Amazing technological breakthrough possible @S-Logix

Office Address

  • #5, First Floor, 4th Street Dr. Subbarayan Nagar Kodambakkam, Chennai-600 024 Landmark : Samiyar Madam
  • +91- 81240 01111

Social List

Survey of Clustering Algorithms - 2005

Survey Of Clustering Algorithms

Master Thesis Topics in Survey of Clustering Algorithms | S - Logix

Research Area:  Machine Learning


Data analysis plays an indispensable role for understanding various phenomena. Cluster analysis, primitive exploration with little or no prior knowledge, consists of research developed across a wide variety of communities. The diversity, on one hand, equips us with many tools. On the other hand, the profusion of options causes confusion. We survey clustering algorithms for data sets appearing in statistics, computer science, and machine learning, and illustrate their applications in some benchmark data sets, the traveling salesman problem, and bioinformatics, a new field attracting intensive efforts. Several tightly related topics, proximity measure, and cluster validation, are also discussed.

Data analysis
cluster analysis
primitive exploration
clustering algorithm
benchmark dataset
proximity measure
cluster validation

Author(s) Name:  Rui Xu; D. Wunsch

Journal name:  IEEE Transactions on Neural Networks

Conferrence name:  

Publisher name:  IEEE

DOI:  10.1109/TNN.2005.845141

Volume Information:  Volume: 16, Issue: 3, May 2005