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DATA MINING (THE KOHONEN NETWORK (KNOWN ALSO SELF-ORGANIZING MAP (ANALYSIS…
DATA MINING
THE KOHONEN NETWORK
COMPUTATIONAL METHOD
KNOWN ALSO SELF-ORGANIZING MAP
ANALYSIS OF HIGH-DIMENTIONAL
VISUALIZATION
NEURAL NETWORKS
ASSOCIATIVE MEMORY
ADAPTIVE LEARNING
THE HOPFIELD NETWORK
TWO POPULAR FORMS
GRADED NEURONS
BINARY NEURONS
CONTENT-ADDRESSABLE MEMORY
BINARY THRESHOLD NODES
RECURRENT ARTIFICIAL NEURAL NETWORKS
LOCAL MINIMUM
SYNAPTIC CONNECTION PATTERN
THE BOLTZMANN MACHINE
MARKOV RANDOM FIELD
SET OF RANDOM VARIABLES
UNDIRECTED GRAPH :
STOCHASTIC RECURRENT NEURAL NETWORKS
FEEDFORWARD NEURAL NETWORKS
ARTIFICIAL NEURAL NETWORKS
DIRECTED CYCLES :
COMPETITIVE LEARNING
MODELS
SELF-ORGANIZING MAPS
VECTOR QUANTIZATION
ARTIFICIAL NEURAL NETWORKS
NODE
UNSUPERVISED LEARNING
HEBBIAN LEARNING
BACK PROPAGATION NEURAL NETWORKS
POTENTIAL APPLICATION
CHEMICAL DEVELOPMENT
CHEMICAL RESEARCH
INTRODUCED SILICON IMPLEMENTATIONS OF NEURAL NETWORK ALGORITHMS
SMALLER FIRMS
INTEL
AT & T BELL LABS
MOTOROLA
HITACHI
THE ADAPTIVE RESONANCE THEORY
REAL -TIME HYPOTHESIS TESTING
PREDICTION
RECOGNIZE
CATEGORIZE
created by: STEPHEN GORSSBERG in 1987
3 specific systems
ART KNOWLEDGE DISCOVERIES
BIASED ART
SELF-SUPERVISED ART
BRAIN PROCESS
COGNITION
NEURAL NETWORK MODELS
