Kohonen T. — Self-organizing maps :: Электронная библиотека попечительского совета мехмата МГУ

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Kohonen T. — Self-organizing maps

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Название: Self-organizing maps

Автор: Kohonen T.

Аннотация:

The Self-Organizing Map (SOM), with its variants, is the most popular artificial neural network algorithm in the unsupervised learning category. Many fields of science have adopted the SOM as a standard analytical tool: in statistics,signal processing, control theory, financial analyses, experimental physics, chemistry and medicine. A new area is organization of very large document collections. The SOM is also one of the most realistic models of the biological brain functions.This new edition includes a survey of over 2000 contemporary studies to cover the newest results; the case examples were provided with detailed formulae, illustrations and tables; a new chapter on software tools for SOM was written, other chapters were extended or reorganized.

Язык:

Рубрика: Физика/Нелинейная динамика, Хаос/

Статус предметного указателя: Готов указатель с номерами страниц

ed2k: ed2k stats

Издание: third edition

Год издания: 2001

Количество страниц: 501

Добавлена в каталог: 15.09.2005

Операции: Положить на полку | Скопировать ссылку для форума | Скопировать ID

Предметный указатель

Labeling      295 314
Land-value appraisal      366
Landmark      295
Latent semantic indexing      287
Lateral connection strength      180
Lateral control      178
Lateral control of plasticity      184
Lateral feedback      178
Lateral inhibition      103
Lateral interaction      86 178 351
Leakage effect      179
Leaky integrator      88
Learning      110
Learning equation      185
Learning factor      178
Learning law      91 92 95
Learning matrix      73
Learning subspace method      53 75
Learning Vector Quantization      86 245
Learning-rate factor      91 111 130 144 184 193 212 312
Learning-rate time constant      92
Leave one out      279
Lesion detection      369
Levenshtein distance      22 67 205
Levenshtein distance, weighted      22 28
Lexical acces      27
Lexicon      367
Linde — Buzo — Gray algorithm      62
Line figures      265
Linear adaptive model      95
Linear array      128
linear combination      5 13 34 46 47 223
Linear dependence      5
Linear discriminant function      42
Linear equation      15
Linear equations, systems of      11 15
Linear independence      5
Linear manifold      5
Linear operator      8
Linear Predictive Coding      209
Linear projection      34
Linear subspace      5 34 46 217 218
Linear transformation      8
Linear transversal equalizer      305
Linearization      299
Linearly dependent set      220
Linguistic data      367
Lipreading of videophone      359
Liver tissue classification      360
Load prediction      363 366
Load-data analysis      366
Local factor      169
Local factor loading      169
Local feature      29 217 267
Local functional order      212
Local order      86
Local principal component      166
Localized response      110
Location of response      85
Logical equivalence      20
Look-up table      299
Lookup table      308 368
Loss effect      179
Loss function      41
Loss term      88
Low-accuracy representation      332
LPC tandem operation      362
Lung-sound classification      365
LVQ-SOM      261
LVQ.PAK      315 370
LVQ1      246
LVQ2      252
LVQ3      253
LVQNET      370
Lyapunov function      356
Machine vision      358
Machine-state analysis      269
Machine-vibration analysis      363
MADALINE      85
Magic factor      37
Magic TV      120
Magnetic-resonance image      360
Magneto-encephalography      365
Magnification factor      152 189 356 357
Mahalanobis distance      19
Majority voting      27 39 69
Manifold      29 46 217
Manufacturing system      364
Many-particle interactions      73
Map file      321
Markov model      280
Markov process      128 354 355
Massively parallel computation      82
Matching      20 27 29
Matching criterion      191
Mathematical derivations of SOM      127—139 353
MATLAB      317
Matrix      8
Matrix differential calculus      15
Matrix differential equation      15
Matrix equation      14 15
Matrix norm      15
Matrix operation      10
Matrix product      8
Matrix, derivative      16
Matrix, diagonal      10
Matrix, dimensionality      8
Matrix, eigenvalue      11
Matrix, eigenvector      11
Matrix, elementary      15
Matrix, idempotent      14
Matrix, indexing      8
Matrix, inverse      14
Matrix, nonsingular      14
Matrix, null space      13
Matrix, partitioning      10
Matrix, positive definite      14
Matrix, positive semidefinite      14
Matrix, power      16
Matrix, pseudoinverse      42
Matrix, range      13
Matrix, rank      14
Matrix, singular      14
Matrix, symmetric      10 12
Matrix, trace of      15
Matrix, unit      10
Matrix-vector product      9
Maximum posterior probability distance      23
Maximum selector      332
McCulloch — Pitts network      89
MDS      35
mean field      185
Median      28
Medical imaging      358 360
Mellin transformation      267
Membership function      368
Membrane model      78
Memory effect      91
Memoryless model      89
Merging      45 46
Messenger      71 77 184
Metaplasticity      178
Metastable configuration      145
Metastable state      145 356
Metric      4 39
Metric vector      269
Mexican hat      178 184
Microbial systems characterization      365
Microscopic analysis      359
Midplane      59

MIMD computer      339
Minimal environment representation      360
Minimal spanning tree      45 162 201
Minimum search      338
Minimum selector      330
Minimum-description-length principle      64 279
Minkowski metric      18 147
Misarticulation detection      361
Mismatching      20
Missing data      165 313
Mobile robot      364
Mode map      352
Model      71 102 106
Modular SOM      351
Momentum      281
Momentum term      352 357
Monitoring      269
Monitoring of learning      161
Moore — Penrose pseudoinverse matrix      42
Most probable trajectory      93
Motion planning      364
Motor cortex functional characterization      366
Motor cortical discharge pattern      365
Multi-faculty structure      368
Multi-stage SOM      351
Multidimensional data      263
Multidimensional scaling      34
Multilayer perceptron      73 85 368
Multilayer SOM      351
Multilingual speech database      361
Multiple image patterns      359
Multiple keywords      25
Multiple response      332
Multiple TSP      368
Multiple-valued logic      20
Multiresolution hierarchy      351
Multistability      83
Multiuser on a Prolog database      366
Muscle biopsy      360
Musical pattern analysis      362
N-gram      26 29
Natural choice      213
Natural language      104
Natural-sentence analysis      367
Nearest neighbor      59
Nearest-neighbor classification      39 249
Nearest-neighbor rule      246
Neighbor-star kinematics      359
Neighborhood      103 193 198 200 312
Neighborhood function      111 145 146 185 209 338 356
Neighborhood set      107 111 128 133 138 145
Nenet      318
Neural cell      73
Neural equalizer      305
Neural gas      193 203
Neural information processing      78
Neural medium      90
Neural modeling      71
Neural plasticity      100
Neuro-fuzzy controller      363
Neurocomputer      329 338
Neurolinguistics      367
neuron      73
Nitric oxide      184
NO hypothesis      184
Noncommutativity      10 16
Nonidentical input      191
Nonlinear dynamic model      87 88 179 330
Nonlinear equation, solution      139
Nonlinear-system identification      368
Nonmetric multidimensional scaling      37
Nonnegative definite matrix      14
Nonparametric regression      105 191 200 368
Nonsingularity      14
Nonvectorial variables      28
Norm      4
Norm, consistent      15
Normal distribution      12
Normalization      92 115 160 165 210 269 313
Nuclear-power-plant transient diagnostics      370
Nucleic acid analysis      365
Nucleic-acid-sequence motif identification      360
Nucleus      77 100
Null space      13
Numerical optimization      192
Object-orientation detection      359
Objective function      43
Oblique orientation of SOM      195
Observation matrix      10
OCR      369
Ocular-dominance band modeling      366
Odor classification      362
Odor sensory quantity expression      370
Oil transformer      271
Old winner      170 293
OLVQ1      250
OLVQ3      250
One-dimensional SOM      128—138
Operator      8 207
Operator map      194 207—211
Operator product      8
Optical character reader      360
Optical computing      371
Optical pattern      2
Optical-holography computer      371
Optimal decision      245
Optimal learning-rate factor      143—145
Optimal map      161
Optimization      191
Optimization of logical proofs      367
Optimized learning rate      250
Order, definition of      109 354
Ordered projection      177
Ordered set      8
Ordering condition      356
Ordering measure      356
Orientation of character, detection      360
Orthogonal basis      6
Orthogonal complement      6
Orthogonal projection      6 32 55 56 218
Orthogonal projection operator      48
Orthogonal rotation      34
Orthogonal Space      6
Orthogonal vector basis      7
Orthogonality      4 265
Orthogonalization      7
Orthography      275
Orthonormal basis      32
Orthonormalization      226
Oscillation      183
Outlier      200
Output response      210
Overlapping maps      189
Overlearning      256
Paper characterization      359
Paper machine quality control      363
Paper-quality measurement      369
Paradigm      71 72
Parallel associative processor      371
Parallel computer      370
Parallelized batch map      294
Parametric change      90
Parametric classification      42
Parametrization of fibre bundles      368
Parametrization of manifolds      368
Parametrized SOM      351
Parsing      367
Part-family classification      359
Partial derivative of matrix      16
Partial differential equations      76

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