Analyzing Moment-to-Moment Data Using a Bayesian Functional Linear Model: Application to TV Show Pilot Testing
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DOI: 10.1287/mksc.2013.0835
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- Cardot, Hervé & Ferraty, Frédéric & Sarda, Pascal, 1999. "Functional linear model," Statistics & Probability Letters, Elsevier, vol. 45(1), pages 11-22, October.
- Suresh Ramanathan & Ann L. McGill, 2007. "Consuming with Others: Social Influences on Moment-to-Moment and Retrospective Evaluations of an Experience," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 34(4), pages 506-524, July.
- Zhou, Lan & Huang, Jianhua Z. & Martinez, Josue G. & Maity, Arnab & Baladandayuthapani, Veerabhadran & Carroll, Raymond J., 2010. "Reduced Rank Mixed Effects Models for Spatially Correlated Hierarchical Functional Data," Journal of the American Statistical Association, American Statistical Association, vol. 105(489), pages 390-400.
- Natasha Zhang Foutz & Wolfgang Jank, 2010. "Research Note—Prerelease Demand Forecasting for Motion Pictures Using Functional Shape Analysis of Virtual Stock Markets," Marketing Science, INFORMS, vol. 29(3), pages 568-579, 05-06.
- Theodoros Evgeniou & Massimiliano Pontil & Olivier Toubia, 2007. "A Convex Optimization Approach to Modeling Consumer Heterogeneity in Conjoint Estimation," Marketing Science, INFORMS, vol. 26(6), pages 805-818, 11-12.
- Vanden Abeele, Piet & MacLachlan, Douglas L, 1994. "Process Tracing of Emotional Responses to TV Ads: Revisiting the Warmth Monitor," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 20(4), pages 586-600, March.
- Aaker, David A & Stayman, Douglas M & Hagerty, Michael R, 1986. "Warmth in Advertising: Measurement, Impact, and Sequence Effects," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 12(4), pages 365-381, March.
- Nicole Votolato Montgomery & H. Rao Unnava, 2009. "Temporal Sequence Effects: A Memory Framework," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 36(1), pages 83-92, June.
- Ashish Sood & Gareth M. James & Gerard J. Tellis, 2009. "Functional Regression: A New Model for Predicting Market Penetration of New Products," Marketing Science, INFORMS, vol. 28(1), pages 36-51, 01-02.
- Leif D. Nelson & Tom Meyvis & Jeff Galak, 2009. "Enhancing the Television-Viewing Experience through Commercial Interruptions," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 36(2), pages 160-172.
- Wang, Shanshan & Jank, Wolfgang & Shmueli, Galit, 2008. "Explaining and Forecasting Online Auction Prices and Their Dynamics Using Functional Data Analysis," Journal of Business & Economic Statistics, American Statistical Association, vol. 26, pages 144-160, April.
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- Fan-Osuala, Onochie & Zantedeschi, Daniel & Jank, Wolfgang, 2018. "Using past contribution patterns to forecast fundraising outcomes in crowdfunding," International Journal of Forecasting, Elsevier, vol. 34(1), pages 30-44.
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Keywords
moment-to-moment data; functional data analysis; Bayesian functional linear model; TV show pilot testing; peak-end rule;All these keywords.
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