کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
535389 870344 2008 7 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Repairing self-confident active–transductive learners using systematic exploration
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر چشم انداز کامپیوتر و تشخیص الگو
پیش نمایش صفحه اول مقاله
Repairing self-confident active–transductive learners using systematic exploration
چکیده انگلیسی

We consider an active learning game within a transductive learning model. A major problem with many active learning algorithms is that an unreliable current hypothesis can mislead the querying component to query “uninformative” points. In this work we propose a remedy to this problem. Our solution can be viewed as a “patch” for fixing this deficiency and also as a proposed modular approach for active–transductive learning that produces powerful new algorithms. Extensive experiments on “real” data demonstrate the advantage of our method.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Pattern Recognition Letters - Volume 29, Issue 9, 1 July 2008, Pages 1245–1251
نویسندگان
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