דילוג לניווט ראשי דילוג לחיפוש דילוג לתוכן הראשי

Subjective markov process with fuzzy aggregations

פרסום מחקרי: פרק בספר / בדוח / בכנספרסום בספר כנסביקורת עמיתים

3 ציטוטים ‏(Scopus)

תקציר

Dynamical models of autonomous systems usually follow general assumption about rationality of the systems and their judgements. In particular, the systems acting under uncertainty are defined using probabilistic methods with the reasoning based on minimization or maximization of the expected payoffs or rewards. However, in the systems that deal with rare events or interact with human usually demonstrating irrational behaviour correctness of the use of probability measures and of the utility functions is problematic. In order to solve this problem, in the paper we suggest a Markov-like process that is based on a certain type of possibility measures and uninorm and absorbing norm aggregators. Together these values and operators form an algebraic structure that, on one hand, extends Boolean algebra and, on the other hand, operates on the unit interval as arithmetic system. We demonstrate the basic properties of the suggested subjective Markov process that go in parallel to the properties of usual Markov process, and stress formal differences between two models. The actions of the suggested process are illustrated by the simple model of search that clarifies the differences between Markov and subjective Markov processes and corresponding decision-making.

שפה מקוריתאנגלית
כותר פרסום המארחICAART 2020 - Proceedings of the 12th International Conference on Agents and Artificial Intelligence
עורכיםAna Rocha, Luc Steels, Jaap van den Herik
עמודים386-394
מספר עמודים9
מסת"ב (אלקטרוני)9789897583957
סטטוס פרסוםפורסם - 2020
אירוע12th International Conference on Agents and Artificial Intelligence, ICAART 2020 - Valletta, מלטה
משך הזמן: 22 פבר׳ 202024 פבר׳ 2020

סדרות פרסומים

שםICAART 2020 - Proceedings of the 12th International Conference on Agents and Artificial Intelligence
כרך2

כנס

כנס12th International Conference on Agents and Artificial Intelligence, ICAART 2020
מדינה/אזורמלטה
עירValletta
תקופה22/02/2024/02/20

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