论文信息 - Temporal Knowledge Acquisition from Multiple Experters

Temporal Knowledge Acquisition from Multiple Experters

The paper deals with the research in the area of knowledge acquisition from multiple experts when knowledge includes temporal component. The expert’s ranking refinement technique is presented which is based on of the most supported opinion among all the experts. Paper answers to the following questions: how to derive the most supported knowledge from the multiple experts about the unknown temporal relation between the two events; how to make quality evaluation of the most supported opinion; how to make syntactical analysis of the most supported opinion to make necessary corrections; how to make, evaluate, use and refine ranking of all the experts to improve the results.

Vagan Y. Terziyan | Helen Kaikova | V. Terziyan | Helen Kaikova

[1] James F. Allen,et al. Planning Using a Temporal World Model , 1983, IJCAI.

[2] James F. Allen. Maintaining knowledge about temporal intervals , 1983, CACM.

[3] James F. Allen. Towards a General Theory of Action and Time , 1984, Artif. Intell..

[4] Clive L. Dym,et al. Knowledge Acquisition from Multiple Experts , 1984, AI Mag..

[5] Fei Song,et al. The Interpretation of Temporal Relations in Narrative , 1988, AAAI.

[6] James F. Allen. Temporal reasoning and planning , 1991 .

[7] Klaus Nökel. Temporally Distributed Symptoms in Technical Diagnosis , 1991, Lecture Notes in Computer Science.

[8] Diane J. Litman,et al. Terminological Reasoning with Constraint Networks and an Application to Plan Recognition , 1992, KR.

[9] Nico Roos,et al. A Logic for Reasoning with Inconsistent Knowledge , 1992, Artif. Intell..

[10] Peter Martin,et al. Knowledge acquisition and synthesis in a multiple source multiple domain process context , 1995 .

[11] John S. Edwards,et al. Knowledge elicitation and knowledge representation in a large domain with multiple experts , 1995 .

[12] Larry R. Medsker,et al. Knowledge acquisition from multiple experts: Problems and issues , 1995 .

[13] Tung Bui,et al. Aggregating and updating experts' knowledge: An experimental evaluation of five classification techniques , 1996 .

[14] Witold Lukaszewicz,et al. Reasoning about Plans , 1997, IJCAI.