Learning User Real-Time Intent for Optimal Dynamic Web Page Transformation
Published Online:19 Jun 2015https://doi.org/10.1287/isre.2015.0568
References
- (2003) Effects of media formats on emotions and impulse buying intent. J. Inform. Tech. 18(4):247–266.Crossref, Google Scholar
- (1991) The theory of planned behavior. Organ. Behav. Human Decision Processes 50(2):179–211.Crossref, Google Scholar
- (2004) A model for design and management of content and interactivity of customer-centric Web sites. MIS Quart. 28(2):161–182.Crossref, Google Scholar
- (2003) E-customization. J. Marketing Res. 40(2):131–145.Crossref, Google Scholar
- (1986) The role of the environment in marketing services: The consumer perspective. Czepeil JA, Congram CA, Shanahan J, eds. The Services Challenge: Integrating for Competitive Advantage (American Marketing Association, Chicago), 79–84.Google Scholar
- (1992) Servicescapes: The impact of physical surroundings on customers and employees. J. Marketing 56(2):57–71.Crossref, Google Scholar
- (2005) Automation and customization of rendered Web pages. Proc. 18th Annual Sympos. User Interface Software Tech., UIST ’05 (ACM, Seattle), 23–27.Crossref, Google Scholar
- (2003) A model of Web site browsing behavior estimated on clickstream data. J. Marketing Res. 40(3):249–267.Crossref, Google Scholar
- (2003) Modeling the clickstream: Implications for Web-based advertising efforts. Marketing Sci. 22(4):520–541.Link, Google Scholar
- (1995) Understanding the Metropolis Hastings algorithm. Amer. Statistician 49(4):327–335.Google Scholar
- (2006) Online shopping hesitation. Cyber Psych. Behav. 9(3):261–274.Crossref, Google Scholar
- (2001) Different forced-exposure levels to banner advertisements. J. Advertising Res. 41(4):45–56.Crossref, Google Scholar
- (2002) A personalized recommender system based on Web usage mining and decision tree induction. Expert Systems Appl. 23(3):329–342.Crossref, Google Scholar
- (2006) Perceptual structure of the desired functionality of Internet-based health information systems. Health Care Management Sci. 9(2):151–170.Crossref, Google Scholar
- (1989) User acceptance of computer technology: A comparison of two theoretical models. Management Sci. 35(8):982–1003.Link, Google Scholar
- (2004) Orienting response and memory for Web advertisements: Exploring effects of pop-up window and animation. Comm. Res. 31(5):537–567.Crossref, Google Scholar
- (2003) A Study of Collaborative Scientific Discovery (Bell and Howell Information and Learning Company, Ann Arbor, MI).Google Scholar
- (1982) Store atmosphere: An environmental psychology approach. J. Retailing 58(1):34–57.Google Scholar
- (2007) Icons of Business: An Encyclopedia of Mavericks, Movers and Shakers (Greenwood Press, Westport, CT).Google Scholar
- (2006) Household life cycles and lifestyles in the United States. J. Marketing Res. 43(1):121–132.Crossref, Google Scholar
- eMarketer (2009) The sad tale of abandoned shopping carts. July 30. http://www.emarketer.com/Articles/Print.aspx?1007156.Google Scholar
- (2001) Atmospheric qualities of online retailing: A conceptual model and implications. J. Bus. Res. 54(2):177–184.Crossref, Google Scholar
- (2006) How presentation flaws affect perceived site quality, trust, and intention to purchase from an online store. J. Management Inform. Systems 22(3):55–95.Crossref, Google Scholar
- Forrester Research (2012) The state of retailing online 2012: Investments in mobile and tablet commerce. September 25. http://www.forrester.com/The+State+Of+Retailing+Online+2012+Investments +In+Mobile+And+Tablet+Commerce/fulltext/-/E-RES82241.Google Scholar
- (1999) Implementation intentions: Strong effects of simple plans. Amer. Psychologist 54(7):493–503.Crossref, Google Scholar
- (2004) Evaluating collaborative filtering recommender systems. ACM Trans. Inform. Systems 22(1):5–53.Crossref, Google Scholar
- (1996) Marketing in hypermedia computer-mediated environments: Conceptual foundations. J. Marketing 60(3):50–68.Crossref, Google Scholar
- (1998) Strong regularities in World Wide Web surfing. Science 280(3):95–97.Crossref, Google Scholar
- (2012) Sensory cues and shopper’s touching behaviour: The case of IKEA. Internat. J. Retail Distribution Management 40(4):273–289.Crossref, Google Scholar
- (2002) Stimulus-organism-response reconsidered: An evolutionary step in modeling (consumer) behavior. J. Consumer Psych. 12(1):51–57.Crossref, Google Scholar
- (1987) A profile of browsers in regional shopping malls. J. Acad. Marketing Sci. 15(1):46–53.Crossref, Google Scholar
- (2007) Investigating the influence of the functional mechanisms of online product presentations. Inform. Systems Res. 18(4):454–470.Link, Google Scholar
- (2004) On the depth and dynamics of online search behavior. Management Sci. 50(3):299–308.Link, Google Scholar
- (2001) Personalized hypermedia presentation techniques for improving online customer relationships. Knowledge Engrg. Rev. 16(2):111–155.Crossref, Google Scholar
- (1974) Atmospherics as a marketing tool. J. Retailing 49(4):48–64.Google Scholar
- (2002) Applying the technology acceptance model and flow theory to online consumer behavior. Inform. Systems Res. 13(2):205–223.Link, Google Scholar
- (2001) Consumer behavior in Web-based commerce: An empirical study. Internat. J. Electronic Commerce 6(2):115–138.Crossref, Google Scholar
- (2006) Shopping goals, goal concreteness and conditional promotions. J. Consumer Res. 33(1):60–70.Crossref, Google Scholar
- (2011) Cross-selling the right product to the right customer at the right time. J. Marketing Res. 48(4):683–700.Crossref, Google Scholar
- (2003) Global and local covert visual attention: Evidence from a Bayesian hidden Markov model. Psychometrika 68(4):519–541.Crossref, Google Scholar
- (2004) Response modeling with nonrandom marketing-mix variables. J. Marketing Res. 41(4):467–478.Crossref, Google Scholar
- (2006) The effect of banner advertising on Internet purchasing. J. Marketing Res. 43(1):98–108.Crossref, Google Scholar
- (2002) When Web pages influence choice: Effects of visual primes on experts and novices. J. User Res. 29(2):235–245.Google Scholar
- (1991) Predicting user intentions: Comparing the technology acceptance model with the theory of planned behavior. Inform. Systems Res. 2(3):173–191.Link, Google Scholar
- (2001) Congruency of scent and music as a driver of in-store evaluations and behaviour. J. Retailing 77(2):273–289.Crossref, Google Scholar
- (2012) The role of emotions in online consumer behavior: A comparison of search, experience and credence services. J. Services Marketing 26(7):535–550.Crossref, Google Scholar
- (1974) An Approach to Environmental Psychology (MIT Press, Cambridge, MA).Google Scholar
- (2007) Designing Web sites for customer loyalty across business domains: A multilevel analysis. J. Management Inform. Systems 23(3):97–127.Crossref, Google Scholar
- (2003) Buying, searching, or browsing: Differentiating between online shoppers using in-store navigational clickstream. J. Consume Psych. 13(1–2):29–40.Crossref, Google Scholar
- (2006) An empirical two-stage choice model with varying decision rules applied to Internet clickstream data. J. Marketing Res. 43(4):680–692.Crossref, Google Scholar
- (2004) Dynamic conversion behavior at e-commerce sites. Management Sci. 50(3):326–335.Link, Google Scholar
- (2004) Modeling online browsing and path analysis using clickstream data. Marketing Sci. 23(4):579–597.Link, Google Scholar
- (2007) Estimating promotion response when competitive promotions are unobservable. J. Marketing Res. 44(3):503–515.Crossref, Google Scholar
- (2007) A task-based model of perceived website complexity. MIS Quart. 31(3):501–524.Crossref, Google Scholar
- (2008) A hidden Markov model of customer relationship dynamics. Marketing Sci. 27(2): 185–204.Link, Google Scholar
- (1994) Approximate Bayesian inference by the weighted likelihood bootstrap. J. Roy. Statist. Soc. (Ser. B) 3(1):3–48.Google Scholar
- (2003) The influence of goal-directed and experiential activities on online flow experiences. J. User Psych. 13(1–2):3–16.Google Scholar
- (2002) Website usability, design and performance criteria. Inform. Systems Res. 13(2):150–167.Link, Google Scholar
- (2009) The influence of website characteristics on a consumer’s urge to buy impulsively. Inform. Systems Res. 20(1):60–78.Link, Google Scholar
- (2004) Modeling browsing behavior at multiple Web sites. Marketing Sci. 23(2):280–303.Link, Google Scholar
- (2011) Atmosphere in fashion stores: Do you need to change? J. Fashion Marketing Management 15(4):428–445.Crossref, Google Scholar
- (1997) Learning and revising user profiles: The identification of interesting Web sites. Machine Learn. 27(3):313–331.Crossref, Google Scholar
- (2004) Building effective online marketplaces with institution-based trust. Inform. Systems Res. 15(1):37–59.Link, Google Scholar
- (1994) Buying or just browsing? The duration of purchase deliberation. J. Marketing Res. 31(3):393–402.Crossref, Google Scholar
- (2009) Why do shoppers abandon shopping cart? Perceived waiting time, risk, and transaction inconvenience. J. Product Brand Management 18(3):188–197.Crossref, Google Scholar
- (2010) Clicks to conversion: The impact of product information and price incentives. Working paper, RHS-06-141, Robert H. Smith School of Business, University of Maryland, College Park.Google Scholar
- (2003) The impact of the Internet on search for automobiles. J. Marketing Res. 40(2):193–209.Crossref, Google Scholar
- Retail Week (2010) Retail technology roundtable: Spend and save. September 3, http://www.retail-week.com/technology/retail-technology-roundtable-spend-and-save/5016720.article.Google Scholar
- (2002) Travel recommender systems. IEEE Intelligent Systems 17(6):55–57.Google Scholar
- (2006) Bayesian Statistics and Marketing (John Wiley & Sons, West Sussex, UK).Crossref, Google Scholar
- (1996) The value of purchase history data in target marketing. Marketing Sci. 15(4):321–340.Link, Google Scholar
- (2011) Online retailers: Fixing shopping cart abandonment. Forbes (December 2), http://www.forbes.com/sites/ciocentral2011/12/02/online-retailers-fixing-shopping-cart-abandonment/.Google Scholar
- (2001) E-commerce recommendation applications. Data Mining Knowledge Discovery 5(1–2):115–153.Crossref, Google Scholar
- (1988) The theory of reasoned action: A meta analysis of past research with recommendations for modifications and future research. J. Consumer Res. 15(3):325–343.Crossref, Google Scholar
- (1987) Mood states of shoppers and store image: Promising interactions and possible behavioral effects. Anderson P, ed. Advances in Consumer Research, Vol. 14 (Association for Consumer Research, Provo, UT), 251–254.Google Scholar
- (1984) The theory of reasoned action applied to coupon usage. J. Consumer Res. 11(3):795–809.Crossref, Google Scholar
- (1957) Models of Man: Social and Rational (John Wiley & Sons, New York).Google Scholar
- (2004) Modeling purchase behavior at an e-commerce Web site: A task completion approach. J. Marketing Res. 41(3):306–323.Crossref, Google Scholar
- (2005) A theoretical approach to Web design in e-commerce: A belief reinforcement model. Management Sci. 51(8):1219–1235.Link, Google Scholar
- (1996) Improving the store environment; Do olfactory cues affect evaluations and behavior? J. Marketing 60(2):67–80.Crossref, Google Scholar
- (2005) It’s beginning to smell (and sound) a lot like Christmas: The interactive effects of ambient scent and music in a retail setting. J. Bus. Res. 58(11):1583–1589.Crossref, Google Scholar
- (2001) Transformational issues in researching IS and net-enabled organizations. Inform. Systems Res. 12(4):337–345.Link, Google Scholar
- (2005) Web personalization as a persuasion strategy: An elaboration likelihood model perspective. Inform. Systems Res. 16(3):271–291.Link, Google Scholar
- (1995) The user retail search process: A conceptual model and research agenda. J. Acad. Marketing Sci. 23(2):106–119.Crossref, Google Scholar
- (2007) Online infomediaries and price discrimination: Evidence from the auto-retailing sector. J. Marketing 71(3):89–107.Crossref, Google Scholar
- (2001) Shopping online for freedom, control and fun. California Management Rev. 43(2):34–55.Crossref, Google Scholar
- (2006) How the Internet lowers prices: Evidence from matched survey and auto transaction data. J. Marketing Res. 43(2):168–181.Crossref, Google Scholar

