A Fast Non-Redundant Feature Selection Technique for Text Data
作者： Syed Fawad Hussain , Hafiz Zaheer-Ud-Din Babar , Akhtar Khalil , Rashad M Jillani , Muhammad Hanif
DOI: 10.1109/ACCESS.2020.3028469
关键词:
摘要: Feature selection is critical in reducing the size of data and improving classifier accuracy by selecting an optimum subset of the overall features. Traditionally, each feature is given a …
sci-hub.st 参考文章(56)
Wanfu Gao, Liang Hu, Ping Zhang, Jialong He, Feature selection considering the composition of feature relevancy Pattern Recognition Letters. ,vol. 112, pp. 70- 74 ,(2018) , 10.1016/J.PATREC.2018.06.005
Huijun Peng, Chun Ying, Shuhua Tan, Bing Hu, Zhixin Sun, An Improved Feature Selection Algorithm Based on Ant Colony Optimization IEEE Access. ,vol. 6, pp. 69203- 69209 ,(2018) , 10.1109/ACCESS.2018.2879583
Qasem Al-Tashi, Said Jadid Abdul Kadir, Helmi Md Rais, Seyedali Mirjalili, Hitham Alhussian, Binary Optimization Using Hybrid Grey Wolf Optimization for Feature Selection IEEE Access. ,vol. 7, pp. 39496- 39508 ,(2019) , 10.1109/ACCESS.2019.2906757
Wei Liu, Jianyu Wang, A Brief Survey on Nature-Inspired Metaheuristics for Feature Selection in Classification in this Decade international conference on networking sensing and control. pp. 424- 429 ,(2019) , 10.1109/ICNSC.2019.8743245
Changzhong Wang, Yang Huang, Mingwen Shao, Qinghua Hu, Degang Chen, Feature Selection Based on Neighborhood Self-Information IEEE Transactions on Systems, Man, and Cybernetics. ,vol. 50, pp. 4031- 4042 ,(2020) , 10.1109/TCYB.2019.2923430
Yong Liu, Shenggen Ju, Junfeng Wang, Chong Su, A New Feature Selection Method for Text Classification Based on Independent Feature Space Search Mathematical Problems in Engineering. ,vol. 2020, pp. 1- 14 ,(2020) , 10.1155/2020/6076272
Rasim Cekik, Alper Kursat Uysal, A Novel Filter Feature Selection Method Using Rough Set for Short Text Data Expert Systems With Applications. ,vol. 160, pp. 113691- ,(2020) , 10.1016/J.ESWA.2020.113691
Ahmad Hany Hossny, Lewis Mitchell, Nick Lothian, Grant Osborne, Feature selection methods for event detection in Twitter: a text mining approach Social Network Analysis and Mining. ,vol. 10, pp. 1- 15 ,(2020) , 10.1007/S13278-020-00658-3
HornikK., StinchcombeM., WhiteH., Multilayer feedforward networks are universal approximators Neural Networks. ,(1989) , 10.5555/70405.70408
Gilles Bisson, Syed Fawad Hussain, Text Categorization Using Word Similarities Based on Higher Order Co-occurrences. siam international conference on data mining. pp. 1- 12 ,(2010)