A near-optimal initial seed value selection in K-means algorithm using a genetic algorithm

Data clustering: a review

ACM Computing Surveys (CSUR)

Design of hybrids for the minimum sum-of-squares clustering problem

Computational Statistics & Data Analysis

A Genetic Algorithm Based Method to Improve Image Segmentation

ICPR '98 Proceedings of the 14th International Conference on Pattern Recognition-Volume 2 - Volume 2

A scatter search approach for the minimum sum-of-squares clustering problem

Computers and Operations Research

A Genetic Algorithm Using Hyper-Quadtrees for Low-Dimensional K-means Clustering

IEEE Transactions on Pattern Analysis and Machine Intelligence

A method for initialising the K-means clustering algorithm using kd-trees

Pattern Recognition Letters

Combining advantages of new chromosome representation scheme and multi-objective genetic algorithms for better clustering

Intelligent Data Analysis

Evolutionary model selection in unsupervised learning

Intelligent Data Analysis

A genetic algorithm that exchanges neighboring centers for k-means clustering

Pattern Recognition Letters

A recommender system using GA K-means clustering in an online shopping market

Expert Systems with Applications: An International Journal

An overview of clustering methods

Intelligent Data Analysis

MAkE: Multiobjective algorithm for k-way equipartitioning of a point set

Applied Soft Computing

A Hybrid Clustering Algorithm Based on Honey Bees Mating Optimization and Greedy Randomized Adaptive Search Procedure

Learning and Intelligent Optimization

Genetic algorithm-based clustering approach for k-anonymization

Expert Systems with Applications: An International Journal

A new efficient approach in clustering ensembles

IDEAL'07 Proceedings of the 8th international conference on Intelligent data engineering and automated learning

Multi-objective Genetic Algorithms for grouping problems

Applied Intelligence

Using genetic algorithm for selection of initial cluster centers for the K-means method

ICAISC'10 Proceedings of the 10th international conference on Artifical intelligence and soft computing: Part II

Improving the performance of k-means for color quantization

Image and Vision Computing

An initialization method to simultaneously find initial cluster centers and the number of clusters for clustering categorical data

Knowledge-Based Systems

Customer grouping for better resources allocation using GA based clustering technique

Expert Systems with Applications: An International Journal

A cluster centers initialization method for clustering categorical data

Expert Systems with Applications: An International Journal

A comparative study of efficient initialization methods for the k-means clustering algorithm

Expert Systems with Applications: An International Journal

Detecting RNA sequences using two-stage SVM classifier

LSMS'07 Proceedings of the 2007 international conference on Life System Modeling and Simulation

Improved Parameterless K-Means: Auto-Generation Centroids and Distance Data Point Clusters

International Journal of Information Retrieval Research

Fast global k-means clustering based on local geometrical information

Information Sciences: an International Journal

Fast classification for large data sets via random selection clustering and Support Vector Machines

Intelligent Data Analysis