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Fundamentals of Feature Selection: An Overview and Comparison | IEEE Conference Publication | IEEE Xplore

Fundamentals of Feature Selection: An Overview and Comparison


Abstract:

Tremendous efforts have been put into the development of Feature Selection (FS) methods by the machine learning community. In this paper, we present basics surrounding th...Show More

Abstract:

Tremendous efforts have been put into the development of Feature Selection (FS) methods by the machine learning community. In this paper, we present basics surrounding this topic, providing its general process, evaluation procedure and metrics. In addition, we thoroughly discuss major application aspects. We also provide a comprehensive overview and comparison of some existing feature selection methods. We conclude this work by highlighting some critics, challenges, and future research directions of feature selection.
Date of Conference: 03-07 November 2019
Date Added to IEEE Xplore: 16 March 2020
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Conference Location: Abu Dhabi, United Arab Emirates

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