A novel hybrid whale optimization algorithm with flower pollination algorithm for feature selection: Case study Email spam detection. (9th September 2020)
- Record Type:
- Journal Article
- Title:
- A novel hybrid whale optimization algorithm with flower pollination algorithm for feature selection: Case study Email spam detection. (9th September 2020)
- Main Title:
- A novel hybrid whale optimization algorithm with flower pollination algorithm for feature selection: Case study Email spam detection
- Authors:
- Mohammadzadeh, Hekmat
Gharehchopogh, Farhad Soleimanian - Abstract:
- Abstract: Feature selection (FS) in data mining is one of the most challenging and most important activities in pattern recognition. In this article, a new hybrid model of whale optimization algorithm (WOA) and flower pollination algorithm (FPA) is presented for the problem of FS based on the concept of opposition‐based learning (OBL) which name is HWOAFPA. The procedure is that the WOA is run first and at the same time during the run, the WOA population is changed by the OBL. And, to increase the accuracy and speed of convergence, it is used as the initial population of FPA. To evaluate the performance of the proposed method, experiments were carried out in two steps. The experiments were performed on 10 datasets from the UCI data repository and Email spam detection datasets. The results obtained from the first step showed that the proposed method was more successful in terms of the average size of selection and classification accuracy than other basic metaheuristic algorithms. In addition, the results from the second step showed that the proposed method which was a run on the Email spam dataset performed much more accurately than other similar algorithms in terms of accuracy of Email spam detection.
- Is Part Of:
- Computational intelligence. Volume 37:Number 1(2021)
- Journal:
- Computational intelligence
- Issue:
- Volume 37:Number 1(2021)
- Issue Display:
- Volume 37, Issue 1 (2021)
- Year:
- 2021
- Volume:
- 37
- Issue:
- 1
- Issue Sort Value:
- 2021-0037-0001-0000
- Page Start:
- 176
- Page End:
- 209
- Publication Date:
- 2020-09-09
- Subjects:
- email spam detection -- feature selection -- flower pollination algorithm -- opposition‐based learning -- optimization -- whale optimization algorithm
Artificial intelligence -- Periodicals
Computational linguistics -- Periodicals
006.3 - Journal URLs:
- http://www.blackwellpublishing.com/journal.asp?ref=0824-7935&site=1 ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1111/coin.12397 ↗
- Languages:
- English
- ISSNs:
- 0824-7935
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3390.595000
British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 15752.xml