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Marmanis H., Babenko D. — Algorithms of the intelligent web
Marmanis H., Babenko D. — Algorithms of the intelligent web



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Название: Algorithms of the intelligent web

Авторы: Marmanis H., Babenko D.

Аннотация:

Modern web application hype revolves around a rich UI experience. A lesser-known aspect of modern applications is the use of techniques that enable the intelligent processing of information and add value that can't be delivered by other means. Examples of success stories based on these techniques abound, and include household names such as Google, Netflix, and Amazon. This book describes how to build the algorithms that form the core of intelligence in these applications.
The book covers five important categories of algorithms: search, recommendations, groupings, classification, and the combination of classifiers. A separate book could be written on each of these topics, and clearly exhaustive coverage isn't a goal of this book. This book is an introduction to the fundamentals of these five topics. It's an attempt to present the basic algorithms of intelligent applications rather than an attempt to cover completely all algorithms of computational intelligence. The book is written for the widest audience possible and relies on a minimum of prerequisite knowledge.


Язык: en

Рубрика: Computer science/

Серия: Сделано в холле

Статус предметного указателя: Готов указатель с номерами страниц

ed2k: ed2k stats

Год издания: 2009

Количество страниц: 345

Добавлена в каталог: 16.05.2011

Операции: Положить на полку | Скопировать ссылку для форума | Скопировать ID
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Предметный указатель
Ratings, range      71
RDF      13
RDF, Site Summary      13
Recall      221
Recommendation engine      70—71
Recommendation engine, based on CF      82
Recommendation engine, basic concepts      308
Recommendation engine, code optimizations      89
Recommendation engine, combinations      99—100
Recommendation engine, content based item-item      99
Recommendation engine, data normalization      108
Recommendation engine, ensemble methods      118
Recommendation engine, neighbor selection      108
Recommendation engine, score normalization      103
Recommendation engine, similarity      71
Recommendation engine, types      79
Recommendation engine, user based      80
Recommendation example, music song online store      70
Recommendation example, online music store      80
Recommendation heuristics      103
Recommendation ratings, value range      118
Recommendation system, news stories      308
Recommendation system, size issues      115
recommendations      3
Recommendations, accuracy evaluation      116
Recommendations, ancient proverb      80
Recommendations, based on content      92
Recommendations, cost evaluation      105
Recommendations, evaluation for      116
Recommendations, large systems      108
Recommendations, live update      115
Recommendations, quality      115
Recommendations, real-time      115
Recommendations, response time      110
Recommendations, roundoff-error minimization      118
RecommendationType, ITEM_PENALTY_BASED      311
Recommender combination, based on averaging      105
Recommender combination, based on voting      105
Reference encoding      62
Reference structures      5 165
Reference structures, dictionaries      5
Reference structures, knowledge bases      5
Reference structures, ontologies      5
Regression algorithms      172
Reina, Cory A.      131
Relative, proximity      134
Relative, ranking      102
Relevance score      29 286
Relevance score, combination      68
Relevance score, generalization      92
Relevance, subjectivity      46
Repository of knowledge      9
Representational motivation      233
Representational State Transfer      see “REST”
Representations of knowledge      165
Resource Description Framework      see “RDF”
Rest      14
Rete      170
Rete, algorithm      189 192
ReteOO      190
Retirement      238
RFC      4287 14
Richardson, Leonard      14
RMSE      116
RMSEEstimator      116
Robust Clustering Using Links      see “ROCK”
ROC, curves      222
ROC, graphs      222
Rock      130 146
ROCK, algorithm      161—162 300 304
ROCK, algorithm details      148
ROCK, algorithms tweaks      315
ROCK, formula explanation      150
ROCK, goodness measure      149
ROCK, initialization stage      149
ROCK, key idea      147
ROCK, link structure      149
ROCK, termination criteria      149
ROCKAlgorithm      146—147 303 315
ROCKClusters class      149
Root mean square error      see “RMSE”
Roundoff error      111
Roundoff error, magnitude of      119
Roundoff error, minimize      118
RSS      13
RSS2.0      14
Ruby, Sam      14
Rule Engine      189
Rule engine, authoring      193
Rule engine, runtime      193
Rule-based classification      188
RuleEngine      228
RuleQuest      171
Rules, AccumulateFunction      194
Rules, attribute salience      197
Rules, ChainedProperties      194
Rules, ClassificationResult      191
Rules, Dialect      194
Rules, Email      191
Rules, engine      165
Rules, global statement      191
Rules, isSpamEmail      191
Rules, Package instance      194
Rules, PackageBuilder      194
Rules, PackageBuilderConfiguration      194
Rules, RuleBase      194
Rules, RuleEngine      193
Rules, StatefulSession      194
Rules, WorkingMemory      194
SAAJ      15
Salesforce      9
Salience      198
Sampling, distribution estimation      257
Sampling, with replacement      257
SAP      15
SAS      145
Scalable Vector Graphics      see “SVG”
ScanScout      9
Schatzker, classification system      166
Score, relevance      29
Scoring, index page      45
screen scraping      13
scripting      317
Search engines, tuning      64
Search engines, turning point in web history      3
Search personalization, user clicks      45
Search quality      64
Search quality, metrics      64
Search validation, precision      64
Search validation, precision/recall plot      65
Search validation, recall      64
Searching      21 30 282
Searching, analysis stage      31
Searching, basic stages      29
Searching, beyond indexing      32
Searching, credibility      65
Searching, efficient data structures      61
Searching, intention      33
Searching, large-scale issues      61
Searching, link analysis      32
Searching, Lucene and PageRank scores      43
Searching, PageRank      34
Searching, reference encoding      62
Searching, relevance      46
Searching, relevance score      29
SearchResult      29
Second order effects      101
See5      171
selectBestMatchingTopic      299
Selection strategies      264
selectLongestStory      299 315
selectRepresentativeStory      315
Self-organizing maps      229
Semantic ontology      167
Semantics      288 328
Semiotics      198
Serialized PHP      14
setTopTerms      297
SFDataset      134
Sheikholeslami, Gholamhosein      130
Shortest path metric      130
Similarity      71
Similarity matrix      134
Similarity matrix, sparsity      84
Similarity matrix, upper triangular form      84
Similarity of content      92
Similarity, ad hoc threshold      104
Similarity, best empirical results      79
Similarity, between friends      81
Similarity, calculation of      76 84
Similarity, code optimization      82
Similarity, common misconception      79
Similarity, compares proximity      71
Similarity, cosine      95
Similarity, evaluation fagade      87
Similarity, formula selection      79
Similarity, formulas      77
Similarity, heuristic      78
Similarity, hybrid models      99
Similarity, item      89
Similarity, Jaccard metric      84
Similarity, large scale comparisons of      79
Similarity, linear correlation coefficient      110
Similarity, measures      73
Similarity, metrics      117
Similarity, music songs      89
Similarity, naive      78
Similarity, normalization      89 104
Similarity, plotting      74
Similarity, ratio of the common items      78
Similarity, related to cognition      74
Similarity, shortcomings      77
Similarity, symmetric matrix      84
Similarity, symmetrical property      84
Similarity, visual representation      74
Simple Access Object Protocol      see “SOAP”
Single-link algorithms      135
Single-link algorithms, chain effect      142
Single-link algorithms, computational complexity      136
Single-link algorithms, MST      139
Single-link algorithms, proximity threshold      135
SingleLinkAlgorithm      134
Singletons      140 146 294 301 305
Singletons, large number      303
Six Apart      9
SOAP      15
SOAP 1.1      15
SOAP 1.2      15
Soar      170
Social networking sites, two most visited      6
SOII      166
SortedArrayClustering      126—127
SourceForge-like data      134
SourceForge.net      123
Spam Assassin      175
Spam, documents      56
Spam, filtering      174
Spam, pages      32
spamRules.drl      191
spamRulesWithConflict.drl      198
Spanning tree      139
Sparse matrices      35
Spearman rank-order correlation      112
Spearman rank-order correlation, coefficient      119
Specialization      227
Specificity      221
Spectral clustering      130
Spectral methods      63
Speech synthesis      327
Spencer, Thomas H.      161
Spiders      13
Sports news      284
SQL query, ORDER BY      124
SQL, clustering with      124
SQL, statements      124
SQLEM algorithm      161
Staab, Steffan      165
Standard deviation      111
Standard normal distribution      254
StandardAnalyzer      30—31 95 178 283
StandardTokenizer      31
Statistic choice      251
Statistic q      255
Statistically significant      250
Stochasticity adjustment      36
Stock, forecasting      3
StoryRecommender      310—311
Structural algorithms      171
Structural algorithms, functional      171
Structural algorithms, numerical approximation      171
Structures, flat reference      167
Structures, hierarchical reference      167
Studer, Rudi      165
Supercluster      302 305
Supercluster, avoidance      308
Supercluster, breakup      307
Supervised learning      220
Supervised learning, semiempirical approach      224
Support vector machines      see “SVM”
Surfer, random      35
SVG      1
SVM      16
Swing      292
Swing, client      301—302
Synapse      201—202
Synapse, weight      202
Syndicated content      13
Syndication-specific language      14
Taijan, Robert E.      161
Tanimoto metric      117
Taxicab geometry      118
Teaser rates      234
Technology articles, email spam      290
Technology news      284
Teleportation mechanism      34
Tells      200
Term vectors      59
Termination criteria      129 149
Test, difference of proportions      233 250
Test-users.txt      243
text analysis      59
Text analysis, noise reduction      95
Text analysis, stemming      95
Text analysis, stop words      95
Text analysis, word disambiguation      97
Text, multilingual      284
text, tokenizing      30
Text, understanding freely typed      4
Textmining      30 55 283
Textual analysis      178
Textual information, representation      95
Threshold parameter      129
Threshold value, statistical test      250
Tianji      9
Tibshirani, Robert      172
Tide field      27
timestamp      47
tm-extractor      55
Token, frequency of occurrence      59
Tokenizer, grammar-based      31
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