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2015 | OriginalPaper | Chapter

Examining the Validity of the Banner Recommendation System

Authors : Rong-Fuh Day, Chien-Ying Chou

Published in: Human Aspects of IT for the Aged Population. Design for Aging

Publisher: Springer International Publishing

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Abstract

The phenomenon of banner blindness has concerned researchers, advertisers and website publishers during these years. In order to alleviate the phenomenon, this study attempted to develop a banner recommendation system which could arrange banners according the relative salience of keywords on a webpage viewed by a user. The prototypical system are being developed, however, we have made an initial examination on the effectiveness of its banner recommendation functionality. It was found that two recommendation accuracies for the system calculated with two different criteria both were significantly higher than the probability by chance.

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Literature
1.
go back to reference Benway, J.P., Lane, D.M.: Banner Blindness: Web Searchers Often Miss ‘Obvious’ Links. Internetworking 3 (1998) Benway, J.P., Lane, D.M.: Banner Blindness: Web Searchers Often Miss ‘Obvious’ Links. Internetworking 3 (1998)
2.
go back to reference Hervet, G., Guérard, K., Tremblay, S., Chtourou, M.S.: Is banner blindness genuine? eye tracking internet text advertising. Appl. Cogn. Psychol. 25, 708–716 (2011)CrossRef Hervet, G., Guérard, K., Tremblay, S., Chtourou, M.S.: Is banner blindness genuine? eye tracking internet text advertising. Appl. Cogn. Psychol. 25, 708–716 (2011)CrossRef
3.
go back to reference Dreze, X., Hussherr, F.-X.: Internet advertising: is anybody watching? J. Interact. Mark. 17, 8–23 (2003)CrossRef Dreze, X., Hussherr, F.-X.: Internet advertising: is anybody watching? J. Interact. Mark. 17, 8–23 (2003)CrossRef
4.
go back to reference Chatterjee, P.: Are unclicked ads wasted? enduring effects of banner and pop-up ad exposures on brand memory and attitudes. J. Electron. Commer. Res. 9, 51–61 (2008) Chatterjee, P.: Are unclicked ads wasted? enduring effects of banner and pop-up ad exposures on brand memory and attitudes. J. Electron. Commer. Res. 9, 51–61 (2008)
5.
go back to reference Li, H., Edwards, S.M., Lee, J.-H.: Measuring the intrusiveness of advertisements: scale development and validation. J. Advertising 31, 37–47 (2002)CrossRef Li, H., Edwards, S.M., Lee, J.-H.: Measuring the intrusiveness of advertisements: scale development and validation. J. Advertising 31, 37–47 (2002)CrossRef
6.
go back to reference Cho, C.-H., Cheon, H.J.: Why do people avoid advertising on the internet? J. Advertising 33, 89–97 (2004)CrossRef Cho, C.-H., Cheon, H.J.: Why do people avoid advertising on the internet? J. Advertising 33, 89–97 (2004)CrossRef
7.
go back to reference Duff, B.R.L., Faber, R.J.: Missing the mark. J. Advertising 40, 51–62 (2011)CrossRef Duff, B.R.L., Faber, R.J.: Missing the mark. J. Advertising 40, 51–62 (2011)CrossRef
8.
go back to reference Baek, T.H., Morimoto, M.: Stay away from me. J. Advertising 41, 59–76 (2012)CrossRef Baek, T.H., Morimoto, M.: Stay away from me. J. Advertising 41, 59–76 (2012)CrossRef
9.
go back to reference Kazienko, P., Adamski, M.: AdROSA—Adaptive personalization of web advertising. Inf. Sci. 177, 2269–2295 (2007)CrossRef Kazienko, P., Adamski, M.: AdROSA—Adaptive personalization of web advertising. Inf. Sci. 177, 2269–2295 (2007)CrossRef
10.
go back to reference Todd, P., Benbasat, I.: Process tracing method in decision support systems research: exploring the black box. MISQ 11, 493–512 (1987)CrossRef Todd, P., Benbasat, I.: Process tracing method in decision support systems research: exploring the black box. MISQ 11, 493–512 (1987)CrossRef
11.
go back to reference Dimoka, A., Banker, R.D., Benbasat, I., Davis, F.D., Dennis, A.R., Gefen, D., Gupta, A., Ischebeck, A., Kenning, P., Pavlou, P.A., Müller-Putz, G.R., Riedl, R., Brocke, J.V., Weber, B.: On the use of neurophysiological tools in IS research: developing a research agenda for NeuroIS. MIS Q. 36, 679–702 (2012) Dimoka, A., Banker, R.D., Benbasat, I., Davis, F.D., Dennis, A.R., Gefen, D., Gupta, A., Ischebeck, A., Kenning, P., Pavlou, P.A., Müller-Putz, G.R., Riedl, R., Brocke, J.V., Weber, B.: On the use of neurophysiological tools in IS research: developing a research agenda for NeuroIS. MIS Q. 36, 679–702 (2012)
12.
go back to reference Lohse, G.L., Johnson, E.J.: A comparison of two process tracing methods for choice tasks. Organ. Behav. Hum. Decis. Process. 68, 28–43 (1996)CrossRef Lohse, G.L., Johnson, E.J.: A comparison of two process tracing methods for choice tasks. Organ. Behav. Hum. Decis. Process. 68, 28–43 (1996)CrossRef
13.
go back to reference Payne, J.W., Bettman, J.R., Johnson, E.J.: The Adaptive Decision Maker. Cambridge University Press, New York (1993)CrossRef Payne, J.W., Bettman, J.R., Johnson, E.J.: The Adaptive Decision Maker. Cambridge University Press, New York (1993)CrossRef
14.
go back to reference Just, M.A., Carpenter, P.A.: Eye fixations and cognitive processes. Cogn. Psychol. 8, 441–480 (1976)CrossRef Just, M.A., Carpenter, P.A.: Eye fixations and cognitive processes. Cogn. Psychol. 8, 441–480 (1976)CrossRef
15.
go back to reference Rayner, K.: Eye movements in reading and information processing: 20 years of research. Psychol. Bull. 124, 372–422 (1998)CrossRef Rayner, K.: Eye movements in reading and information processing: 20 years of research. Psychol. Bull. 124, 372–422 (1998)CrossRef
16.
go back to reference Rayner, K., Rotello, C.M., Stewart, A.J., Keir, J., Duffy, S.A.: Integrating text and pictorial Information: Eye movement when looking at print advertisement. J. Exp. Psychol. Appl. 7, 219–226 (2001)CrossRef Rayner, K., Rotello, C.M., Stewart, A.J., Keir, J., Duffy, S.A.: Integrating text and pictorial Information: Eye movement when looking at print advertisement. J. Exp. Psychol. Appl. 7, 219–226 (2001)CrossRef
17.
go back to reference Hirsh, H., Basu, C., Davison, B.D.: Learning to personalize. Commun. ACM 43, 102–106 (2000)CrossRef Hirsh, H., Basu, C., Davison, B.D.: Learning to personalize. Commun. ACM 43, 102–106 (2000)CrossRef
18.
go back to reference Liang, T.-P., Lai, H.-J.: Discovering user interests from web browsing behavior: an application to internet news services. In: Proceedings of the 35th Annual Hawaii International Conference on System Sciences, HICSS 2002, pp. 2718–2727. IEEE (2002) Liang, T.-P., Lai, H.-J.: Discovering user interests from web browsing behavior: an application to internet news services. In: Proceedings of the 35th Annual Hawaii International Conference on System Sciences, HICSS 2002, pp. 2718–2727. IEEE (2002)
19.
go back to reference Liu, J., Dolan, P., Pedersen, E.R.: Personalized news recommendation based on click behavior. In: Proceedings of the 15th International Conference on Intelligent User Interfaces, pp. 31–40. ACM (2010) Liu, J., Dolan, P., Pedersen, E.R.: Personalized news recommendation based on click behavior. In: Proceedings of the 15th International Conference on Intelligent User Interfaces, pp. 31–40. ACM (2010)
20.
go back to reference Davidson, J., Liebald, B., Liu, J., Nandy, P., Vleet, T.V., Gargi, U., Gupta, S., He, Y., Lambert, M., Livingston, B., Sampath, D.: The YouTube video recommendation system. In: Proceedings of the Fourth ACM Conference on Recommender Systems, pp. 293–296. ACM, Barcelona (2010) Davidson, J., Liebald, B., Liu, J., Nandy, P., Vleet, T.V., Gargi, U., Gupta, S., He, Y., Lambert, M., Livingston, B., Sampath, D.: The YouTube video recommendation system. In: Proceedings of the Fourth ACM Conference on Recommender Systems, pp. 293–296. ACM, Barcelona (2010)
21.
go back to reference Pazzani, M.J., Billsus, D.: Content-Based recommendation systems. In: Brusilovsky, P., Kobsa, A., Nejdl, W. (eds.) Adaptive Web 2007. LNCS, vol. 4321, pp. 325–341. Springer, Heidelberg (2007)CrossRef Pazzani, M.J., Billsus, D.: Content-Based recommendation systems. In: Brusilovsky, P., Kobsa, A., Nejdl, W. (eds.) Adaptive Web 2007. LNCS, vol. 4321, pp. 325–341. Springer, Heidelberg (2007)CrossRef
22.
go back to reference Sakagami, H., Kamba, T.: Learning personal preferences on online newspaper articles from user behaviors. Comput. Netw. ISDN Syst. 29, 1447–1455 (1997)CrossRef Sakagami, H., Kamba, T.: Learning personal preferences on online newspaper articles from user behaviors. Comput. Netw. ISDN Syst. 29, 1447–1455 (1997)CrossRef
23.
go back to reference Billsus, D., Pazzani, M.J.: A hybrid user model for news story classification. In: Proceedings of the Seventh International Conference on User Modeling, pp. 99–108. Springer-Verlag New York, Inc., Banff (1999) Billsus, D., Pazzani, M.J.: A hybrid user model for news story classification. In: Proceedings of the Seventh International Conference on User Modeling, pp. 99–108. Springer-Verlag New York, Inc., Banff (1999)
24.
go back to reference Joachims, T., Granka, L., Pan, B., Hembrooke, H., Gay, G.: Accurately interpreting clickthrough data as implicit feedback. In: Proceedings of the 28th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. 154–161. ACM, Salvador (2005) Joachims, T., Granka, L., Pan, B., Hembrooke, H., Gay, G.: Accurately interpreting clickthrough data as implicit feedback. In: Proceedings of the 28th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. 154–161. ACM, Salvador (2005)
25.
go back to reference Joachims, T., Granka, L., Pan, B., Hembrooke, H., Radlinski, F., Gay, G.: Evaluating the accuracy of implicit feedback from clicks and query reformulations in web search. ACM Trans. Inf. Syst. 25, 7 (2007)CrossRef Joachims, T., Granka, L., Pan, B., Hembrooke, H., Radlinski, F., Gay, G.: Evaluating the accuracy of implicit feedback from clicks and query reformulations in web search. ACM Trans. Inf. Syst. 25, 7 (2007)CrossRef
26.
go back to reference Just, M.A., Carpenter, P.A.: A theory of reading: from eye fixations to comprehension. Psychol. Rev. 87, 329–354 (1980)CrossRef Just, M.A., Carpenter, P.A.: A theory of reading: from eye fixations to comprehension. Psychol. Rev. 87, 329–354 (1980)CrossRef
27.
go back to reference Rayner, K.: Eye movements in reading and information processing. Psychol. Bull. 85, 618–660 (1978)CrossRef Rayner, K.: Eye movements in reading and information processing. Psychol. Bull. 85, 618–660 (1978)CrossRef
28.
go back to reference Beatty, J.: Task-evoked pupillary responses, processing load, and the structure of processing resources. Psychol. Bull. 91, 276–292 (1982)CrossRef Beatty, J.: Task-evoked pupillary responses, processing load, and the structure of processing resources. Psychol. Bull. 91, 276–292 (1982)CrossRef
29.
go back to reference Beatty, J., Lucero-Wagoner, B.: The Pupillary System. In: Cacioppo, J.T., Tassinary, L.G., Berntson, G. (eds.) Handbook of Psychophysiology, 2nd edn, pp. 142–162. Cambridge University, Cambridge (2000) Beatty, J., Lucero-Wagoner, B.: The Pupillary System. In: Cacioppo, J.T., Tassinary, L.G., Berntson, G. (eds.) Handbook of Psychophysiology, 2nd edn, pp. 142–162. Cambridge University, Cambridge (2000)
30.
go back to reference Stehman, S.V.: Selecting and interpreting measures of thematic classification accuracy. Remote Sens. Environ. 62, 77–89 (1997)CrossRef Stehman, S.V.: Selecting and interpreting measures of thematic classification accuracy. Remote Sens. Environ. 62, 77–89 (1997)CrossRef
31.
go back to reference Hair, J.F., Tatham, R.L., Anderson, R.E., Black, W.: Multivariate Data Analysis. Pearson Prentice Hall, Upper Saddle River (2006) Hair, J.F., Tatham, R.L., Anderson, R.E., Black, W.: Multivariate Data Analysis. Pearson Prentice Hall, Upper Saddle River (2006)
Metadata
Title
Examining the Validity of the Banner Recommendation System
Authors
Rong-Fuh Day
Chien-Ying Chou
Copyright Year
2015
DOI
https://doi.org/10.1007/978-3-319-20892-3_31