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