Title

The effect of the characteristics of the dataset on the selection stability

RIS ID

47615

Publication Details

Alelyani, S., Liu, H. & Wang, L. (2011). The effect of the characteristics of the dataset on the selection stability. Proceedings of 2011 23rd IEEE International Conference on Tools with Artificial Intelligence (ICTAI) (pp. 970-977). USA: IEEE.

Abstract

Feature selection is an effective technique to reduce the dimensionality of a data set and to select relevant features for the domain problem. Recently, stability of feature selection methods has gained increasing attention. In fact, it has become a crucial factor in determining the goodness of a feature selection algorithm besides the learning performance. In this work, we conduct an extensive experimental study using verity of data sets and different well-known feature selection algorithms in order to study the behavior of these algorithms in terms of the stability.

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Link to publisher version (DOI)

http://dx.doi.org/10.1109/ICTAI.2011.167