K-Means Clustering Optimization Techniques

This research cluster focuses on various optimization techniques and enhancements related to the K-Means clustering algorithm. Significant topics include efficient initialization methods, K-value selection strategies, and hybrid approaches that integrate other algorithms such as Particle Swarm Optimization and Ant Colony Optimization.

K-Means
clustering
optimization
initialization methods
K-value selection
hybrid algorithms
Particle Swarm Optimization
Ant Colony Optimization

1,677 papers

Parent topic: Intelligent Systems and Learning

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Papers Over Time

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Top Papers

A Comparative Study Of Efficient Initialization Methods For The K-Means Clustering Algorithm

2013 · 837 citations

Research On K-Means Clustering Algorithm: An Improved K-Means Clustering Algorithm

2010 · 490 citations

Selection Of K In K-means Clustering

2005 · 400 citations

Research On K-Value Selection Method Of K-Means Clustering Algorithm

2019 · 360 citations

An Efficient Hybrid Approach Based On PSO, ACO And K-Means For Cluster Analysis

2010 · 335 citations

Data Clustering Using Particle Swarm Optimization

0 · 327 citations

Hybrid Clustering Analysis Using Improved Krill Herd Algorithm

2018 · 295 citations

Advances In K-means Clustering

2012 · 253 citations

A Review On Particle Swarm Optimization Algorithm And Its Variants To Clustering High-Dimensional Data

2013 · 247 citations

An Efficient Enhanced K-Means Clustering Algorithm

2006 · 195 citations

An Optimization Algorithm For Clustering Using Weighted Dissimilarity Measures

2004 · 184 citations

Research On Particle Swarm Optimization Based Clustering: A Systematic Review Of Literature And Techniques

2014 · 180 citations

Cumulative Voting Consensus Method For Partitions With Variable Number Of Clusters

2008 · 179 citations

An Efficient Hybrid Data Clustering Method Based On K-harmonic Means And Particle Swarm Optimization

2009 · 157 citations

An Efficient Hybrid Algorithm Based On Modified Imperialist Competitive Algorithm And K-means For Data Clustering

2011 · 157 citations

A New Algorithm For Initial Cluster Centers In K-Means Algorithm

2011 · 146 citations

Improved K-means Algorithm Based On Density Canopy

2018 · 144 citations

A New Social And Momentum Component Adaptive PSO Algorithm For Image Segmentation

2011 · 139 citations

A Novel Community Detection Based Genetic Algorithm For Feature Selection

2021 · 115 citations

Improving K-means Clustering With Enhanced Firefly Algorithms

2019 · 115 citations