英语投稿推荐信
时间:2020/3/18 0:09:49 来源:我爱写信
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Dear Editor of Jim Smith
We would like to submit the enclosed manuscript entitled "Active Learning with Multi-Label SVM Classification ", which we wish to be considered for publication in Journal of Software.
Active Learning with Multi-Label SVM Classification remains an open issue.Though active learning has been widely studied on reducing labeling effort for single-label problems, current research on multi-label active learning remains in a preliminary state.In this paper we propose two novel multi-label active learning strategies, and then integrate them into an adaptive framework of multi-label active learning. Our empirical results on multiple multilabel data sets demonstrate the efficacy of the proposed active instance selection strategies and the integrated active learning approach.
Further,we proposed to integrate the strengths of these two strategies using an adaptive integration framework. Our empirical study on multiple multi-label classification data sets from different application areas shows that the proposed multi-label active learning strategies, especially the integrated active learning approach, greatly outperform a number of multi-label active learning methods developed in the literature.
Yours sincerely
myname
xuehao
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