An empirical comparison of four initialization methods for the K-Means algorithm

Alternatives to the k-means algorithm that find better clusterings

Proceedings of the eleventh international conference on Information and knowledge management

A Fast Approximated k-Median Algorithm

Proceedings of the Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition

A GRASP Algorithm for Clustering

IBERAMIA 2002 Proceedings of the 8th Ibero-American Conference on AI: Advances in Artificial Intelligence

Evolving Fuzzy Decision Trees with Genetic Programming and Clustering

EuroGP '02 Proceedings of the 5th European Conference on Genetic Programming

Unsupervised clustering of dominant scenes in sports video

Pattern Recognition Letters

Real-time compression for dynamic 3D environments

MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia

Line Extraction in 2D Range Images for Mobile Robotics

Journal of Intelligent and Robotic Systems

Cluster center initialization algorithm for K-means clustering

Pattern Recognition Letters

Real-time multidepth stream compression

ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)

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

IEEE Transactions on Pattern Analysis and Machine Intelligence

A scalable algorithm for high-quality clustering of web snippets

Proceedings of the 2006 ACM symposium on Applied computing

An incremental network for on-line unsupervised classification and topology learning

Neural Networks

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

Pattern Recognition Letters

Hierarchical land cover information retrieval in object-oriented remote sensing image databases with native queries

ACM-SE 45 Proceedings of the 45th annual southeast regional conference

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

Intelligent Data Analysis

A k-mean clustering algorithm for mixed numeric and categorical data

Data & Knowledge Engineering

Clustering data with measurement errors

Computational Statistics & Data Analysis

Scale-invariant clustering with minimum volume ellipsoids

Computers and Operations Research

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

Hierarchical initialization approach for K-Means clustering

Pattern Recognition Letters

In search of deterministic methods for initializing K-means and Gaussian mixture clustering

Intelligent Data Analysis

Uncovering Hidden Spatial Patterns by Hidden Markov Model

GIScience '08 Proceedings of the 5th international conference on Geographic Information Science

Discovery of a User Interests on the Internet

WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01

A comprehensive validity index for clustering

Intelligent Data Analysis

Profit refiner of futures trading using clustering algorithm

Expert Systems with Applications: An International Journal

Initializing Partition-Optimization Algorithms

IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)

A new initialization method for categorical data clustering

Expert Systems with Applications: An International Journal

Effective spatial clustering methods for optimal facility establishment

Intelligent Data Analysis

K-means in space: a radiation sensitivity evaluation

ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning

An initialization method for the K-Means algorithm using neighborhood model

Computers & Mathematics with Applications

Fast approximate spectral clustering

Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining

Heuristic Search for Cluster Centroids: An Ant-Based Approach for FCM Initialization

ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part II

Single point iterative weighted fuzzy C-means clustering algorithm for remote sensing image segmentation

Pattern Recognition

Partition clustering of high dimensional low sample size data based on p-values

Computational Statistics & Data Analysis

Short communication: Optimising k-means clustering results with standard software packages

Computational Statistics & Data Analysis

A selection model for optimal fuzzy clustering algorithm and number of clusters based on competitive comprehensive fuzzy evaluation

IEEE Transactions on Fuzzy Systems

Iterative incremental shot clustering algorithm by Haar wavelets

IMSA '07 Proceedings of the Eleventh IASTED International Conference on Internet and Multimedia Systems and Applications

Multi-robot dispatching in a geographically constrained environment

CCDC'09 Proceedings of the 21st annual international conference on Chinese control and decision conference

Statistical estimate for the size of the protein structural vocabulary

ISBRA'07 Proceedings of the 3rd international conference on Bioinformatics research and applications

Comparison of the performance of center-based clustering algorithms

PAKDD'03 Proceedings of the 7th Pacific-Asia conference on Advances in knowledge discovery and data mining

A new efficient approach in clustering ensembles

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

An adaptive and efficient unsupervised shot clustering algorithm for sports video

DASFAA'07 Proceedings of the 12th international conference on Database systems for advanced applications

K-means clustering seeds initialization based on centrality, sparsity, and isotropy

IDEAL'09 Proceedings of the 10th international conference on Intelligent data engineering and automated learning

Autonomous and deterministic supervised fuzzy clustering with data imputation capabilities

Applied Soft Computing

Bandwidth adaptive hardware architecture of K-Means clustering for video analysis

IEEE Transactions on Very Large Scale Integration (VLSI) Systems

An improved rough clustering using discernibility based initial seed computation

ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications: Part I

Sparse nonnegative matrix factorization for protein sequence motif discovery

Expert Systems with Applications: An International Journal

Kml: A package to cluster longitudinal data

Computer Methods and Programs in Biomedicine

Autonomous and deterministic clustering for evidence-theoretic classifier

ICONIP'06 Proceedings of the 13th international conference on Neural Information Processing - Volume Part II

Integration of ant colony SOM and k-means for clustering analysis

KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part I

Neighborhood density method for selecting initial cluster centers in k-means clustering

PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining

Self-organizing maps as substitutes for k-means clustering

ICCS'05 Proceedings of the 5th international conference on Computational Science - Volume Part III

Topic-independent web high-quality page selection based on k-means clustering

AIRS'05 Proceedings of the Second Asia conference on Asia Information Retrieval Technology

Self-organizing map initialization

ICANN'05 Proceedings of the 15th international conference on Artificial Neural Networks: biological Inspirations - Volume Part I

An ACO-based clustering algorithm

ANTS'06 Proceedings of the 5th international conference on Ant Colony Optimization and Swarm Intelligence

Trail-and-Error approach for determining the number of clusters

ICMLC'05 Proceedings of the 4th international conference on Advances in Machine Learning and Cybernetics

Weighted k-means for density-biased clustering

DaWaK'05 Proceedings of the 7th international conference on Data Warehousing and Knowledge Discovery

Exploiting the trade-off — the benefits of multiple objectives in data clustering

EMO'05 Proceedings of the Third international conference on Evolutionary Multi-Criterion Optimization

Alternative clustering by utilizing multi-objective genetic algorithm with linked-list based chromosome encoding

MLDM'05 Proceedings of the 4th international conference on Machine Learning and Data Mining in Pattern Recognition

Speaker identification based on subtractive clustering algorithm with estimating number of clusters

TSD'05 Proceedings of the 8th international conference on Text, Speech and Dialogue

A cluster centers initialization method for clustering categorical data

Expert Systems with Applications: An International Journal

Fast global k-means with similarity functions algorithm

IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning

Privileged information for data clustering

Information Sciences: an International Journal

Graph based k-means clustering

Signal Processing

A framework for automatic TRIZ level of invention estimation of patents using natural language processing, knowledge-transfer and patent citation metrics

Computer-Aided Design

Clustering by analytic functions

Information Sciences: an International Journal

Short communication: An initial seed selection algorithm for k-means clustering of georeferenced data to improve replicability of cluster assignments for mapping application

Applied Soft Computing

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

Expert Systems with Applications: An International Journal

Energy supply network design optimization for distributed energy systems

Computers and Industrial Engineering

Efficient acquisition and clustering of local histograms for representing voxel neighborhoods

VG'10 Proceedings of the 8th IEEE/EG international conference on Volume Graphics

Distributed data mining patterns and services: an architecture and experiments

Concurrency and Computation: Practice & Experience

The effectiveness of lloyd-type methods for the k-means problem

Journal of the ACM (JACM)

Pattern recognition in satellite monitoring of water and ice surfaces

Pattern Recognition and Image Analysis

On initializations for the minkowski weighted k-means

IDA'12 Proceedings of the 11th international conference on Advances in Intelligent Data Analysis

Categorical-and-numerical-attribute data clustering based on a unified similarity metric without knowing cluster number

Pattern Recognition

An empirical evaluation of different initializations on the number of k-means iterations

MICAI'12 Proceedings of the 11th Mexican international conference on Advances in Artificial Intelligence - Volume Part I

QUAC: Quick unsupervised anisotropic clustering

Pattern Recognition

Deflation-based power iteration clustering

Applied Intelligence

Enhanced interval type-2 fuzzy c-means algorithm with improved initial center

Pattern Recognition Letters

Instability and cluster stability variance for real clusterings

Information Sciences: an International Journal