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                    | Marmanis H., Babenko D. — Algorithms of the intelligent web |  
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                    | Предметный указатель |  
                    | | 10-fold cross-validation      221 2 distribution      255—256
 2 statistic      251 274—275
 Abstract syntax tree      see “AST”
 Accuracy      221
 Accuracy differences      251
 Activation rule      203
 Adaboost      234 265 267 276
 Adaptive resampling      265 276
 Adjacency, list      62
 Adjacency, matrix      134
 Adjustable mortgages      234
 Adjustment, primitivity      36
 Adjustment, stochasticity      36
 Aggarwal, C.C.      160
 Agglomerative hierarchical algorithms      129
 Aggregated content      5
 Aggregating classifiers      263
 AI      16
 AI, utility problem      190
 Aitken extrapolation      63
 Algorithms      5
 Algorithms, agglomerative hierarchical      129
 Algorithms, applicability limitations      18
 Algorithms, application context      278
 Algorithms, arc-x4      269
 Algorithms, average-length      137
 Algorithms, average-link      138
 Algorithms, BIRCH      131
 Algorithms, Borvka_fs      141
 Algorithms, classification      164
 Algorithms, clustering      302
 Algorithms, computational time estimation      19
 Algorithms, constrained clustering      130
 Algorithms, density-based      151
 Algorithms, divisive hierarchical      129
 Algorithms, Expectation-Maximization      161
 Algorithms, gradient-descent learning      218
 Algorithms, graph theoretic      139
 Algorithms, k-means      142
 Algorithms, KISS      19
 Algorithms, Kruskaljs      141
 Algorithms, link-based      132
 Algorithms, NaiveBayes      172
 Algorithms, nearest neighbor      129
 Algorithms, parallelization      18
 Algorithms, partitional      129 142
 Algorithms, ranking      286
 Algorithms, regression      172
 Algorithms, Rete      192
 Algorithms, ROCK      147 300
 Algorithms, scalability      18
 Algorithms, single-link      135
 Algorithms, SQLEM      161
 Algorithms, structural      171
 Alpha      62
 Amazon.com      108—109
 Amazon.com, among first with recommendations      3
 Amazon.com, item to item approach      92
 Analysis, link      22
 Analysis, user click      22 33
 Analyzer, lexical      31
 analyzing      30 282
 AND      227
 Android      287
 Anscombe’s quartet      112
 ANTLR      193
 Apache axis      15
 Apache CXF, supports numerous standards      15
 Apache POI project      30 283
 Apache Shindig      9
 Application intelligence      279
 arc-fs      276
 arc-x4      234 265 267 276
 arc-x4 algorithms      269
 arc-x4 algorithms, crux      271
 arc-x4 algorithms, fourth power      271
 Arcing      265
 Armstrong, Lance      23 175
 arrays, sorting      125
 Arthur, David      145
 Artificial data      241
 Artificial data, generation      239
 artificial intelligence      see “AI”
 assignTopicToCluster      297—298
 assignTopicToStory      297 299
 Assumption of independence      254
 AST      193
 atom      13
 Atom, not RFD-based      14
 Atom, syndication format      14
 Attribute      175
 Attribute selection      273
 Attribute selection, news portal      313
 Automatic categorization      174
 Average distance      137
 Average-link algorithm      137—138
 AverageLinkAlgorithm      134
 Back propagation algorithms, termination conditions      218
 Backward chaining      189
 BadUserType      239
 Bagging      257 263
 Bagging, algorithm      258
 Bagging, data diversity      258
 Bagging, independent classifiers      265
 Bagging, premise of      258
 Bagging, tweaks      260
 Bagging, tweaks and tips      276
 BaggingCreditClassifier      258—260
 BaggingCreditClassifier, accuracy and execution time      259
 Bankruptcy, significance      235
 Base recommenders, enhancement      107
 BaseConcept      297
 BaseLayer      216
 Baselnstance      178 297
 BaseNN      208 213—214
 Basic search, load, index, search      24
 BasicWebCrawler      27 282
 Bayes theorem      49 172 182 227
 Bayes theorem formula, output      184
 Bayes theorem input probability, evidence      48
 Bayes theorem input probability, likelihood      48
 Bayes theorem input probability, prior probability      48
 Bayes theorem output probability, posterior probability      49
 Bayes theorem, attribute independence, assumption      183
 Bayes theorem, conditional probability      182
 Bayes theorem, evidence      182
 Bayes theorem, likelihood      182
 Bayes theorem, naive assumption      51
 Bayes theorem, posterior probability      182
 Bayes theorem, prior probability      182
 Bayesian, belief networks      182
 Bayesian, networks      172
 Bayesian, neural networks      330
 BeanShell      317
 Bernoulli process      221
 Beyer, Kevin      160
 Bias vs. generalization      19
 Binary classification      174 178
 Binary information, difficulty in processing      9
 BIRCH, algorithm      131
 BIRCH, clustering algorithm      158
 Black box trap      205
 Black — Sholes option pricing model      331
 Boltzmann machines      330
 Boorah      13
 BoostCreditClassifier      267
 Boosting      234 265
 Boosting, computational performance      267
 Boosting, main idea      265
 
 | Boosting, strategy      67 BoostingARCX4Classifier      268—269
 BoostingCreditClassifier      268
 Bootstrap      222 257
 Bootstrap, aggregating      234 257
 Bootstrap, process      258
 BootstrapTrainingSetBuilder      261 276
 Borvka, Otaker      161
 Borvka_fs algorithm      141
 Bradley, Paul S.      131
 Breiman, Leo      265
 Brin, Sergey      33
 BSD license      30
 Building intelligence      12
 Business news      284
 C5.0      171
 Calculation of similarity      84
 Car ownership      236
 categorical data      130
 Categories      164
 Categories, internet newsgroups      166
 Categories, newspaper articles      166
 Categories, restaurant menu      166
 Categorization, automatic      174
 Categorization, email      187
 Celtix by IONA      see “Apache CXF”
 Centroid      142
 Centroid, initial selection      145
 Centroid, role      143
 Cereghini, Paul      161
 CF      80
 CF, item based      89
 CF, requirements      80
 CFOI      166
 Chain effect      142
 Chebyshev polynomial      63
 Chi-square      251 274
 Chi2      251
 Chronological age      235
 Cinematch      3 107
 City block metric      118
 CJK, tokenizing      31
 Classification      48 289
 Classification accuracy, statistically insignificant      258
 Classification attributes, large number effect      166
 Classification system, CFOI      166
 Classification system, ICD-10      166
 Classification system, Library of Congress      166
 Classification system, Linnaean      166
 Classification system, OIIC      166
 Classification system, Schatzker      166
 Classification system, SOII      166
 Classification training, attribute value coverage      223
 Classification training, representative data      223
 Classification training, scaling characteristics      224
 Classification training, statistical assessment      224
 Classification, algorithms      164—165
 Classification, binary      169 174 178
 Classification, content noise reduction      293
 Classification, continuous values      169
 Classification, correct      243
 Classification, cost      221
 Classification, cross-referencing      304
 Classification, data noise effects      206
 Classification, discrete values      169
 Classification, distance-based algorithms      169
 Classification, email      228
 Classification, erroneous      243
 Classification, flat class structure      169
 Classification, forecasting      169
 Classification, generalization vs. specialization      178
 Classification, groups of instances      294
 Classification, hierarchical class, structure      169
 Classification, majority vote rule      295
 Classification, multiclass      169 174 178
 Classification, neural networks      165 169
 Classification, news categories      294
 Classification, newsgroups      294
 Classification, order effect      288
 Classification, overview      169
 Classification, performance characteristics      250
 Classification, region of influence      233
 Classification, regression algorithms      169
 Classification, representative news story      299
 Classification, rule-based      188
 Classification, rule-based algorithms      169
 Classification, runtime      250
 Classification, runtime performance      224
 Classification, specialization vs. generalization      178
 Classification, statistical algorithms      169 172
 Classification, strategy      288
 Classification, structural algorithms      169—170
 Classification, training time      250
 Classification, utility problem      225
 Classification, wrong decision impact      222
 ClassificationStrategy      297 314
 ClassificationStrategyImpl      294—295 297 299 314
 Classifier ensemble, incremental growth      265
 Classifier training, user clicks      48
 ClassifierEnsemble      260—261 263 268 271
 ClassifierResults      251
 Classifiers      48
 Classifiers, aggregating      263
 Classifiers, combination      232
 Classifiers, comparison      233
 Classifiers, decision tree      266
 Classifiers, ensembles      263
 Classifiers, fusion      232
 Classifiers, lifecycle stages      173
 Classifiers, metaclasser scheme      173
 Classifiers, pair-wise comparisons      250
 Classifiers, selection      232 256 275
 Classifiers, sensitivity      207
 Classifiers, stable      245
 Classifiers, training stage      173
 Classifiers, unstable      245 258
 Classifiers, validation stage      173
 Classify-cluster approach      293
 Classify-Cluster-DS      292
 ClassifyClusters      299
 ClassifyStories      299
 Cleansing news stories      285
 Clearspring      9
 Clementine      171
 CLIPS      170
 Cluster centroid, center of mass analogy      143
 Cluster formation, goodness      315
 Cluster, discovery      125
 Cluster, formations      140
 Cluster, invariance      306
 Cluster, structure      128
 Cluster-classify approach      293
 Cluster-Classify-DS      292
 Clustering      289
 Clustering algorithm, BIRCH      158
 Clustering algorithm, combinations      162
 Clustering and ordering      124
 Clustering applications, creation of social networks      122
 Clustering applications, like-minded individuals      122
 Clustering applications, targeted advertisement      122
 Clustering attribute, age      123
 Clustering attribute, education level      123
 Clustering attribute, income range      123
 Clustering attribute, paid participation      123
 Clustering attribute, professional skills      123
 Clustering attribute, social relationship rating      123
 Clustering by age      127
 Clustering by cluster structure      129
 Clustering by data size      131
 Clustering by data structure      130
 
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