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Opponent Modeling in Agents’ Negotiations Using Issues’ Frequency

عنوان مقاله: Opponent Modeling in Agents’ Negotiations Using Issues’ Frequency
شناسه ملی مقاله: ICIKT10_074
منتشر شده در دهمین کنفرانس فناوری اطلاعات و دانشIKT2019 در سال 1398
مشخصات نویسندگان مقاله:

Sahar Mirzayi - Department of Electrical and Computer Engineering University of Tehran Tehran, Iran
Fattaneh Taghiyareh - Department of Electrical and Computer Engineering University of Tehran Tehran, Iran

خلاصه مقاله:
in automated negotiations, on behalf of their owners, agents try to obtain the best possible utility. But agents usually don’t want to reveal their interests. Modeling opponents allows them to offer better deals and increase negotiation performance. In this paper, a frequency-based modeling approach is introduced, which takes into account the number of times the value of a negotiation domain’s issue changes and the frequency of a value it is offered. Experimental results show that an agent using this model can acquire better individual utility and social welfare. This method was used by AgreeableAgent one of the participants of ANAC2018 competition which eventually ranked first out of 22 international participants in the individual utility rankings

صفحه اختصاصی مقاله و دریافت فایل کامل: https://civilica.com/doc/982308/