Adaptive Provision of Evaluation-Oriented Information: Tasks and Techniques

Evaluation-oriented information provision is a function performed by many systems that serve as personal assistants, advisors, or sales assistants. Five general tasks are distinguished which need to be addressed by such systems. For each task, techniques employed in a sample of systems are discussed, and it is shown how the lessons learned from these systems can be taken into account with a set of unified techniques that make use of well-understood concepts and principles from Multi-Attribute Utility Theory and Bayesian networks. These techniques are illustrated as realized in the dialog system PRACMA.

[1]  Pattie Maes,et al.  Evolving agents for personalized information filtering , 1993, Proceedings of 9th IEEE Conference on Artificial Intelligence for Applications.

[2]  Edward H. Shortliffe,et al.  A Framework for Explaining Decision-Theoretic Advice , 1994, Artif. Intell..

[3]  Richard E. Neapolitan,et al.  Probabilistic reasoning in expert systems - theory and algorithms , 2012 .

[4]  Jennifer Chu-Carroll,et al.  Recognizing and Utilizing User Preferences in Collaborative Consultation Dialogues , 1994 .

[5]  G. Miller,et al.  Cognitive science. , 1981, Science.

[6]  Anthony Jameson,et al.  Cooperating to Be Noncooperative: The Dialog System PRACMA , 1994, KI.

[7]  Stig K. Andersen,et al.  Probabilistic reasoning in intelligent systems: Networks of plausible inference , 1991 .

[8]  Elaine Rich,et al.  User Modeling via Stereotypes , 1998, Cogn. Sci..

[9]  Anthony Jameson,et al.  But What Will the Listener Think? Belief Ascription and Image Maintenance in Dialog , 1989 .

[10]  Robert P. Goldman,et al.  A Bayesian Model of Plan Recognition , 1993, Artif. Intell..

[11]  Nevin Lianwen Zhang,et al.  Solving Asymmetric Decision Problems with Influence Diagrams , 1994, UAI.

[12]  Eric J. Johnson,et al.  Behavioral decision research: A constructive processing perspective. , 1992 .

[13]  Ralph Schafer Multidimensional Probabilistic Assessment of Interest and Knowledge in a Noncooperative Dialog Situation , 1994 .

[14]  Verzekeren Naar Sparen,et al.  Cambridge , 1969, Humphrey Burton: In My Own Time.

[15]  A. Hasman,et al.  Probabilistic reasoning in intelligent systems: Networks of plausible inference , 1991 .

[16]  Nils J. Nilsson,et al.  Artificial Intelligence , 1974, IFIP Congress.

[17]  Judea Pearl,et al.  Probabilistic reasoning in intelligent systems - networks of plausible inference , 1991, Morgan Kaufmann series in representation and reasoning.

[18]  Johanna D. Moore,et al.  Planning Text for Advisory Dialogues , 1989, ACL.