{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,1]],"date-time":"2026-02-01T08:17:56Z","timestamp":1769933876318,"version":"3.49.0"},"reference-count":56,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[2017,7,15]],"date-time":"2017-07-15T00:00:00Z","timestamp":1500076800000},"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":["Inf Syst Front"],"published-print":{"date-parts":[[2019,8]]},"DOI":"10.1007\/s10796-017-9778-7","type":"journal-article","created":{"date-parts":[[2017,7,15]],"date-time":"2017-07-15T03:34:59Z","timestamp":1500089699000},"page":"829-844","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":21,"title":["The Economic Value of Online User Reviews with Ad Spending on Movie Box-Office Sales"],"prefix":"10.1007","volume":"21","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-6609-9002","authenticated-orcid":false,"given":"Young-Jin","family":"Lee","sequence":"first","affiliation":[]},{"given":"Kellie B.","family":"Keeling","sequence":"additional","affiliation":[]},{"given":"Andrew","family":"Urbaczewski","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2017,7,15]]},"reference":[{"issue":"3","key":"9778_CR1","doi-asserted-by":"publisher","first-page":"508","DOI":"10.1287\/mksc.1040.0106","volume":"24","author":"A Ainslie","year":"2005","unstructured":"Ainslie, A., Dr\u00e8ze, X., & Zufryden, F. (2005). Modeling Movie Life Cycles and Market Share. Marketing Science, 24(3), 508\u2013517. doi:\n                    10.1287\/mksc.1040.0106\n                    \n                  .","journal-title":"Marketing Science"},{"issue":"3","key":"9778_CR2","doi-asserted-by":"publisher","first-page":"363","DOI":"10.1509\/jmkr.37.3.363.18779","volume":"37","author":"A Ansari","year":"2000","unstructured":"Ansari, A., Essegaier, S., & Kohli, R. (2000). Internet Recommendation Systems. Journal of Marketing Research, 37(3), 363\u2013375. doi:\n                    10.1509\/jmkr.37.3.363.18779\n                    \n                  .","journal-title":"Journal of Marketing Research"},{"key":"9778_CR3","volume-title":"Three Blind Mice: How the TV Networks Lost Their Way","author":"K Auletta","year":"1992","unstructured":"Auletta, K. (1992). Three Blind Mice: How the TV Networks Lost Their Way. New York: The Easton Press."},{"key":"9778_CR4","doi-asserted-by":"publisher","first-page":"543","DOI":"10.1002\/jae.861","volume":"21","author":"BH Baltagi","year":"2006","unstructured":"Baltagi, B. H. (2006). Estimating an economic model of crime using panel data from north carolina. Journal of Applied Econometrics, 21, 543\u2013547. doi:\n                    10.1002\/jae.861\n                    \n                  .","journal-title":"Journal of Applied Econometrics"},{"issue":"3","key":"9778_CR5","doi-asserted-by":"publisher","first-page":"298","DOI":"10.2307\/3149541","volume":"9","author":"FM Bass","year":"1972","unstructured":"Bass, F. M., & Clarke, D. G. (1972). Testing Distributed Lag Models of Advertising Effect. Journal of Marketing, 9(3), 298\u2013308. doi:\n                    10.2307\/3149541\n                    \n                  .","journal-title":"Journal of Marketing"},{"key":"9778_CR6","doi-asserted-by":"publisher","first-page":"1287","DOI":"10.2307\/1911963","volume":"47","author":"TS Breusch","year":"1979","unstructured":"Breusch, T. S., & Pagan, A. R. (1979). A Simple Test for Heteroscedasticity and Random Coefficient Variation. Econometrica, 47, 1287\u20131294. doi:\n                    10.2307\/1911963\n                    \n                  .","journal-title":"Econometrica"},{"key":"9778_CR7","doi-asserted-by":"publisher","unstructured":"Bruce, N. I., Foutz, N. Z., & Kolsarici, C. (2012). Dynamic Effectiveness of Advertising and Word of Mouth in Sequential Distribution of New Products. Journal of Marketing Research. doi:\n                    10.1509\/jmr.07.0441\n                    \n                  .","DOI":"10.1509\/jmr.07.0441"},{"issue":"4","key":"9778_CR8","doi-asserted-by":"publisher","first-page":"809","DOI":"10.1007\/s10796-014-9526-1","volume":"17","author":"R Centeno","year":"2015","unstructured":"Centeno, R., Hermoso, R., & Fasli, M. (2015). On the inaccuracy of numerical ratings: dealing with biased opinions in social networks. Information Systems Frontiers, 17(4), 809\u2013825. doi:\n                    10.1007\/s10796-014-9526-1\n                    \n                  .","journal-title":"Information Systems Frontiers"},{"issue":"6","key":"9778_CR9","doi-asserted-by":"publisher","first-page":"1131","DOI":"10.1007\/s10796-016-9628-z","volume":"18","author":"Y Charband","year":"2016","unstructured":"Charband, Y., & Jafari Navimipour, N. (2016). Online knowledge sharing mechanisms: a systematic review of the state of the art literature and recommendations for future research. Information Systems Frontiers, 18(6), 1131\u20131151. doi:\n                    10.1007\/s10796-016-9628-z\n                    \n                  .","journal-title":"Information Systems Frontiers"},{"key":"9778_CR10","unstructured":"Chen, P.-Y., Wu, S., & Yoon, J. (2004). The Impact of Online Recommendations and Consumer Feedback on Sales. In Twenty-Fifth International Conference on Information Systems (pp. 711\u2013723)."},{"issue":"3","key":"9778_CR11","doi-asserted-by":"publisher","first-page":"345","DOI":"10.1509\/jmkr.43.3.345","volume":"43","author":"JA Chevalier","year":"2006","unstructured":"Chevalier, J. A., & Mayzlin, D. (2006). The Effect of Word of Mouth on Sales: Online Book Reviews. Journal of Marketing Research, 43(3), 345\u2013354. doi:\n                    10.1509\/jmkr.43.3.345\n                    \n                  .","journal-title":"Journal of Marketing Research"},{"issue":"6","key":"9778_CR12","doi-asserted-by":"publisher","first-page":"604","DOI":"10.1287\/mksc.1050.0161","volume":"25","author":"PK Chintagunta","year":"2006","unstructured":"Chintagunta, P. K., Erdem, T., Rossi, P. E., & Wedel, M. (2006). Structural Modeling in Marketing: Review and Assessment. Marketing Science, 25(6), 604\u2013616. doi:\n                    10.1287\/mksc.1050.0161\n                    \n                  .","journal-title":"Marketing Science"},{"issue":"5","key":"9778_CR13","doi-asserted-by":"publisher","first-page":"944","DOI":"10.1287\/mksc.1100.0572","volume":"29","author":"PK Chintagunta","year":"2010","unstructured":"Chintagunta, P. K., Gopinath, S., & Venkataraman, S. (2010). The Effects of Online User Reviews on Movie Box Office Performance: Accounting for Sequential Rollout and Aggregation Across Local Markets. Marketing Science, 29(5), 944\u2013957. doi:\n                    10.1287\/mksc.1100.0572\n                    \n                  .","journal-title":"Marketing Science"},{"issue":"2","key":"9778_CR14","doi-asserted-by":"publisher","first-page":"207","DOI":"10.1007\/s11129-009-9066-z","volume":"7","author":"CR Clark","year":"2009","unstructured":"Clark, C. R., Doraszelski, U., & Draganska, M. (2009). The effect of advertising on brand awareness and perceived quality: An empirical investigation using panel data. QME, 7(2), 207\u2013236. doi:\n                    10.1007\/s11129-009-9066-z\n                    \n                  .","journal-title":"QME"},{"key":"9778_CR15","doi-asserted-by":"publisher","first-page":"360","DOI":"10.2307\/2109893","volume":"76","author":"C Cornwell","year":"1994","unstructured":"Cornwell, C., & Trumbull, W. N. (1994). Estimating the Economic Model of Crime with Panel Data. The Review of Economics and Statistics, 76, 360\u2013366. doi:\n                    10.2307\/2109893\n                    \n                  .","journal-title":"The Review of Economics and Statistics"},{"key":"9778_CR16","doi-asserted-by":"publisher","first-page":"133","DOI":"10.2307\/2290953","volume":"62","author":"J Davidson","year":"1995","unstructured":"Davidson, J. (1995). Estimation and Inference in Econometrics. Economica, 62, 133\u2013134. doi:\n                    10.2307\/2290953\n                    \n                  .","journal-title":"Economica"},{"issue":"2","key":"9778_CR17","doi-asserted-by":"publisher","first-page":"127","DOI":"10.2753\/MIS0742-1222270204","volume":"27","author":"C Dellarocas","year":"2010","unstructured":"Dellarocas, C., Gao, G., & Narayan, R. (2010). Are Consumers More Likely to Contribute Online Reviews for Hit or Niche Products? Journal of Management Information Systems, 27(2), 127\u2013158. doi:\n                    10.2753\/MIS0742-1222270204\n                    \n                  .","journal-title":"Journal of Management Information Systems"},{"issue":"4","key":"9778_CR18","doi-asserted-by":"publisher","first-page":"23","DOI":"10.1002\/dir.20087","volume":"21","author":"C Dellarocas","year":"2007","unstructured":"Dellarocas, C., Zhang, X., Michael, & Awad, N. F. (2007). Exploring the value of online product reviews in forecasting sales: The case of motion pictures. Journal of Interactive Marketing, 21(4), 23\u201345. doi:\n                    10.1002\/dir.20087\n                    \n                  .","journal-title":"Journal of Interactive Marketing"},{"key":"9778_CR19","doi-asserted-by":"publisher","first-page":"23","DOI":"10.2307\/20650277","volume":"33","author":"W Duan","year":"2009","unstructured":"Duan, W., Gu, B., & Whinston, A. (2009). Informational cascades and software adoption on the Internet: an empirical investigation. MIS Quarterly, 33, 23\u201348.","journal-title":"MIS Quarterly"},{"key":"9778_CR20","doi-asserted-by":"publisher","first-page":"1007","DOI":"10.1016\/j.dss.2008.04.001","volume":"45","author":"W Duan","year":"2008","unstructured":"Duan, W., Gu, B., & Whinston, A. B. (2008). Do online reviews matter? - An empirical investigation of panel data. Decision Support Systems, 45, 1007\u20131016. doi:\n                    10.1016\/j.dss.2008.04.001\n                    \n                  .","journal-title":"Decision Support Systems"},{"issue":"3\u20134","key":"9778_CR21","doi-asserted-by":"publisher","first-page":"319","DOI":"10.1016\/j.infoecopol.2007.06.003","volume":"19","author":"A Elberse","year":"2007","unstructured":"Elberse, A., & Anand, B. (2007). The effectiveness of pre-release advertising for motion pictures: An empirical investigation using a simulated market. Information Economics and Policy, 19(3\u20134), 319\u2013343. doi:\n                    10.1016\/j.infoecopol.2007.06.003\n                    \n                  .","journal-title":"Information Economics and Policy"},{"issue":"3","key":"9778_CR22","doi-asserted-by":"publisher","first-page":"291","DOI":"10.1287\/isre.1080.0193","volume":"19","author":"C Forman","year":"2008","unstructured":"Forman, C., Ghose, A., & Wiesenfeld, B. (2008). Examining the Relationship Between Reviews and Sales: The Role of Reviewer Identity Disclosure in Electronic Markets. Information Systems Research, 19(3), 291\u2013313. doi:\n                    10.1287\/isre.1080.0193\n                    \n                  .","journal-title":"Information Systems Research"},{"issue":"4","key":"9778_CR23","doi-asserted-by":"publisher","first-page":"545","DOI":"10.1287\/mksc.1040.0071","volume":"23","author":"D Godes","year":"2004","unstructured":"Godes, D., & Mayzlin, D. (2004). Using Online Conversations to Study Word-of-Mouth Communication. Marketing Science, 23(4), 545\u2013560. doi:\n                    10.1287\/mksc.1040.0071\n                    \n                  .","journal-title":"Marketing Science"},{"issue":"3","key":"9778_CR24","doi-asserted-by":"publisher","first-page":"448","DOI":"10.1287\/mksc.1110.0653","volume":"31","author":"D Godes","year":"2012","unstructured":"Godes, D., & Silva, J. C. (2012). Sequential and Temporal Dynamics of Online Opinion. Marketing Science, 31(3), 448\u2013473. doi:\n                    10.1287\/mksc.1110.0653\n                    \n                  .","journal-title":"Marketing Science"},{"issue":"2","key":"9778_CR25","doi-asserted-by":"publisher","first-page":"241","DOI":"10.1287\/mksc.2013.0820","volume":"33","author":"S Gopinath","year":"2014","unstructured":"Gopinath, S., Thomas, J. S., & Krishnamurthi, L. (2014). Investigating the Relationship Between the Content of Online Word of Mouth, Advertising, and Brand Performance. Marketing Science, 33(2), 241\u2013258. doi:\n                    10.1287\/mksc.2013.0820\n                    \n                  .","journal-title":"Marketing Science"},{"key":"9778_CR26","doi-asserted-by":"publisher","unstructured":"Greene, W. H. (2003). Econometric Analysis. Journal of the American Statistical Association, 97. doi:\n                    10.1198\/jasa.2002.s458\n                    \n                  .","DOI":"10.1198\/jasa.2002.s458"},{"key":"9778_CR27","doi-asserted-by":"publisher","first-page":"1251","DOI":"10.2307\/1913827","volume":"46","author":"JA Hausman","year":"1978","unstructured":"Hausman, J. A. (1978). Specification Test in Econometrics. Econometrica, 46, 1251\u20131271.","journal-title":"Econometrica"},{"key":"9778_CR28","volume-title":"Econometrics","author":"Hayashi","year":"2000","unstructured":"Hayashi. (2000). Econometrics. Princeton: Princeton University Press."},{"issue":"1","key":"9778_CR29","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1287\/mksc.19.1.1.15181","volume":"19","author":"DL Hoffman","year":"2000","unstructured":"Hoffman, D. L. (2000). The Revolution Will Not Be Televised: Introduction to the Special Issue on Marketing Science and the Internet. Marketing Science, 19(1), 1\u20133. doi:\n                    10.1287\/mksc.19.1.1.15181\n                    \n                  .","journal-title":"Marketing Science"},{"issue":"1","key":"9778_CR30","doi-asserted-by":"publisher","first-page":"74","DOI":"10.1287\/mksc.9.1.74","volume":"9","author":"R Jacobson","year":"1990","unstructured":"Jacobson, R. (1990). Unobservable Effects and Business Performance. Marketing Science, 9(1), 74\u201385. doi:\n                    10.1287\/mksc.9.1.74\n                    \n                  .","journal-title":"Marketing Science"},{"issue":"1","key":"9778_CR31","doi-asserted-by":"publisher","first-page":"75","DOI":"10.1057\/be.2009.37","volume":"45","author":"J Kmenta","year":"2010","unstructured":"Kmenta, J. (2010). Mostly Harmless Econometrics: An Empiricist\u2019s Companion. Business Economics, 45(1), 75\u201376. doi:\n                    10.1057\/be.2009.37\n                    \n                  .","journal-title":"Business Economics"},{"issue":"259","key":"9778_CR32","first-page":"523","volume":"65","author":"LM Koyck","year":"1954","unstructured":"Koyck, L. M. (1954). Distributed lags and investment analysis. The Economic Journal, 65(259), 523\u2013525.","journal-title":"The Economic Journal"},{"issue":"9","key":"9778_CR33","doi-asserted-by":"publisher","first-page":"2241","DOI":"10.1287\/mnsc.2014.2082","volume":"61","author":"Y-J Lee","year":"2015","unstructured":"Lee, Y.-J., Hosanagar, K., & Tan, Y. (2015). Do I Follow My Friends or the Crowd? Information Cascades in Online Movie Ratings. Management Science, 61(9), 2241\u20132258. doi:\n                    10.1287\/mnsc.2014.2082\n                    \n                  .","journal-title":"Management Science"},{"issue":"3","key":"9778_CR34","doi-asserted-by":"publisher","first-page":"213","DOI":"10.2753\/MIS0742-1222300308","volume":"30","author":"Y-J Lee","year":"2013","unstructured":"Lee, Y.-J., & Tan, Y. (2013). Effects of Different Types of Free Trials and Ratings in Sampling of Consumer Software: An Empirical Study. Journal of Management Information Systems, 30(3), 213\u2013246. doi:\n                    10.2753\/MIS0742-1222300308\n                    \n                  .","journal-title":"Journal of Management Information Systems"},{"issue":"2","key":"9778_CR35","doi-asserted-by":"publisher","first-page":"72","DOI":"10.17705\/1jais.00389","volume":"16","author":"SS Li","year":"2015","unstructured":"Li, S. S., & Karahanna, E. (2015). Online Recommendation Systems in a B2C E-Commerce Context\u00a0: A Review and Future Directions. Journal of the Association for Information Systems, 16(2), 72\u2013107.","journal-title":"Journal of the Association for Information Systems"},{"issue":"4","key":"9778_CR36","doi-asserted-by":"publisher","first-page":"456","DOI":"10.1287\/isre.1070.0154","volume":"19","author":"X Li","year":"2008","unstructured":"Li, X., & Hitt, L. M. (2008). Self-Selection and Information Role of Online Product Reviews. Information Systems Research, 19(4), 456\u2013474. doi:\n                    10.1287\/isre.1070.0154\n                    \n                  .","journal-title":"Information Systems Research"},{"key":"9778_CR37","doi-asserted-by":"publisher","unstructured":"Li, X., Hitt, L. M., & Zhang, Z. J. (2011). Product Reviews and Competition in Markets for Repeat Purchase Products. Journal of Management Information Systems. doi:\n                    10.2753\/MIS0742-1222270401\n                    \n                  .","DOI":"10.2753\/MIS0742-1222270401"},{"issue":"3","key":"9778_CR38","doi-asserted-by":"publisher","first-page":"74","DOI":"10.1509\/jmkg.70.3.74","volume":"70","author":"Y Liu","year":"2006","unstructured":"Liu, Y. (2006). Word of Mouth for Movies: Its Dynamics and Impact on Box Office Revenue. Journal of Marketing, 70(3), 74\u201389. doi:\n                    10.1509\/jmkg.70.3.74\n                    \n                  .","journal-title":"Journal of Marketing"},{"key":"9778_CR39","doi-asserted-by":"publisher","first-page":"399","DOI":"10.1509\/jmr.12.0188","volume":"50","author":"X Luo","year":"2013","unstructured":"Luo, X., Raithel, S., & Wiles, M. a. (2013). The Impact of Brand Rating Dispersion on Firm Value. Journal of Marketing Research, 50, 399\u2013415. doi:\n                    10.1509\/jmr.12.0188\n                    \n                  .","journal-title":"Journal of Marketing Research"},{"key":"9778_CR40","doi-asserted-by":"publisher","first-page":"213","DOI":"10.2753\/MIS0742-1222300208","volume":"30","author":"X Luo","year":"2013","unstructured":"Luo, X., & Zhang, J. (2013). How Do Consumer Buzz and Traffic in Social Media Marketing Predict the Value of the Firm? Journal of Management Information Systems, 30, 213\u2013238. doi:\n                    10.2753\/MIS0742-1222300208\n                    \n                  .","journal-title":"Journal of Management Information Systems"},{"issue":"3","key":"9778_CR41","doi-asserted-by":"publisher","first-page":"279","DOI":"10.2753\/MIS0742-1222300310","volume":"30","author":"X Ma","year":"2014","unstructured":"Ma, X., Khansa, L., Deng, Y., & Kim, S. S. (2014). Impact of Prior Reviews on the Subsequent Review Process in Reputation Systems. Journal of Management Information Systems, 30(3), 279\u2013310.","journal-title":"Journal of Management Information Systems"},{"issue":"2","key":"9778_CR42","doi-asserted-by":"publisher","first-page":"132","DOI":"10.1108\/10610421211215599","volume":"21","author":"PD Maeyer","year":"2012","unstructured":"Maeyer, P. D. (2012). Impact of online consumer reviews on sales and price strategies: a review and directions for future research. Journal of Product & Brand Management, 21(2), 132\u2013139. doi:\n                    10.1108\/10610421211215599\n                    \n                  .","journal-title":"Journal of Product & Brand Management"},{"issue":"3","key":"9778_CR43","doi-asserted-by":"publisher","first-page":"372","DOI":"10.1287\/mksc.1110.0662","volume":"31","author":"WW Moe","year":"2012","unstructured":"Moe, W. W., & Schweidel, D. a. (2012). Online Product Opinions: Incidence, Evaluation, and Evolution. Marketing Science, 31(3), 372\u2013386. doi:\n                    10.1287\/mksc.1110.0662\n                    \n                  .","journal-title":"Marketing Science"},{"issue":"June","key":"9778_CR44","doi-asserted-by":"publisher","first-page":"444","DOI":"10.1509\/jmkr.48.3.444","volume":"48","author":"WW Moe","year":"2011","unstructured":"Moe, W. W., & Trusov, M. (2011). The Value of Social Dynamics in Online Product Ratings Forums. Journal of Marketing Research, 48(June), 444\u2013456. doi:\n                    10.1509\/jmkr.48.3.444\n                    \n                  .","journal-title":"Journal of Marketing Research"},{"issue":"10","key":"9778_CR45","doi-asserted-by":"publisher","first-page":"1344","DOI":"10.1287\/mnsc.49.10.1344.17313","volume":"49","author":"BPS Murthi","year":"2003","unstructured":"Murthi, B. P. S., & Sarkar, S. (2003). The Role of the Management Sciences in Research on Personalization. Management Science, 49(10), 1344\u20131362. doi:\n                    10.1287\/mnsc.49.10.1344.17313\n                    \n                  .","journal-title":"Management Science"},{"issue":"S1","key":"9778_CR46","doi-asserted-by":"publisher","first-page":"S125","DOI":"10.1086\/296497","volume":"63","author":"CR Nelson","year":"1990","unstructured":"Nelson, C. R., & Startz, R. (1990). The Distribution of the Instrumental Variables Estimator and Its $t$-Ratio When the Instrument is a Poor One. The Journal of Business, 63(S1), S125. doi:\n                    10.1086\/296497\n                    \n                  .","journal-title":"The Journal of Business"},{"key":"9778_CR47","doi-asserted-by":"publisher","unstructured":"Pathak, B., Garfinkel, R., Gopal, R. D., Venkatesan, R., & Yin, F. (2010). Empirical Analysis of the Impact of Recommender Systems on Sales. Journal of Management Information Systems. doi:\n                    10.2753\/MIS0742-1222270205\n                    \n                  .","DOI":"10.2753\/MIS0742-1222270205"},{"issue":"2","key":"9778_CR48","doi-asserted-by":"publisher","first-page":"305","DOI":"10.2501\/IJA-30-2-305-328","volume":"30","author":"AD Rennhoff","year":"2011","unstructured":"Rennhoff, A. D., & Wilbur, K. C. (2011). The effectiveness of post-release movie advertising. International Journal of Advertising, 30(2), 305. doi:\n                    10.2501\/IJA-30-2-305-328\n                    \n                  .","journal-title":"International Journal of Advertising"},{"issue":"5","key":"9778_CR49","doi-asserted-by":"publisher","first-page":"624","DOI":"10.1509\/jmr.09.0401","volume":"49","author":"AT Stephen","year":"2012","unstructured":"Stephen, A. T., & Galak, J. (2012). The Effects of Traditional and Social Earned Media on Sales: A Study of a Microlending Marketplace. Journal of Marketing Research, 49(5), 624\u2013639. doi:\n                    10.1509\/jmr.09.0401\n                    \n                  .","journal-title":"Journal of Marketing Research"},{"issue":"5","key":"9778_CR50","doi-asserted-by":"publisher","first-page":"90","DOI":"10.1509\/jmkg.73.5.90","volume":"73","author":"M Trusov","year":"2009","unstructured":"Trusov, M., Bucklin, R. E., & Pauwels, K. (2009). Effects of Word-of-Mouth Versus Traditional Marketing: Findings from an Internet Social Networking Site. Journal of Marketing, 73(5), 90\u2013102. doi:\n                    10.1509\/jmkg.73.5.90\n                    \n                  .","journal-title":"Journal of Marketing"},{"issue":"4","key":"9778_CR51","doi-asserted-by":"publisher","first-page":"533","DOI":"10.1007\/s10796-012-9377-6","volume":"15","author":"C Wei","year":"2013","unstructured":"Wei, C., Khoury, R., & Fong, S. (2013). Web 2.0 Recommendation service by multi-collaborative filtering trust network algorithm. Information Systems Frontiers, 15(4), 533\u2013551. doi:\n                    10.1007\/s10796-012-9377-6\n                    \n                  .","journal-title":"Information Systems Frontiers"},{"key":"9778_CR52","doi-asserted-by":"publisher","unstructured":"Wooldridge, J. M. (2010). Econometric Analysis of Cross Section and Panel Data. booksgooglecom (Vol. 58). doi:\n                    10.1515\/humr.2003.021\n                    \n                  .","DOI":"10.1515\/humr.2003.021"},{"key":"9778_CR53","doi-asserted-by":"publisher","unstructured":"Wunsch-Vincent, S., & Vickery, G. (2007). Participative Web and User-Created Content. SourceOECD Science & Information Technology (Vol. 2007). OECD Publishing. doi:\n                    10.1787\/9789264037472-en\n                    \n                  .","DOI":"10.1787\/9789264037472-en"},{"issue":"3","key":"9778_CR54","doi-asserted-by":"publisher","first-page":"401","DOI":"10.1287\/mksc.2013.0828","volume":"33","author":"G Xiong","year":"2014","unstructured":"Xiong, G., & Bharadwaj, S. (2014). Prerelease Buzz Evolution Patterns and New Product Performance. Marketing Science, 33(3), 401\u2013421. doi:\n                    10.1287\/mksc.2013.0828\n                    \n                  .","journal-title":"Marketing Science"},{"key":"9778_CR55","doi-asserted-by":"publisher","unstructured":"Ying, Y., Feinberg, F., & Wedel, M. (2006). Leveraging Missing Ratings to Improve Online Recommendation Systems. Journal of Marketing Research, XLIII(August), 355\u2013365. doi:\n                    10.1509\/jmkr.43.3.355\n                    \n                  .","DOI":"10.1509\/jmkr.43.3.355"},{"key":"9778_CR56","doi-asserted-by":"publisher","unstructured":"Zhang, J., & Piramuthu, S. (2016). Product recommendation with latent review topics. Information Systems Frontiers, 1\u20139. doi:\n                    10.1007\/s10796-016-9697-z\n                    \n                  .","DOI":"10.1007\/s10796-016-9697-z"}],"container-title":["Information Systems Frontiers"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10796-017-9778-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10796-017-9778-7\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10796-017-9778-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,8,31]],"date-time":"2019-08-31T02:36:27Z","timestamp":1567218987000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10796-017-9778-7"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,7,15]]},"references-count":56,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2019,8]]}},"alternative-id":["9778"],"URL":"https:\/\/doi.org\/10.1007\/s10796-017-9778-7","relation":{},"ISSN":["1387-3326","1572-9419"],"issn-type":[{"value":"1387-3326","type":"print"},{"value":"1572-9419","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017,7,15]]},"assertion":[{"value":"15 July 2017","order":1,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}