Self-Organizing Rules for Robust Principal Component Analysis

A principal components analysis self-organizing neural network model and computational experiment

We propose a new self-organizing neural model that performs principal components analysis. It is also related to the adaptive subspace self-organizing map (ASSOM) network, but its training equations are simpler. Experimental results are reported, which show that the new model has better performance than the ASSOM network. KeywordsSelf-organization; Principal component analysis; Competitive lear...

An application of principal component analysis and logistic regression to facilitate production scheduling decision support system: an automotive industry case

Production planning and control (PPC) systems have to deal with rising complexity and dynamics. The complexity of planning tasks is due to some existing multiple variables and dynamic factors derived from uncertainties surrounding the PPC. Although literatures on exact scheduling algorithms, simulation approaches, and heuristic methods are extensive in production planning, they seem to be ineff...

The Principal Components Analysis Self-Organizing Map

We propose a new self-organizing neural model that performs principal components analysis. It is also related to the adaptive subspace self-organizing map (ASSOM) network, but its training equations are simpler. Experimental results are reported, which show that the new model has better performance than the ASSOM network.

ستفاده ‎از خوشه‎بندی‌های پیاپی نقشه خودسازمانده برای بهبود پیش‌بینی پیک ‎بار الکتریکی روزانه مبتنی بر شبکه‌های عصبی پیشخوراند

Semantic Correspondence of Database Schema from Heterogeneous Databases using Self-Organizing Map

This paper provides a framework for semantic correspondence of heterogeneous databases using selforganizing map. It solves the problem of overlapping between different databases due to their different schemas. Clustering technique using self-organizing maps (SOM) is tested and evaluated to assess its performance when using different kinds of data. Preprocessing of database is performed prior to...