Cluster analysis by self-organizing maps: An application to the modelling of water quality in a treatment process

Some methods for classification and analysis of multivariate observations

James B. MacQueen · Defense Technical Information Center (DTIC) · 1967 · 22.8K citations

Natural Sciences, Mathematics, Statistical Computing +16

A Cluster Separation Measure

David L. Davies, Donald W. Bouldin · IEEE Transactions on Pattern Analysis and Machine Intelligence · 1979 · 8.8K citations

Computing, Data Science, Data Analytics +12

Review of the self-organizing map (SOM) approach in water resources: Analysis, modelling and application

Aman Mohammad Kalteh, P Hjorth, Ronny Berndtsson · Environmental Modelling & Software · 2007 · 521 citations

Natural Resources, Hydrology, Water Resources Management +14

A comparison of self-organizing map algorithm and some conventional statistical methods for ecological community ordination

J.L. Giraudel, Sovan Lek · Ecological Modelling · 2001 · 338 citations

Natural Resources, Ecology, Environmental Sciences +14

Process Monitoring and Modeling Using the Self-Organizing Map

Esa Alhoniemi, Jaakko Hollmén, Olli Simula et al. · Integrated Computer-Aided Engineering · 1999 · 206 citations

Computing, Data Science, Visualization +14