کد مقاله | کد نشریه | سال انتشار | مقاله انگلیسی | نسخه تمام متن |
---|---|---|---|---|
553351 | 873484 | 2009 | 7 صفحه PDF | دانلود رایگان |
عنوان انگلیسی مقاله ISI
Principal–agent learning
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کلمات کلیدی
موضوعات مرتبط
مهندسی و علوم پایه
مهندسی کامپیوتر
سیستم های اطلاعاتی
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چکیده انگلیسی
In this paper we present a merging, and hence an extension, of two recent learning methods, utility-based learning and strategic or adversarial learning. Recently, utility-based learning brings to the forefront the learner's utility function during induction. Strategic learning anticipates strategic activity in the induction process when the instances are intelligent agents such as in classification problems involving people or organizations. We call the resulting merged model principal–agent learning and present an induction process and example. Our model collapses to utility-based models when the agents do not engage in strategic behavior and to strategic learning when the learner's utility is not considered.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Decision Support Systems - Volume 47, Issue 2, May 2009, Pages 75–81
Journal: Decision Support Systems - Volume 47, Issue 2, May 2009, Pages 75–81
نویسندگان
Fidan Boylu, Haldun Aytug, Gary J. Koehler,