کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
395296 665946 2009 8 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Loss optimal monotone relabeling of noisy multi-criteria data sets
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
پیش نمایش صفحه اول مقاله
Loss optimal monotone relabeling of noisy multi-criteria data sets
چکیده انگلیسی

A method to relabel noisy multi-criteria data sets is presented, taking advantage of the transitivity of the non-monotonicity relation to formulate the problem as an efficiently solvable maximum independent set problem. A framework and an algorithm for general loss functions are presented, and the flexibility of the approach is indicated by some examples, showcasing the ease with which the method can handle application-specific loss functions. Both didactical examples and real-life applications are provided, using the zero-one, the L1 and the squared loss functions, as well as combinations thereof.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Information Sciences - Volume 179, Issue 24, 15 December 2009, Pages 4089–4096
نویسندگان
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