کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
380588 1437444 2014 9 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
gsaINknn: A GSA optimized, lattice computing knn classifier
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
پیش نمایش صفحه اول مقاله
gsaINknn: A GSA optimized, lattice computing knn classifier
چکیده انگلیسی

This work proposes an effective synergy of the Intervals׳ Number k-nearest neighbor (INknn) classifier, that is a granular extension of the conventional knn classifier in the metric lattice of Intervals׳ Numbers (INs), with the gravitational search algorithm (GSA) for stochastic search and optimization. Hence, the gsaINknn classifier emerges whose effectiveness is demonstrated here on 12 benchmark classification datasets. The experimental results show that the gsaINknn classifier compares favorably with alternative classifiers from the literature. The far-reaching potential of the gsaINknn classifier in computing with words is also delineated.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Engineering Applications of Artificial Intelligence - Volume 35, October 2014, Pages 277–285
نویسندگان
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