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Wolkenhauser O. — Data Engineering: Fuzzy Mathematics in Systems Theory and Data Analysis
Wolkenhauser O. — Data Engineering: Fuzzy Mathematics in Systems Theory and Data Analysis



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Название: Data Engineering: Fuzzy Mathematics in Systems Theory and Data Analysis

Автор: Wolkenhauser O.

Аннотация:

System scientists wielding the tools of fuzzy math have a central role to play in modeling increasingly complex engineering and operations research problems of an interdisciplinary nature, according to the author. To cope with real world uncertainties and provide a philosophical and practical guide to system modeling, system identification, and decision-making, several methodologies are presented from probability theory, possibility theory, and fuzzy mathematics. Appends material on sets, relations, and mapping; measuring forecast accuracy; clustering; measuring spaces and integrals; unbiasedness of estimators; statistical reasoning; and frequency analysis. Wolkenhauer is affiliated with the U. of Manchester Institute of Science and Technology


Язык: en

Рубрика: Математика/Вероятность/Статистика и приложения/

Статус предметного указателя: Готов указатель с номерами страниц

ed2k: ed2k stats

Год издания: 2001

Количество страниц: 287

Добавлена в каталог: 15.06.2005

Операции: Положить на полку | Скопировать ссылку для форума | Скопировать ID
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Предметный указатель
Fuzzy restriction      113 134 136 198—199 211
Fuzzy set      34
Gain      67
Gaussian kernel      175
Gaussian kernel, multi-dimensional      175
Graph      70 235
Graph, fuzzy      82 105—106 138 163 204 226
Groupoid      107
Groupoid, associative      107
histogram      75 209 212
Identification      70 73
Identification, fuzzy-system      82 85
Image      235
Image, direct      235
Image, inverse      131 235
Image, measure      241
Implication      118
Implication, Dienes — Rescher      157
Implication, fuzzy      157 221
Implication, Godel      158
Implication, Lukasiewicz      158
Implication, material      154
Implication, product      158
Implication, Zadeh      158
Indistinguishability      145 147
Induction      74 225
Inequality, Menger’s      149 152
Inequality, triangle      94
Inequality, ultrametric      149
Inference engine, Dienes — Rescher      165 170
Inference engine, fuzzy      104 163 187 221
Inference engine, fuzzy, composition-based      162 220
Inference engine, Lukasiewicz      165 170
Inference engine, minimum      164 168
Inference engine, product      164 167—169
Inference engine, singleton input      166
Inference engine, Takagi-Sugeno      222
Inference engine, Zadeh      165
Inference, composition-based      162 170 221
Inference, individual-rule-based      163—165 169 203 221
Inference, subjective      246
Inference, two-step      74
Innovation      39
Integral commutative complete lattice monoid      107
Integral, Fourier      50
Integral, fuzzy      34 243
Integral, Lebesgue      35 243
Integral, Lebesgue — Stieltjes      243
Integral, Riemann      34 242
Integral, Sugeno      34 243
Label      88
Lagrange multipliers      90 98
Lagrangian      90
Lattice      106—107 154 233
Lattice, Boolean      107
Lattice, bounded      107
Lattice, complemented      107
Lattice, complete      107
Lattice, distributive      106—107 201
Law of non-contradiction      206
Law of the excluded middle      156 198 206
Learning      70 73
Learning, predictive      73—74
Learning, unsupervised      85 124
Least-squares criterion      31 36—37 42 46 90 126
Least-squares polynomial      47
Least-squares principle      215
Least-squares problem      49 126
Least-squares solution      36 50 83 89 117
Level      199
Linear composite      96—97
Linguistic term      183
Linkage      6 17
Linkage, partial      8—10
Linkage, total      7 9
Linked, totally      7
Local connectivity criterion      239
Logic, bivalent      108 227
Logic, Boolean (two-valued)      155
Logic, fuzzy      106 154 206
Logic, fuzzy, propositional      108
Logic, intuistic      107
Logic, Lukasiewicz      107 186
Logic, probabilistic      154
Logic, probability      186
Logic, two-valued      154
Logic, Zadeh      185 188
Map, inverse      131
Map, multi-valued      132
Map, multi-valued, observable      220
Map, natural      87
Map, point-valued      130
Mapping      235
Mapping, bijective      107
Mapping, composite      159
Mapping, fuzzy      203 219
Markov chain      17
Markov chain, discrete-time      18
Matrix, autocorrelation      59
Matrix, correlation      59
Matrix, covariance      58—59 62 65 80 82 96 99—100 175
Matrix, covariance, cluster      110 121
Matrix, covariance, sample      88 100
Matrix, data      85—86
Matrix, gain      64
Matrix, norm-inducing      111 121
Matrix, partition      85—86 92 102 177 219
Matrix, partition, fuzzy      82 108—109 112
Matrix, partition, initial      110 123
Matrix, proximity      239
Matrix, regressor      117
Matrix, relation      239
Matrix, relation, similarity      239
Matrix, state-transition      22
Matrix, system      25 98
Matrix, transformation      97 99
Matrix, transition      25 65
Matrix, weighting      117
Maximum Likelihood Estimation      31
Mean      32—33 36 41 45 54 56 58 75 80 125 167 245
Mean, sample      33 57 88 100
Measurability      130
Measure      241
Measure, distance      102
Measure, fuzzy      31 34—35 243 245
Measure, Lebesgue      241
Measure, necessity      207—208
Measure, possibility      35 134 207 215
Measure, probability      31 34—35 74 131—132 207 215
Measure, proximity      85 147 211
Metric      146
Metric, pseudo-      150 219
Metric, ultra-      151
Model, abstract      33
Model, ARMA      55
Model, ARX      71
Model, autoregressive      37 71 136 220
Model, basis function expansion      109
Model, c-regression      124 218
Model, canonical      14
Model, conjunctive      219
Model, continuous-time      25
Model, dynamic      53 62
Model, formal      1—3 17 70 148 151 214 225
Model, fuzzy      36 78 82 109 136 141 203 219
Model, fuzzy-c-regression      124 126
Model, global      14 24
Model, input-output      24 37
Model, internal      13—15 24
Model, Klawonn’s similarity-based      220
Model, linear      31
Model, linear parametric      44
Model, Linguistic      82 113—114 116 222
Model, linguistic conjunctive      162 220
Model, mixture density      52 125
Model, NARX      71 112
Model, nonlinear      82
Model, piecewise-linear      144
Model, prediction      136 220
Model, probabilistic      100 216
Model, quantitative      168
Model, quasi-linear      116
Model, random-set      135—136 141 144 220
Model, regression      3 37 72 124 126
Model, regression, linear      78
Model, regression, multiple      82
Model, regression, switching      82 124 218
Model, Relational      82
Model, rule-based      82 109
Model, singleton      117
Model, state-space      15 24
Model, state-space, continuous-time      25
Model, state-space, discrete-time      25
Model, Takagi-Sugeno      82 113—114 116 118 222
Model, Takagi-Sugeno, affine linear      113
Model, Takagi-Sugeno, conjunctive      118
Model, theoretical      33
Model, time-series      41
Model, uncertainty      138
Model, uncertainty, local      24 129 135—136 139 144
Modelling, fuzzy      104 108
Modelling, fuzzy random set      139
Modelling, localized      74
Modelling, NARX      108
Modelling, probabilistic      75
Modelling, uncertainty      84
Monoid      107
Moore — Penrose pseudoinverse      40
Multi-variate      135
Multi-variate adaptive regression splines      116
Network, neurofuzzy spline      117
Network, Radial Basis Function      78 116 217
Non-interactivity      201
Norm, Euclidean      57 88 110
Norm, inner-product      88 111 121
Norm, Lukasiewicz      94 149
Norm, Mahalonobis      88 96
Norm, triangular (t-)      93—94 107 112 124 149 152
Object      70 85 88 93 99 108 123
Observability      24
Observable      1 4—5 10—11 20 70 136
Optimality      65 182
Orbit      16
Ordered pair      3 12 70 197 233
Ordered triple      13
Orthogonality      31 43 48—49 61—62
Outcome, elementary      241
Paradox, barber      205
Paradox, liar      205
Paradox, Poincare      94 124 145 147 150
PARAMETER      11
Parsimony      96
Partition      7 86 232—233
Partition, crisp-c-      125
Partition, fuzzy      83 89 95 106 206 209 211
Partition, fuzzy-e-      124
Partition, hard-c-      87 89
Partition, nested      239
Parzen window      174
Pattern recognition      85 123
Phase-plane      186 195
Plausibility      132
Point, crisp      106
Point, fuzzy      105—106
Population      247
Possibility      35 155 197
PRECISION      152
Prediction, localized      74
Prediction, single-valued      138
Predictor      71
Premise      118—119
Principal component analysis      96
probability      32 35 79 197
Probability, conditional      41
Probability, joint      148
Probability, lower      132
Probability, posterior      125 174—175
Probability, prior      174
Probability, subjective      132 154
Probability, upper      132
Process, autoregressive      111
Process, discrete-time      54
Process, dynamic      1
Process, ergodic      81
Process, non-stationary      139
Process, nonlinear      139
Process, stationary      56
Process, stochastic      15 27 31 53—55
Process, stochastic, independent Gaussian vector-valued      62
Process, stochastic, orthogonal      58
Process, stochastic, uncorrelated      57
Process, white noise      55
Proposition      157
Proposition, antecedent      113
Proposition, atomic      155
Proposition, consequent      114
Proposition, logical      148 153
Proposition, primitive      154
Prototype      93 121 126
Prototype, duster      86 91 102 105 121
Pullback      202
Quantifier      155 225
Quotient      106 108
Quotient, fuzzy      93 106 108
Random noise      72
RANGE      235
Reachability      24
Reasoning, approximate      106 108 138 145 155 157 204 219
Reasoning, inductive      2
Reasoning, qualitative      168
Reasoning, similarity-based      104
Reasoning, statistical      246
Reflexivity      93
Regressand      36 82
Regression      73
Regression line      41—42 44—45 96
Regression surface      41
Regression vector      36
Regression, linear      216
Regression, linear parametric      37—38 69 71 73
Regressor      82 113 121
Regressor, orthogonal      42
Regressors      36
Relation      154 233
Relation, asymmetrical      108
Relation, binary      200 239
Relation, compatibility      200
Relation, crisp      146
Relation, entailment      227
Relation, equivalence      5 7 10 84 92—93 108 145—146 234 236
Relation, equivalence, crisp      219
Relation, equivalence, fuzzy      92 107 149 152
Relation, equivalence, hard      89
Relation, equivalence, reflexive      86
Relation, equivalence, symmetric      86
Relation, equivalence, transitive      86 219
Relation, formal      151
Relation, fuzzy      82 108 123 145 148 150 152 157 159 163 168 200 204 219
Relation, fuzzy, reflexive      149
Relation, fuzzy, symmetric      149
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