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2012 | OriginalPaper | Buchkapitel

4. Semi-Markovian Representation of User Behavior in Software Packages

verfasst von : Prateeti Mohapatra, Howard Michel

Erschienen in: Behavior Computing

Verlag: Springer London

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Abstract

Semi-Markov models have been used in the recent past to model user navigation behavior for personalization in the field of Web-based applications. However, research on its application to incorporate personalization in generalized software packages is rare. In this paper, we use a semi-Markov model to dynamically display personalized information in the form of high-utility software functions (states) of a software package to a user. We develop a demo package of ActiveX Servers and Controls as a test-bed.

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Literatur
1.
Zurück zum Zitat Anderson, C., Domingos, P., Weld, D.: Relational Markov models and their applications to web navigation. In: 8th ACM SIGKDD International Conference on Knowledge Discovery and Mining (2002) Anderson, C., Domingos, P., Weld, D.: Relational Markov models and their applications to web navigation. In: 8th ACM SIGKDD International Conference on Knowledge Discovery and Mining (2002)
2.
Zurück zum Zitat Chen, H., Cooper, M.: Stochastic modeling of usage patterns in a web-based information system. J. Am. Soc. Inf. Sci. Technol. 53, 536–548 (2002) CrossRef Chen, H., Cooper, M.: Stochastic modeling of usage patterns in a web-based information system. J. Am. Soc. Inf. Sci. Technol. 53, 536–548 (2002) CrossRef
3.
Zurück zum Zitat D’Ambrosio, B., Altendorf, E., Jorgensen, J.: Probabilistic relational models of on-line user behavior early explorations. In: 5th WEBKDD Workshop, pp. 9–16 (2003) D’Ambrosio, B., Altendorf, E., Jorgensen, J.: Probabilistic relational models of on-line user behavior early explorations. In: 5th WEBKDD Workshop, pp. 9–16 (2003)
4.
Zurück zum Zitat Cao, L.: In-depth behavior understanding and use: the behavior informatics approach. Inf. Sci. 180, 3067–3085 (2010) CrossRef Cao, L.: In-depth behavior understanding and use: the behavior informatics approach. Inf. Sci. 180, 3067–3085 (2010) CrossRef
5.
Zurück zum Zitat Eirinaki, W., Vazirgiannis, M., Kapogiannis, D.: Web path recommendations based on page ranking and Markov models. In: 7th Annual ACM International Workshop on Web Information and Data Management (2005) Eirinaki, W., Vazirgiannis, M., Kapogiannis, D.: Web path recommendations based on page ranking and Markov models. In: 7th Annual ACM International Workshop on Web Information and Data Management (2005)
6.
Zurück zum Zitat Frias-Martinez, E., Magoulas, G.D., Chen, S.Y., Macredie, R.D.: Modeling human behavior in user-adaptive systems. In: Recent Advances Using Soft Computing Technique. Expert Systems with Applications, vol. 29, pp. 104–114 (2005) Frias-Martinez, E., Magoulas, G.D., Chen, S.Y., Macredie, R.D.: Modeling human behavior in user-adaptive systems. In: Recent Advances Using Soft Computing Technique. Expert Systems with Applications, vol. 29, pp. 104–114 (2005)
7.
Zurück zum Zitat Goren-Bar, D., Kuflik, T., Lev, D., Shoval, P.: Automatic Personal Categorization Using Artificial Neural Networks. In: Proceedings of the 8th International Conference on User Modeling 2001. Lecture Notes in Artificial Intelligence, vol. 2109, pp. 188–198 (2001) Goren-Bar, D., Kuflik, T., Lev, D., Shoval, P.: Automatic Personal Categorization Using Artificial Neural Networks. In: Proceedings of the 8th International Conference on User Modeling 2001. Lecture Notes in Artificial Intelligence, vol. 2109, pp. 188–198 (2001)
8.
Zurück zum Zitat Hiltunen, M., Heng, L., Helgesen, L.: Personalized electronic banking services. In: Karat, C.-M. (ed.) Designing Personalized User Experiences in eCommerce. Kluwer Academic, Dordrecht (2004) Hiltunen, M., Heng, L., Helgesen, L.: Personalized electronic banking services. In: Karat, C.-M. (ed.) Designing Personalized User Experiences in eCommerce. Kluwer Academic, Dordrecht (2004)
9.
Zurück zum Zitat Howard, R.: Dynamic Probabilistic Systems. Semi-Markov and Decision Processes, vol. II. Wiley, New York (1971) Howard, R.: Dynamic Probabilistic Systems. Semi-Markov and Decision Processes, vol. II. Wiley, New York (1971)
10.
Zurück zum Zitat Iwata, T., Saiti, K., Yamada, T.: Modeling user behavior in recommender systems based on maximum entropy. In: 16th International Conference on World Wide Web, pp. 1281–1282 (2007) CrossRef Iwata, T., Saiti, K., Yamada, T.: Modeling user behavior in recommender systems based on maximum entropy. In: 16th International Conference on World Wide Web, pp. 1281–1282 (2007) CrossRef
11.
Zurück zum Zitat Jenamani, M., Mohapatra, P., Ghosh, S.: Online customized index synthesis in commercial websites. IEEE Intell. Syst. 17, 20–26 (2002) CrossRef Jenamani, M., Mohapatra, P., Ghosh, S.: Online customized index synthesis in commercial websites. IEEE Intell. Syst. 17, 20–26 (2002) CrossRef
12.
Zurück zum Zitat Jin, X., Zhou, Y., Mobasher, B.: Task-oriented web user modeling for recommendation. In: 10th International Conference on User Modeling (2005) Jin, X., Zhou, Y., Mobasher, B.: Task-oriented web user modeling for recommendation. In: 10th International Conference on User Modeling (2005)
13.
Zurück zum Zitat Lane, T.: Hidden Markov models for human/computer interface modeling. In: Proceedings of the IJCAI-99 Workshop on Learning about Users, pp. 35–44 (1999) Lane, T.: Hidden Markov models for human/computer interface modeling. In: Proceedings of the IJCAI-99 Workshop on Learning about Users, pp. 35–44 (1999)
14.
Zurück zum Zitat Manavoglu, E., Pavlov, D., Giles, C.E.: Probabilistic user behavior models. In: 3rd International Conference on Data Mining, pp. 203–210 (2003) CrossRef Manavoglu, E., Pavlov, D., Giles, C.E.: Probabilistic user behavior models. In: 3rd International Conference on Data Mining, pp. 203–210 (2003) CrossRef
15.
Zurück zum Zitat Mohapatra, P.: Dynamic function personalization in generalized software packages. Master’s thesis, University of Massachusetts, Dartmouth, USA (2006) Mohapatra, P.: Dynamic function personalization in generalized software packages. Master’s thesis, University of Massachusetts, Dartmouth, USA (2006)
16.
Zurück zum Zitat Mustapha, N., Jalali, M., Jalali, M.: Expectation maximization clustering algorithm for user modeling in web usage mining systems. Eur. J. Sci. Res. 32, 467–476 (2009) Mustapha, N., Jalali, M., Jalali, M.: Expectation maximization clustering algorithm for user modeling in web usage mining systems. Eur. J. Sci. Res. 32, 467–476 (2009)
17.
Zurück zum Zitat Nandedkar, A.V., Biswas, P.K.: A fuzzy min-max neural network classifier with compensatory neuron architecture. IEEE Trans. Neural Netw. 18, 42–54 (2007) CrossRef Nandedkar, A.V., Biswas, P.K.: A fuzzy min-max neural network classifier with compensatory neuron architecture. IEEE Trans. Neural Netw. 18, 42–54 (2007) CrossRef
18.
Zurück zum Zitat Nasraoui, O., Krishnapuram, R.: Extracting Web user profiles using relational competitive fuzzy clustering. Int. J. Artif. Intell. Tools 9, 509–526 (2000) CrossRef Nasraoui, O., Krishnapuram, R.: Extracting Web user profiles using relational competitive fuzzy clustering. Int. J. Artif. Intell. Tools 9, 509–526 (2000) CrossRef
19.
Zurück zum Zitat Petrovskiy, M.: A data mining approach to learning probabilistic user behavior models from database access log. In: Filipe, J., Shishkov, B., Helfert, M. (eds.) ICSOFT 2006. LNCS, CCIS, vol. 10, pp. 323–332. Springer, Heidelberg (2006) Petrovskiy, M.: A data mining approach to learning probabilistic user behavior models from database access log. In: Filipe, J., Shishkov, B., Helfert, M. (eds.) ICSOFT 2006. LNCS, CCIS, vol. 10, pp. 323–332. Springer, Heidelberg (2006)
20.
Zurück zum Zitat Rieken, G., Tuzhilin, A.: Personalization technologies: a process-oriented prospective. Commun. ACM 43, 83–90 (2005) Rieken, G., Tuzhilin, A.: Personalization technologies: a process-oriented prospective. Commun. ACM 43, 83–90 (2005)
21.
Zurück zum Zitat Singh, M.: Practical Handbook of Internet Computing. Chapman and Hall/CRC Press, London/Boca Raton (2004) CrossRef Singh, M.: Practical Handbook of Internet Computing. Chapman and Hall/CRC Press, London/Boca Raton (2004) CrossRef
22.
Zurück zum Zitat Stathacopoulou, R., Grigoriadou, M., Magoulas, G.D.: A neurofuzzy approach in student modeling. In: Proceeding of the 9th Int. Conf. on User Modeling. Lecture Notes in Artificial Intelligence, vol. 2702, pp. 337–342 (2003) Stathacopoulou, R., Grigoriadou, M., Magoulas, G.D.: A neurofuzzy approach in student modeling. In: Proceeding of the 9th Int. Conf. on User Modeling. Lecture Notes in Artificial Intelligence, vol. 2702, pp. 337–342 (2003)
23.
Zurück zum Zitat Sukonmanee, P., Srivihok, A.: E-commerce intelligent agent: personalization travel support using Q-learning. In: 7th International Conference on Electronic Commerce, pp. 287–292 (2005) Sukonmanee, P., Srivihok, A.: E-commerce intelligent agent: personalization travel support using Q-learning. In: 7th International Conference on Electronic Commerce, pp. 287–292 (2005)
Metadaten
Titel
Semi-Markovian Representation of User Behavior in Software Packages
verfasst von
Prateeti Mohapatra
Howard Michel
Copyright-Jahr
2012
Verlag
Springer London
DOI
https://doi.org/10.1007/978-1-4471-2969-1_4

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