Weighted spectral cluster ensemble

M Yousefnezhad, D Zhang - 2015 IEEE International …, 2015 - ieeexplore.ieee.org
Clustering explores meaningful patterns in the non-labeled data sets. Cluster Ensemble
Selection (CES) is a new approach, which can combine individual clustering results for …

A new selection strategy for selective cluster ensemble based on diversity and independency

M Yousefnezhad, A Reihanian, D Zhang… - … Applications of Artificial …, 2016 - Elsevier
This research introduces a new strategy in cluster ensemble selection by using
Independency and Diversity metrics. In recent years, Diversity and Quality, which are two …

Two-level-oriented selective clustering ensemble based on hybrid multi-modal metrics

H Wang, G Liu - IEEE Access, 2018 - ieeexplore.ieee.org
The purpose of selective clustering ensemble is to select a subset of base clustering
partitions with predictive performance and combine these partitions into more accurate and …

Wised semi-supervised cluster ensemble selection: a new framework for selecting and combing multiple partitions based on prior knowledge

F Asghari Paeenroodposhti, S Nourian… - Journal of Advances in …, 2017 - jacr.sari.iau.ir
The Wisdom of Crowds, an innovative theory described in social science, claims that the
aggregate decisions made by a group will often be better than those of its individual …

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

M Yousefnezhad, A Reihanian… - TABRIZ JOURNAL OF …, 2020 - tjee.tabrizu.ac.ir
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 …

ارائه روشی جدید برای خودکارسازی آستانه‌گیری در خوشه‌بندی بخردانه

یوسف نژاد, ریحانیان, مینایی بیدگلی - مجله مهندسی برق دانشگاه …, 2020‎ - tjee.tabrizu.ac.ir
در سال‌های اخیر، پژوهشگران، روش‌های مکاشفه‌ای مبتنی بر نظریه خرد جمعی را به‌منظور ارزیابی و
انتخاب نتایج به‌دست آمده از خوشه‌بندی‌های پایه پیشنهاد کردند. در این‌روش‌ها، نتایج خوشه‌بندی با …

[PDF][PDF] Adaptive Weighted Spectral Clustering

M Yousefnezhad, D Zhang - 2015 - yousefnezhad.com
P is Partitional result. M is Modular result. z is sum of all cells in the matrix M (𝑚=∑ 𝑀,-+). 𝑐,
and 𝑐-are the number of classes for the i-th and j-th instances in the P. 𝜎,, 𝜎-show the …

DPDNS Introduction and Committees

D Avresky, E Maehle, S Distefano - 2014 IEEE International Parallel & …, 2014 - computer.org
Clustering explores meaningful patterns in the non-labeled data sets. Cluster Ensemble
Selection (CES) is a new approach, which can combine individual clustering results for …