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Bigus J.P. Ч Data mining with neural networks
Bigus J.P. Ч Data mining with neural networks



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Ќазвание: Data mining with neural networks

јвтор: Bigus J.P.

јннотаци€:

Data Mining with Neural Networks targets executives, managers, and computer professionals with an explanation of data mining and neural networks from a business information and management prospective. The book focuses on the practical and competitive advantages provided by data mining and neural networks when used as strategic technologies within the business.


язык: en

–убрика: Computer science/

—татус предметного указател€: √отов указатель с номерами страниц

ed2k: ed2k stats

√од издани€: 1996

 оличество страниц: 220

ƒобавлена в каталог: 10.11.2005

ќперации: ѕоложить на полку | —копировать ссылку дл€ форума | —копировать ID
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ѕредметный указатель
Adaline model      27Ч28
Adaptive resonance theory (ART)      74Ч75 90 184
Agent communication language (ACL)      121
agents      see intelligent agents
Algorithms, clustering      13
Algorithms, genetic      199Ч205
Algorithms, rule output from an association      13
Analysis      99Ч101 187Ч188
Analysis, output      126
Analysis, sensitivity      100Ч101 161Ч162
Application Programming Interface (API)      112 151 175 188
Applications, data mining      16Ч20
Applications, data mining, customer ranking model      155Ч165
Applications, data mining, decision support      99
Applications, data mining, energy and utility      20 129
Applications, data mining, finance      18Ч19
Applications, data mining, health and medical      20
Applications, data mining, manufacturing      19Ч20
Applications, data mining, market segmentation      131Ч142
Applications, data mining, marketing      17
Applications, data mining, real estate pricing model      143Ч153
Applications, data mining, retail      17Ч18
Applications, data mining, sales forecasting      167Ч177
Applications, developing business      15Ч16
Applications, neural network      29
Applications, neural network, developing      109Ч110
Applications, neural network, transaction processing      110Ч111
Arithmetic logic unit (ALU)      34
artificial intelligence      27Ч28
ARTMAP      75
Associative memory      39
Back propagation      69Ч71 78 184 203
Back propagation, recurrent      73 184
Binary codes      53Ч54
Boltzmann network      76
Brokering agents      120
Business applications      15Ч16
central processing unit (CPU)      34
Classification      38 83Ч84
Clustering      13 38Ч39 84Ч85 105Ч106 107 140 142
Commercial agents      120
Common object request broker (CORBA)      121
Computer systems, digital architecture      34Ч35
Computer systems, early IBM      4
Computer systems, mainframe data storage      5
continuous values      54Ч55
Crossover      201Ч202
Customer ranking application      155Ч165
Customer ranking application, data representation      156Ч158
Customer ranking application, deploying      163
Customer ranking application, maintaining      163
Customer ranking application, selecting a model      158
Customer ranking application, selecting architecture      158
Customer ranking application, selecting data      156
Customer ranking application, sensitivity analysis      161Ч162
Customer ranking application, training/testing      158Ч161
DATA      43Ч59
Data mining, adding learning to agents through      124Ч125
Data mining, agent-directed      126Ч127
Data mining, applications      16Ч20 99 129
Data mining, automating using intelligent agents      125Ч127
Data mining, decision support applications      99
Data mining, definition/description      xiv 9
Data mining, functions      12
Data mining, overview      9Ч14
Data mining, process      xiv 1Ч2 10
Data representation      52Ч55 93 134Ч135 145Ч146 156Ч158 169Ч170
Data representation, binary codes      53Ч54
Data representation, continuous values      54Ч55
Data representation, discrete values      53
Data representation, impact on training time      55Ч56
Data representation, numeric      52Ч53
Data representation, one-of N codes      53
Data representation, symbolic      55
Data representation, thermometer codes      54
Data warehousing      6Ч9
Data warehousing, architectural diagram of      8
Data, cleansing      48Ч49 125
Data, preparing      125
Data, preprocessing      49Ч51 125Ч126
Data, quality      57Ч58
Data, quantity      57
Data, raw material      43Ч44
Data, segmenting with neural networks      136Ч138
data, selecting      49 125 132Ч134 145 156 168Ч169
Databases, modern systems      44Ч46
Databases, parallel      46Ч48
databases, relational      45
Databases, shared-nothing architectures      47Ч48
Databases, SMP architectures      46Ч47
Decision support systems (DSS)      14Ч15
Delta rule      70
Discrete values      53
Domain knowledge      106 121Ч124
Encoding      200
Energy and utility applications      20
Executive information systems (EIS)      14
Expert systems, fuzzy      123Ч124
Expert systems, rule-based      127
Expert systems, traditional      122Ч123
Filtering agents      117Ч118
Financial applications      18Ч19
Forecasting      39Ч40 86Ч87
Forecasting, time-series      70Ч71 86
Fuzzy logic      123Ч124 191Ч198
Fuzzy logic, definition/description      198
Fuzzy logic, neural networks and      197
Fuzzy rules      186Ч187 195Ч197 198
Fuzzy sets      192Ч194
Fuzzy variables      195
Generalized delta rule      69
Generalized regression neural network (GRNN)      76
Genetic algorithms      199Ч205
Gradient descent      69
Graphics, Hinton diagram      105
Graphics, neural network      103Ч104
Graphics, standard      102Ч103
Health and medical applications      20
Hinton diagram      105
Hopfield network      76
Information agents      118
Intelligent agents, adding learning to through data mining      124Ч125
Intelligent agents, automating data mining using      125Ч127
Intelligent agents, brokering      120
Intelligent agents, classification      127
Intelligent agents, commercial      120
Intelligent agents, definition/description      115Ч116
Intelligent agents, information      118
Intelligent agents, multiagent systems      120Ч121
Intelligent agents, office/work flow      119
Intelligent agents, ratering      117Ч118
Intelligent agents, system      119Ч120
Intelligent agents, types of      116Ч121
Intelligent agents, user interface      118Ч119
Interactive development environment (IDE)      180Ч181
Internet      118
Knowledge interchange format (KIF)      121
Knowledge query and manipulation language (KQML)      121
Kohonen feature maps      71Ч73 78 90 184
Learning Vector Quantization (LVQ)      71
Linguistic variables      195
Management information system (MIS)      6
Manufacturing applications      19Ч20
Mapping, symbolic      50Ч51
Market segmentation      131Ч142
Market segmentation, data representation      134Ч135
Market segmentation, segmenting data with neural networks      136Ч138
Market segmentation, selecting a model      135
Market segmentation, selecting architecture      135
Market segmentation, selecting data for      132Ч134
Marketing applications      17
Mean squared error (MSE)      85
Memory, associative      39
Modeling      39 85Ч86
Models and paradigms      68Ч76 183Ч185
Models and paradigms, adaptive resonance theory      74Ч75 90 184
Models and paradigms, architecture selection      126
Models and paradigms, architectures      93Ч94
Models and paradigms, automating the building process      94Ч95
Models and paradigms, back propagation      69Ч71 78 184 203
Models and paradigms, Boltzmann network      76
Models and paradigms, functions      77
Models and paradigms, generalized regression neural network      76
Models and paradigms, Hopfield network      76
Models and paradigms, Kohonen feature maps      71Ч73 78 90 184
Models and paradigms, learning      61Ч65
Models and paradigms, learning, reinforcement      64Ч65
Models and paradigms, learning, supervised      62Ч63
Models and paradigms, learning, unsupervised      63Ч64
Models and paradigms, probabilistic neural network      75Ч76
Models and paradigms, radial basis function      73Ч74 184Ч185
Models and paradigms, recurrent back propagation      73 184
Models and paradigms, selecting      76Ч77 92Ч93 146Ч147 158 170Ч171
Models and paradigms, temporal difference learning network      185
Mutation      202
networks and networking      see models and paradigms; neural networks
Neural network utility (NNU)      136Ч137 140 148Ч150 159Ч160 164 175 179Ч190
Neural network utility (NNU), analysis      187Ч188
Neural network utility (NNU), application generation function      182Ч183
Neural network utility (NNU), data preparation      181Ч183
Neural network utility (NNU), deploying applications      188Ч189
Neural network utility (NNU), fuzzy rule systems      186Ч187
Neural network utility (NNU), inspectors      187Ч188
Neural network utility (NNU), interactive development environment      180Ч181
Neural network utility (NNU), maintaining applications      188Ч189
Neural network utility (NNU), models and architectures      183Ч185
Neural network utility (NNU), product overview      179Ч180
Neural network utility (NNU), scripting      185
Neural network utility (NNU), training/testing      185
Neural network utility (NNU), translate filter      181Ч182 189
Neural network utility (NNU), visualization      187Ч188
Neural networks      23Ч42
Neural networks, commercial applications      29
Neural networks, computer metaphor vs. brain metaphor      26Ч30
Neural networks, decision-making process      34Ч36
Neural networks, definition/description      xiv
Neural networks, development process      91Ч94
Neural networks, development tools      29
Neural networks, functions      38Ч41
Neural networks, history      23Ч25
Neural networks, knowledge workers and      32Ч34
Neural networks, layers      78
Neural networks, learning parameters      82
Neural networks, learning process      37Ч38
Neural networks, maintaining      112Ч113
Neural networks, models      see models and paradigms
Neural networks, performance      113
Neural networks, symbol processing vs. subsymbolic processing      25Ч26
Neural networks, topologies      65Ч68
Neural networks, training      see training
Normalization      50
numeric data      52Ч53
object-oriented programming (OOP)      15
Office management agents      119
Online analytical processing (OLAP)      5
Operators, genetic      201Ч202
Parallel distributed processing (PDP)      28
Perceptron model      27Ч28
Prediction      39Ч40
Probabilistic neural network (PNN)      75Ч76
Programs and programming, object-oriented      15
Radial basis function (RBF)      73Ч74 184Ч185
Real estate application      143Ч153
Real estate application, data representation      145Ч146
Real estate application, deploying      151
Real estate application, maintaining      151
Real estate application, selecting a model      146Ч147
Real estate application, selecting architecture      146Ч147
Real estate application, selecting data      145
Real estate application, training/testing      147Ч151
Recurrent back propagation      73 184
Regression      39
Retail applications      17Ч18
Root mean squared (RMS)      85
Rule generation      101Ч102
Sales forecasting application      167Ч177
Sales forecasting application, data representation      169Ч170
Sales forecasting application, deploying      175Ч176
Sales forecasting application, maintaining      175Ч176
Sales forecasting application, selecting a model      170Ч171
Sales forecasting application, selecting architecture      170Ч171
Sales forecasting application, selecting data      168Ч169
Sales forecasting application, training/testing      171Ч175
Scaling      50
scripting      112 121 185
Segmentation      72 105Ч106 107 136Ч138 140 142
Segmentation market      131Ч142
Sensitivity analysis      100Ч101 161Ч162
Simple network management protocol (SNMP)      119
Store keeping unit (SKU)      50
Structured Query Language (SQL)      45 58
Symbolic data      55
Symmetrical multiprocessing (SMP)      46 58
System agents      119Ч120
System object model (SOM)      121
Taxonomies      50Ч51
Temporal difference learning network      185
Thermometer codes      54
Topologies, feedforward      65Ч66
Topologies, fully recurrent      67Ч68
Topologies, limited recurrent      66Ч67
Training      83Ч87 126 147Ч151 158Ч161 171Ч175 185
Training, avoiding overtraining      94
Training, classification process      83Ч84
Training, clustering process      84Ч85
Training, controlling process with learning parameters      87Ч91
Training, data representations and impact on time      55Ч56
Training, forecasting process      86Ч87
Training, managing data sets      56
Training, modeling process      85Ч86
Training, parameters      96
Training, supervised      88Ч89
Training, unsupervised      89Ч91
transaction processing      110Ч111
Translating, symbolic to numeric      51
User interface agents      118Ч119
Variables, discrete      53
Variables, fuzzy      195
Variables, linguistic      195
Visualization      102Ч106 187Ч188
Visualization, clustering      105Ч106
Visualization, Hinton diagram      105
Visualization, neural network graphics      103Ч104
Visualization, segmentation      105Ч106
Visualization, standard graphics      102Ч103
Work flow agents      119
World Wide Web (WWW)      118
Zadeh, Dr. Lotfi      192
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