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Orderly Roulette Selection Based Ant Colony Algorithm for Hierarchical Multilabel Protein Function Prediction
Joint Authors
Zhu, Zexuan
Ming, Zhong
Liang, Zhengping
Guo, Rui
Sun, Jiangtao
Source
Mathematical Problems in Engineering
Issue
Vol. 2017, Issue 2017 (31 Dec. 2017), pp.1-15, 15 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2017-06-28
Country of Publication
Egypt
No. of Pages
15
Main Subjects
Abstract EN
Ant colony optimization (ACO) algorithms have been successfully applied to identify classification rules in data mining.
This paper proposes a new ant colony optimization algorithm, named hmAntMinerorder, for the hierarchical multilabel classification problem in protein function prediction.
The proposed algorithm is characterized by an orderly roulette selection strategy that distinguishes the merits of the data attributes through attributes importance ranking in classification model construction.
A new pheromone update strategy is introduced to prevent the algorithm from getting trapped in local optima and thus leading to more efficient identification of classification rules.
The comparison studies to other closely related algorithms on 16 publicly available datasets reveal the efficiency of the proposed algorithm.
American Psychological Association (APA)
Liang, Zhengping& Guo, Rui& Sun, Jiangtao& Ming, Zhong& Zhu, Zexuan. 2017. Orderly Roulette Selection Based Ant Colony Algorithm for Hierarchical Multilabel Protein Function Prediction. Mathematical Problems in Engineering،Vol. 2017, no. 2017, pp.1-15.
https://search.emarefa.net/detail/BIM-1191324
Modern Language Association (MLA)
Liang, Zhengping…[et al.]. Orderly Roulette Selection Based Ant Colony Algorithm for Hierarchical Multilabel Protein Function Prediction. Mathematical Problems in Engineering No. 2017 (2017), pp.1-15.
https://search.emarefa.net/detail/BIM-1191324
American Medical Association (AMA)
Liang, Zhengping& Guo, Rui& Sun, Jiangtao& Ming, Zhong& Zhu, Zexuan. Orderly Roulette Selection Based Ant Colony Algorithm for Hierarchical Multilabel Protein Function Prediction. Mathematical Problems in Engineering. 2017. Vol. 2017, no. 2017, pp.1-15.
https://search.emarefa.net/detail/BIM-1191324
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1191324