference on data mining, IEEE computer society
    • Li H, Chen Z, Liu B, Wei X, Shao J. Spotting fake reviews via collective positive-unlabeled learning. In: Proceedings of the 2014 IEEE international conference on data mining, IEEE computer society. Washington: ICDM ’14; 2014. p. 899–904.
    • Washington: ICDM ’14 , vol.2014 , pp. 899-904
    • Li, H.1    Chen, Z.2    Liu, B.3    Wei, X.4    Shao, J.5
  • 25
    • 78651302642 scopus 로고    scopus 로고
    • Detecting product review spammers using rating behaviors. In: Proceedings of the 19th ACM international conference on information and knowledge management. New York: ACM
    • Lim EP, Nguyen VA, Jindal N, Liu B, Lauw HW. Detecting product review spammers using rating behaviors. In: Proceedings of the 19th ACM international conference on information and knowledge management. New York: ACM, CIKM ’10; 2010. p. 939–48.
    • CIKM ’10 , vol.2010 , pp. 939-948
    • Lim, E.P.1    Nguyen, V.A.2    Jindal, N.3    Liu, B.4    Lauw, H.W.5
  • 27
    • 84887371015 scopus 로고    scopus 로고
    • Fake it till you make it: reputation, competition, and yelp review fraud
    • Luca M, Zervas G. Fake it till you make it: reputation, competition, and yelp review fraud. Manag Sci DOI. 2016. doi:10.2139/ssrn.2293164.
    • (2016) Manag Sci DOI
    • Luca, M.1    Zervas, G.2
  • 28
    • 84901053930 scopus 로고    scopus 로고
    • Promotional reviews: an empirical investigation of online review manipulation
    • Mayzlin D, Dover Y, Chevalier J. Promotional reviews: an empirical investigation of online review manipulation. Am Eco Rev. 2014;104(8):2421–55.
    • (2014) Am Eco Rev , vol.104 , Issue.8 , pp. 2421-2455
    • Mayzlin, D.1    Dover, Y.2    Chevalier, J.3
  • 31
    • 85183805247 scopus 로고    scopus 로고
    • Finding deceptive opinion spam by any stretch of the imagination. In: Proceedings of the 49th annual meeting of the association for computational linguistics: human language technologies, Vol. 1. Association for computational linguistics
    • Ott M, Choi Y, Cardie C, Hancock JT. Finding deceptive opinion spam by any stretch of the imagination. In: Proceedings of the 49th annual meeting of the association for computational linguistics: human language technologies, Vol. 1. Association for computational linguistics., HLT ’11: stroudsburg; 2011. p. 309–19. http://dl.acm.org/citation.cfm?id=2002472.2002512.
    • HLT ’11: stroudsburg , vol.2011 , pp. 309-319
    • Ott, M.1    Choi, Y.2    Cardie, C.3    Hancock, J.T.4
  • 32
    • 84860879004 scopus 로고    scopus 로고
    • Proceedings of the 21st international conference on world wide web. New York: ACM
    • Ott M, Cardie C, Hancock J. Estimating the prevalence of deception in online review communities. In: Proceedings of the 21st international conference on world wide web. New York: ACM, WWW ’12; 2012. p. 201–10.
    • WWW ’12 , vol.2012 , pp. 201-210
    • Ott, M.1    Cardie, C.2    Hancock, J.3
  • 34
    • 0003212629 scopus 로고
    • Efficient training of artificial neural networks for autonomous navigation
    • Pomerleau DA. Efficient training of artificial neural networks for autonomous navigation. Neural Comput. 1991;3(1):88–97. doi:10.1162/neco.1991.3.1.88.
    • (1991) Neural Comput , vol.3 , Issue.1 , pp. 88-97
    • Pomerleau, D.A.1
  • 35
    • 0003117820 scopus 로고
    • Knowledge-based training of artificial neural networks for autonomous robot driving
    • Springer, New York
    • Pomerleau DA. Knowledge-based training of artificial neural networks for autonomous robot driving. In: Robot learning. Springer: New York; 1993. p. 19–43.
    • (1993) Robot learning , pp. 19-43
    • Pomerleau, D.A.1
  • 38
    • 84945984575 scopus 로고    scopus 로고
    • The best book reviews money can buy
    • Streitfeld D. The best book reviews money can buy. New York Times 25. 2012. http://www.nytimes.com/2012/08/26/business/book-reviewers-for-hire-meet-a-demand-for-online-raves.html. Accessed 11 Sept 2016.
    • (2012) New York Times , pp. 25
    • Streitfeld, D.1
  • 39
    • 84863115952 scopus 로고    scopus 로고
    • Review graph based online store review spammer detection. In: Proceedings of the 2011 IEEE 11th international conference on data mining, IEEE computer society
    • Wang G, Xie S, Liu B, Yu PS. Review graph based online store review spammer detection. In: Proceedings of the 2011 IEEE 11th international conference on data mining, IEEE computer society. ICDM ’11: Washington; 2011. p. 1242–7.
    • ICDM ’11: Washington , vol.2011 , pp. 1242-1247
    • Wang, G.1    Xie, S.2    Liu, B.3    Yu, P.S.4
  • 40
    • 0025488663 scopus 로고
    • 30 years of adaptive neural networks: perceptron, madaline, and backpropagation
    • Widrow B, Lehr MA. 30 years of adaptive neural networks: perceptron, madaline, and backpropagation. Proc IEEE. 1990;78(9):1415–42. doi:10.1109/5.58323.
    • (1990) Proc IEEE , vol.78 , Issue.9 , pp. 1415-1442
    • Widrow, B.1    Lehr, M.A.2
  • 43
    • 84924940129 scopus 로고    scopus 로고
    • A meta-analysis of electronic word-of-mouth elasticity
    • You Y, Vadakkepatt GG, Joshi AM. A meta-analysis of electronic word-of-mouth elasticity. J Market. 2015;79(2):19–39. doi:10.1509/jm.14.0169.
    • (2015) J Market , vol.79 , Issue.2 , pp. 19-39
    • You, Y.1    Vadakkepatt, G.G.2    Joshi, A.M.3
  • 44
    • 0031234213 scopus 로고    scopus 로고
    • Face recognition: eigenface, elastic matching, and neural nets
    • Zhang J, Yan Y, Lades M. Face recognition: eigenface, elastic matching, and neural nets. IEEE Proc. 1997;85(9):1423–35. doi:10.1109/5.628712.
    • (1997) IEEE Proc , vol.85 , Issue.9 , pp. 1423-1435
    • Zhang, J.1    Yan, Y.2    Lades, M.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.