Content-Based Model of Web Search Behavior: An Application to TV Show Search

References

• Abhishek V , Gong J , Li B (2018) Examining the impact of contextual ambiguity on search advertising keyword performance: A topic model approach. MIS Quart. 42(3):805–829.Google Scholar
• Adomavicius G , Tuzhilin A (2015) Context-Aware Recommender Systems (Springer US, Boston), 191–226.Crossref, Google Scholar
• Agichtein E , Brill E , Dumais S (2006) Improving web search ranking by incorporating user behavior information. Proc. 29th Annual Internat. ACM SIGIR Conf. Res. Development Inform. Retrieval (ACM, New York), 19–26.Google Scholar
• Archak N , Ghose A , Ipeirotis PG (2011) Deriving the pricing power of product features by mining consumer reviews. Management Sci. 57(8):1485–1509.Link, Google Scholar
• Bischof J , Airoldi EM (2012) Summarizing topical content with word frequency and exclusivity. Langford J, Pineau J, eds. Proc. 29th Internat. Conf. Machine Learn. Edinburgh, Scotland, UK (ICML-12), 201–208.Google Scholar
• Bishop CM (2006) Pattern Recognition and Machine Learning (Springer-Verlag, New York).Google Scholar
• Blei DM , Ng AY , Jordan MI (2003) Latent Dirichlet allocation. J. Machine Learn. Res. 3:993–1022.Google Scholar
• Büschken J , Allenby GM (2017) Sentence-based text analysis for customer reviews. Marketing Sci. 35(6):953–975.Link, Google Scholar
• Canny J (2004) Gap: A factor model for discrete data. Proc. 27th Annual Internat. ACM SIGIR Conf. Res. Development Inform. Retrieval (ACM, New York), 122–129.Google Scholar
• Cemgil AT (2009) Bayesian inference for nonnegative matrix factorisation models. Comput. Intelligence Neurosci. 2009:785152.Crossref, Google Scholar
• De los Santos B , Koulayev S (2017) Optimizing click-through in online rankings with endogenous search refinement. Marketing Sci. 36(4):471–643.Link, Google Scholar
• Fossen BL , Schweidel DA (2017) Television advertising and online word-of-mouth: An empirical investigation of social TV activity. Marketing Sci. 36(1):105–123.Link, Google Scholar
• Ghose A , Ipeirotis PG , Li B (2012) Designing ranking systems for hotels on travel search engines by mining user-generated and crowdsourced content. Marketing Sci. 31(3):493–520.Link, Google Scholar
• Google (2014) Factors of viewability. Accessed January 2018. https://www.thinkwithgoogle.com/marketing-resources/data-measurement/5-factors-of-viewability/.Google Scholar
• Gopalan P , Hofman JM , Blei DM (2013) Scalable recommendation with Poisson factorization. Meila M, Heskes T, eds. Proc. 31st Conf. Uncertainty Artificial Intelligence (UAI Press, 2015), 326–335.Google Scholar
• Gopalan PK , Charlin L , Blei D (2014) Content-based recommendations with Poisson factorization. Jordan NI, LeCun Y, Solla SA, eds. Advances in Neural Information Processing Systems (MIT Press, Cambridge, MA), 3176–3184.Google Scholar
• Hoffman MD , Blei DM , Wang C , Paisley J (2013) Stochastic variational inference. J. Machine Learn. Res. 14(1):1303–1347.Google Scholar
• Hotchkiss G , Alston S , Edwards G (2005) Google eye tracking report: How searchers see and click on Google search results. Report, Enquiro Search Solutions, Kelowna, British Columbia.Google Scholar
• InternetLiveStats (2016) Google search statistics. Accessed January, 2018. http://www.internetlivestats.com/google-search-statistics/.Google Scholar
• Joachims T , Granka L , Pan B , Hembrooke H , Gay G (2005) Accurately interpreting clickthrough data as implicit feedback. Proc. 28th Annual Internat. ACM SIGIR Conf. Res. Development Inform. Retrieval (ACM, New York), 154–161.Google Scholar
• Jordan MI (2004) Graphical models. Statist. Sci. 19(1):140–155.Crossref, Google Scholar
• Jordan MI , Ghahramani Z , Jaakkola TS , Saul LK (1999) An introduction to variational methods for graphical models. Machine Learn. 37(2):183–233.Crossref, Google Scholar
• Lee TY , Bradlow ET (2011) Automated marketing research using online customer reviews. J. Marketing Res. 48(5):881–894.Crossref, Google Scholar
• Liu J , Hill S (2021) Frontiers: Moment marketing: Measuring dynamics in cross-channel ad effectiveness. Marketing Sci. Forthcoming.Google Scholar
• Liu J , Toubia O (2018) A semantic approach for estimating consumer content preferences from online search queries. Marketing Sci. 37(6):930–952.Link, Google Scholar
• Liu J , Toubia O (2020) Search query formation by strategic consumers. Quant. Marketing Econom. 18:155–194.Google Scholar
• Liu T-Y (2009) Learning to rank for information retrieval. Foundations Trends Inform. Retrieval 3(3):225–331.Google Scholar
• Narayanan S , Kalyanam K (2015) Position effects in search advertising and their moderators: A regression discontinuity approach. Marketing Sci. 34(3):309–472.Link, Google Scholar
• Netzer O , Feldman R , Goldenberg J , Fresko M (2012) Mine your own business: Market-structure surveillance through text mining. Marketing Sci. 31(3):521–543.Link, Google Scholar
• Radinsky K , Svore KM , Dumais ST , Shokouhi M , Teevan J , Bocharov A , Horvitz E (2013) Behavioral dynamics on the web: Learning, modeling, and prediction. ACM Trans. Inform. Systems 31(3):16.Crossref, Google Scholar
• Salakhutdinov R , Mnih A (2008) Bayesian probabilistic matrix factorization using Markov chain Monte Carlo. Proc. 25th Internat. Conf. Machine Learn. (ACM, New York), 880–887.Google Scholar
• Sievert C , Shirley KE (2014) LDAvis: A method for visualizing and interpreting topics. Proc. Workshop Interactive Language Learn. Visualization Interfaces (Association for Computational Linguistics, Shroudsburg, PA) June 2014:63–70. Sponsor: Idibon.Google Scholar
• Statista (2017a) Paid search advertising expenditure worldwide from 2015 to 2017. Accessed January 2018, https://www.statista.com/statistics/267056/paid-search-advertising-expenditure-worldwide/.Google Scholar
• Statista (2017b) Statistics and facts about the televison industry. https://www.statista.com/topics/977/television/.Google Scholar
• Tirunillai S , Tellis GJ (2014) Mining marketing meaning from online chatter: Strategic brand analysis of big data using latent Dirichlet allocation. J. Marketing Res. 51(4):463–479.Crossref, Google Scholar
• Varian HR (2007) Position auctions. Internat. J. Indust. Organ. 25(6):1163–1178.Crossref, Google Scholar
• Yang S , Ghose A (2010) Analyzing the relationship between organic and sponsored search advertising: Positive, negative, or zero interdependence? Marketing Sci. 29(4):602–623.Link, Google Scholar