Feature selection and instance selection using cuttlefish optimisation algorithm through tabu search. (15th November 2019)
- Record Type:
- Journal Article
- Title:
- Feature selection and instance selection using cuttlefish optimisation algorithm through tabu search. (15th November 2019)
- Main Title:
- Feature selection and instance selection using cuttlefish optimisation algorithm through tabu search
- Authors:
- Karunakaran, V.
Suganthi, M.
Rajasekar, V. - Abstract:
- Over the recent decades, the amount of data generated has been growing exponentially, the existing machine learning algorithms are not feasible for processing of such huge amount of data. To solve such kind of issues, we have two commonly adopted schemes, one is scaling up the data mining algorithms and other one is data reduction. Scaling up the data mining algorithms is not a best way, but data reduction is fairly possible. In this paper, cuttlefish optimisation algorithm along with tabu search approach is used for data reduction. Dataset can be reduced mainly in two ways, one is the selecting optimal subset of features from the original dataset, in other words eliminating those features which are contributing lesser information another method is selecting optimal subset of instances from the original data set, in other words eliminating those instances which are contributing lesser information. Cuttlefish optimisation algorithm with tabu search finds both optimal subset of features and instances. Optimal subset of feature and instance obtained from the cuttlefish algorithm with tabu search provides a similar detection rate, accuracy rate, lesser false positive rate and the lesser computational time for training the classifier that we obtained from the original data set.
- Is Part Of:
- International journal of enterprise network management. Volume 11:Number 1(2020)
- Journal:
- International journal of enterprise network management
- Issue:
- Volume 11:Number 1(2020)
- Issue Display:
- Volume 11, Issue 1 (2020)
- Year:
- 2020
- Volume:
- 11
- Issue:
- 1
- Issue Sort Value:
- 2020-0011-0001-0000
- Page Start:
- 32
- Page End:
- 64
- Publication Date:
- 2019-11-15
- Subjects:
- data reduction -- instance selection -- feature selection -- cuttlefish optimisation -- tabu search
Business logistics -- Management -- Periodicals
Business enterprises -- Management -- Periodicals
658.7205 - Journal URLs:
- http://www.inderscience.com/browse/index.php?journalCODE=ijenm ↗
http://www.inderscience.com/ ↗ - Languages:
- English
- ISSNs:
- 1748-1252
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 11944.xml