Proposing a New Framework for Automation of Thresholding in Wisdom of Crowds Cluster Ensemble Selection

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Yousefnezhad M.; REIHANIAN A.; MINAEI BIDGOLI B.

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Journal Paper

Paper Information

Journal: TABRIZ JOURNAL OF ELECTRICAL ENGINEERING Year:2020 | Volume:50 | Issue:1 (91) Page(s): 493-505

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Information Journal Paper

Title

Proposing a New Framework for Automation of Thresholding in Wisdom of Crowds Cluster Ensemble Selection

Author(s)

Yousefnezhad M. | REIHANIAN A. | MINAEI BIDGOLI B. | Issue Writer Certificate

Keywords

Cluster ensembleQ1

Cluster ensemble selectionQ1

Wised clusteringQ1

Automatic thresholding in clusteringQ1

UniformityQ1

Abstract

Recently, researchers proposed heuristic frameworks which are based on the Wisdom of Crowds in order to evaluate and select the basic results. In these methods, basic results are evaluated by diversity, independency and decentralization metrics. Then, the evaluated results are selected by thresholding, and combined by a consensus function. This paper aims to propose a method for automatic evaluation of the optimized threshold values based on the basic features of the input data in WOCCE. Also, Uniformity, a metric which is based on APMM, is introduced for calculating the diversity of two basic clustering results. Furthermore, Weighted Evidence Accumulation Clustering (WEAC), a new method for considering independency as a weight in the process of combining the basic results, is introduced in this paper. The experimental results indicate that the proposed method has higher efficiency in comparison with the results of other Cluster ensemble methods.

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APA: Copy

Yousefnezhad, M., REIHANIAN, A., & MINAEI BIDGOLI, B.. (2020). Proposing a New Framework for Automation of Thresholding in Wisdom of Crowds Cluster Ensemble Selection. TABRIZ JOURNAL OF ELECTRICAL ENGINEERING, 50(1 (91) ), 493-505. SID. https://sid.ir/paper/382296/en

Vancouver: Copy

Yousefnezhad M., REIHANIAN A., MINAEI BIDGOLI B.. Proposing a New Framework for Automation of Thresholding in Wisdom of Crowds Cluster Ensemble Selection. TABRIZ JOURNAL OF ELECTRICAL ENGINEERING[Internet]. 2020;50(1 (91) ):493-505. Available from: https://sid.ir/paper/382296/en

IEEE: Copy

M. Yousefnezhad, A. REIHANIAN, and B. MINAEI BIDGOLI, “Proposing a New Framework for Automation of Thresholding in Wisdom of Crowds Cluster Ensemble Selection,” TABRIZ JOURNAL OF ELECTRICAL ENGINEERING, vol. 50, no. 1 (91) , pp. 493–505, 2020, [Online]. Available: https://sid.ir/paper/382296/en

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