Data Warehousing and Mining: Concepts, Methodologies, Tools, and Applications: Concepts, Methodologies, Tools, and ApplicationsWang, John IGI Global, 2008年5月31日 - 4092 頁 Data Warehousing and Mining: Concepts, Methodologies, Tools, and Applications provides the most comprehensive compilation of research available in this emerging and increasingly important field. This six-volume set offers tools, designs, and outcomes of the utilization of data mining and warehousing technologies, such as algorithms, concept lattices, multidimensional data, and online analytical processing. With more than 225 chapters contributed by over 500 experts from 37 countries, this authoritative collection will provide libraries with the essential reference on data mining and warehousing. Data Warehousing and Mining: Concepts, Methodologies, Tools, and Applications is a must-have publication for every library. |
內容
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Chapter 420 A Data Mining Driven Approach for Web Classification and Filtering Based on Multimodal Content Analysis | 1958 |
Chapter 421 Acquiring Semantic Sibling Associations from Web Documents | 1987 |
Chapter 422 Traversal Pattern Mining in Web Usage Data | 2004 |
Chapter 423 Facilitating and Improving the Use of Web Services with Data Mining | 2022 |
Chapter 424 EMail Worm Detection Using Data Mining | 2036 |
Chapter 425 UserCentered Interactive Data Mining | 2051 |
Applications to Astronomy and Genetics | 2067 |
Chapter 427 Using Data Mining for Forecasting Data Management Needs | 2088 |
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Introduction to Data Mining and its Applications to Manufacturing | 146 |
Data Warehousing and OLAP | 169 |
Data Warehousing MultiDimensional Data Models and OLAP | 179 |
A Literature Overview of Fuzzy Database Modeling | 187 |
Conceptual Modeling Solutions for the Data Warehouse | 208 |
Pattern Comparison in Data Mining A Survey | 228 |
Pattern Mining and Clustering on Image Databases | 254 |
Conceptual Data Modeling Patterns Representation and Validation | 280 |
Mining Association Rules in Data Warehouses | 303 |
Exception Rules in Data Mining | 336 |
ProcessBased Data Mining | 343 |
Integration of Data Sources through Data Mining | 350 |
Ensemble Data Mining Methods | 356 |
Evaluation of Data Mining Methods | 364 |
Discovering an Effective Measure in Data Mining | 371 |
Data Warehousing and Data Mining Lessons and EC Companies | 381 |
Best Practices in Data Warehousing from the Federal Perspective | 389 |
Decision Support and Data Warehousing Challenges of a Global Information Environment | 397 |
An Experimental Replication with Data Warehouse Metrics | 408 |
Data Warehousing Solutions for Reporting Problems | 429 |
Development and Design Methodologies | 437 |
A MultiAgent Approach to Collaborative Knowledge Production | 438 |
A Framework for Organizational Data Analysis and Organizational Data Mining | 449 |
RuleBased Parsing for Web Data Extraction | 469 |
Conceptual and Systematic Design Approach for XML Document Warehouses | 485 |
A Framework for Efficient Association Rule Mining in XML Data | 509 |
A Methodology for Building XML Data Warehouses | 530 |
Applying UML for Modeling the Physical Design of Data Warehouses | 556 |
Physical Modeling of Data Warehouses Using UML Component and Deployment Diagrams Design and Implementation Issues | 591 |
GeoCache A Cache for GML Geographical Data | 622 |
A Java Technology Based Distributed Software Architecture for Web Usage Mining | 642 |
Spatial Data Warehouse Modelling | 659 |
Designing Secure Data Warehouses | 679 |
PrivacyPreserving Data Mining Developments and Directions | 693 |
A Service Discovery Model for Mobile AgentBased Distributed Data Mining | 705 |
Node Partitioned Data Warehouses Experimental Evidence and Improvements | 718 |
Managing Late Measurements in Data Warehouses | 738 |
Toward a GridBased ZeroLatency Data Warehousing Implementation for Continuous Data Streams Processing | 755 |
Data Warehouse Design to Support Customer Relationship Management Analyses | 787 |
An InformationTheoretic Framework for Process Structure and Data Mining | 810 |
DomainDriven Data Mining A Practical Methodology | 831 |
Metric Methods in Data Mining | 849 |
Mining GeoReferenced Databases A Way to Improve DecisionMaking | 880 |
OntologyBased Construction of Grid Data Mining Workflows | 913 |
Exploratory Time Series Data Mining by Genetic Clustering | 942 |
Two Rough Set Approaches to Mining Hop Extraction Data | 963 |
SemanticsAware Advanced OLAP Visualization of Multidimensional Data Cubes | 974 |
A Presentation Model and NonTraditional Visualization for OLAP | 1004 |
An OntologyBased Data Mediation Framework for Semantic Environments | 1037 |
Engineering Conceptual Data Models from Domain Ontologies A Critical Evaluation | 1068 |
Data Mining of Bayesian Network Structure Using a Semantic Genetic AlgorithmBased Approach | 1081 |
A Bayesian Framework for Improving Clusterng Accuracy of Protein Sequences Based on Association Rules | 1091 |
Improving Classification Accuracy of Decision Trees for Different Abstraction Levels of Data | 1103 |
Improving Similarity Search in Time Series Using Wavelets | 1116 |
ClusterBased Input Selection for Transparent Fuzzy Modeling | 1138 |
Combinatorial Fusion Analysis Methods and Practices of Combining Multiple Scoring Systems | 1157 |
Databases Modeling of Engineering Information | 1182 |
Novel Efficient Classifiers Based on Data Cube | 1205 |
Partially Supervised Classification Based on Weighted Unlabeled Samples Support Vector Machine | 1216 |
Periodic Streaming Data Reduction Using Flexible Adjustment of Time Section Size | 1231 |
Hybrid Query and Data Ordering for Fast and Progressive RangeAggregate Query Answering | 1250 |
Linguistic Rule Extraction from Support Vector Machine Classifiers | 1269 |
PreferenceBased Frequent Pattern Mining | 1280 |
Tools and Technologies | 1300 |
Algorithms for Data Mining | 1301 |
Super Computer Heterogeneous Classifier MetaEnsembles | 1320 |
Navigation Rules for Exploring Large Multidimensional Data Cubes | 1334 |
Use of Smart Tokens in Cleaning Integrated Warehouse Data | 1355 |
An Implemented Representation and Reasoning System for Creating and Exploiting Large Knowledge Bases of Narrative Information | 1376 |
SpatioTemporal Prediction Using Data Mining Tools | 1400 |
Data Mining Using Qualitative Information on the Web | 1416 |
Computational Intelligence Techniques Driven Intelligent Agents for Web Data Mining and Information Retrieval | 1435 |
Internet Data Mining Using Statistical Techniques | 1446 |
Mining EMail Data | 1454 |
Exploiting Captions for Web Data Mining | 1461 |
AgentMediated Knowledge Acquisition for User Profiling | 1486 |
Mobile User Data Mining and its Applications | 1502 |
Mobile Phone Customer Type Discrimination via Stochastic Gradient Boosting | 1519 |
Intelligent Cache Management for Mobile Data Warehouse Systems | 1539 |
VRMiner A Tool for Multimedia Database Mining with Virtual Reality | 1557 |
Spatial Navigation Assistance System for Large Virtual Environments The Data Mining Approach | 1573 |
Bitmap Indices for Data Warehouses | 1590 |
Indexing in Data Warehouses Bitmaps and Beyond | 1606 |
Visualization Techniques for Data Mining | 1623 |
Chapter 321 Video Data Mining | 1631 |
Interactive Visual Data Mining | 1638 |
Data Mining in Gene Expression Data Analysis A Survey | 1643 |
A Haplotype Analysis System for Genes Discovery of Common Diseases | 1674 |
Utilization and Application | 1688 |
Strategic Utilization of Data Mining | 1689 |
Biological Data Mining | 1696 |
Biomedical Data Mining Using RBF Neural Networks | 1706 |
Bioinformatics Data Management and Data Mining | 1714 |
Deterministic Motif Mining in Protein Databases | 1722 |
Differential Association Rules Understanding Annotations in Protein Interaction Networks | 1747 |
Data Mining and Knowledge Discovery in Metabolomics | 1759 |
Comparative Genome Annotation Systems | 1784 |
The Application of Data Mining Techniques in Health Plan Population Management A Disease Management Approach | 1799 |
Data Mining Medical Digital Libraries | 1810 |
Chapter 411 Data Mining in Diabetes Diagnosis and Detection | 1817 |
Concepts | 1825 |
Implementation | 1840 |
Challenges of Data Mining for Credit Scoring | 1855 |
Chapter 415 A TOPSIS Data Mining Demonstration and Application to Credit Scoring | 1877 |
Chapter 416 The Utilization of Business Intelligence and Data Mining in the Insurance Marketplace | 1888 |
Chapter 417 OntologyBased Data Warehousing and Mining Approaches in Petroleum Industries | 1901 |
Overlap and Distance of the Search Engine Results | 1926 |
Chapter 419 Data Mining in Web Services Discovery and Monitoring | 1938 |
Chapter 428 Visual Data Mining for Discovering Association Rules | 2105 |
Chapter 429 Generalization Data Mining in Fuzzy ObjectOriented Databases | 2121 |
Extracting Fuzzy Rules from Numerical Patterns | 2141 |
Chapter 431 Empowering the OLAP Technology to Support Complex Dimension Hierarchies | 2164 |
An Explanatory Study of a Customer Relationship Management Application | 2185 |
Chapter 433 Statistical Sampling to Instantiate Materialized View Selection Problems in Data Warehouses | 2201 |
Chapter 434 Development of Control Signatures with a Hybrid Data Mining and Genetic Algorithm | 2226 |
Chapter 435 Feature Selection for the Promoter Recognition and Prediction Problem | 2248 |
Chapter 436 Data Warehousing Search Engine | 2263 |
Section 5 Organizationl and Social Implications | 2272 |
Chapter 51 Data Mining in Practice | 2273 |
Chapter 52 Model Identification through Data Mining | 2281 |
An Introduction | 2289 |
Chapter 54 Constructionist Perspective of Organizational Data Mining | 2296 |
Chapter 55 The Role of Data Mining in Organizational Cognition | 2302 |
Normative and Cognitive Factors in Data Mining | 2316 |
Chapter 57 Design of a Data Model for Social Network Applications | 2338 |
Chapter 58 Humanities Data Warehousing | 2364 |
Chapter 59 Data Mining in Human Resources | 2371 |
Chapter 510 Privacy Preserving Data Mining Concepts Techniques and Evaluation Methodologies | 2379 |
Chapter 511 PrivacyPreserving Data Mining and the Need for Confluence of Research and Practice | 2402 |
Chapter 512 Data Mining in the Federal Government | 2421 |
Chapter 513 Data Warehousing and the Organization of Governmental Databases | 2427 |
Managing Risk in Lending and Credit Card Activities | 2438 |
Chapter 515 Data Mining for Credit Scoring | 2449 |
Chapter 516 Credit Card Users Data Mining | 2464 |
Chapter 517 Data Mining for Supply Chain Management in Complex Networks | 2468 |
Chapter 518 Neural NetworkBased Stock Market Return Forecasting Using Data Mining for Variable Reduction | 2476 |
A DecisionTree Approach | 2494 |
Chapter 520 Data Mining Techniques and Medical Decision Making for Urological Dysfunction | 2506 |
Chapter 521 Heuristics in Medical Data Mining | 2517 |
Chapter 522 An Approach to Mining Crime Patterns | 2523 |
Chapter 523 Web Usage Mining Data Preparation | 2551 |
Chapter 524 Classification of 3G Mobile Phone Customers | 2558 |
Chapter 525 Impediments to Exploratory Data Mining Success | 2566 |
Section 6 Managerial Impact | 2583 |
Tools Technologies and Applications | 2584 |
Chapter 62 Data Mining and Decision Support for Business and Science | 2618 |
Chapter 63 Data Warehouse Interoperability for the Extended Enterprise | 2626 |
Chapter 64 Data Warehousing and Mining in Supply Chains | 2637 |
Chapter 65 Management of Data Streams for LargeScale Data Mining | 2644 |
Chapter 66 Customized Recommendation Mechanism Based on Web Data Mining and CaseBased Reasoning | 2659 |
Data Mining for Management Decisions in Corporate Special Digital and Traditional Libraries | 2673 |
Chapter 68 Expanding Data Mining Power with System Dynamics | 2688 |
Chapter 69 Data Mining and Mobile Business Data | 2697 |
Chapter 610 Neural Data Mining System for TrustBased Evaluation in Smart Organizations | 2704 |
Chapter 611 Data Mining in Franchise Organizations | 2722 |
The Art of Data Mining in Retailing | 2734 |
The 3M Experience | 2749 |
The Case of WalMart | 2762 |
Chapter 615 A Porter Framework for Understanding the Strategic Potential of Data Mining for the Australian Banking Industry | 2772 |
Chapter 616 Data Mining for Combining Forecasts in Inventory Management | 2792 |
Chapter 617 Analytical Customer Requirement Analysis Based on Data Mining | 2798 |
Chapter 618 Predicting Future Customers via Ensembling Gradually Expanded Trees | 2816 |
Chapter 619 Marketing Data Mining | 2824 |
Section 7 Critical Issues | 2833 |
Chapter 71 Ethics of Data Mining | 2834 |
Chapter 72 Ethical Dilemmas in Data Mining and Warehousing | 2841 |
Chapter 73 Privacy and Confidentiality Issues in Data Mining | 2850 |
Chapter 74 Privacy Implications of Organizational Data Mining | 2856 |
Chapter 75 Privacy in Data Mining Textbooks | 2872 |
Chapter 76 Data Mining for Intrusion Detection | 2880 |
Integration Issues and Challenges | 2888 |
Chapter 78 A Data Mining Approach to Formulating a Successful Purchasing Negotiation Strategy | 2900 |
Should Artificial Neural Networks Be Used To Analyse Trauma Audit Data? | 2915 |
Chapter 710 A Data Mining Approach to Diagnosing Student Learning Problems in Science Courses | 2928 |
Chapter 711 Effective Intelligent Data Mining Using DempsterShafer Theory | 2943 |
Chapter 712 An Intelligent Support System Integrating Data Mining and Online Analytical Processing | 2964 |
Chapter 713 A Successive Decision Tree Approach to Mining Remotely Sensed Image Data | 2978 |
Chapter 714 Mining for Mutually Exclusive Items in Transaction Databases | 2993 |
Chapter 715 ReSampling Based Data Mining Using Rough Set Theory | 3005 |
Chapter 716 Data Mining with Incomplete Data | 3027 |
Chapter 717 Routing Attribute Data Mining Based on Rough Set Theory | 3033 |
Chapter 718 Data Warehouse Refreshment | 3049 |
Chapter 719 An Algebraic Approach to Data Quality Metrics for Entity Resolution Over Large Datasets | 3067 |
Chapter 720 A Hybrid Approach for Data Warehouse View Selection | 3085 |
A Proxy Approach | 3116 |
The Data Warehouse of Frequent Itemsets Tactics Approach | 3142 |
Chapter 723 A HyperHeuristic for Descriptive Rule Induction | 3164 |
Chapter 724 Improved Data Partitioning for Building Large ROLAP Data Cubes in Parallel | 3176 |
A Study Using a CommonSense Realistic Ontology | 3194 |
Chapter 726 Robust Classification Based on Correlations Between Attributes | 3212 |
Chapter 727 Finding NonCoincidental Sporadic Rules Using AprioriInverse | 3222 |
Chapter 728 Discovering Surprising Instances of Simpsons Paradox in Hierarchical Multidimensional Data | 3234 |
Chapter 729 Discovering Frequent Embedded Subtree Patterns from Large Databases of Unordered Labeled Trees | 3252 |
Chapter 730 A Single Pass Algorithm for Discovering Significant Intervals in TimeSeries Data | 3272 |
A Sequence Clustering Algorithm for Web Personalization | 3285 |
A MetaLearning Approach | 3308 |
Chapter 733 A Parallel Implementation Scheme of Relational Tables Based on Multidimensional Extendible Array | 3324 |
Section 8 Emerging Trends | 3345 |
Chapter 81 Toward Integrating Data Warehousing with Data Mining Techniques | 3346 |
Chapter 82 Combining Data Warehousing and Data Mining Techniques for Web Log Analysis | 3364 |
From Schematic to Systematic | 3386 |
Chapter 84 Web Technology and Data Warehouse Synergies | 3411 |
A Requirement for Web Warehousing and Knowledge Management | 3416 |
Chapter 86 An Immune Systems Approach for Classifying Mobile Phone Usage | 3440 |
Chapter 87 User Interface Formalization in Visual Data Mining | 3451 |
Chapter 88 Mining in SpatioTemporal Databases | 3477 |
Chapter 89 Algebraic Reconstruction Technique in Image Reconstruction Based on Data Mining | 3493 |
Chapter 810 Evolutionary Induction of Mixed Decision Trees | 3509 |
Chapter 811 Semantic Data Mining | 3524 |
Chapter 812 Metadata and OntologyBased Semantic Web Mining | 3531 |
Chapter 813 Integrating Semantic Knowledge with Web Usage Mining for Personalization | 3557 |
Chapter 814 Mining in Music Databases | 3586 |
Chapter 815 Multimedia Data Mining Concept | 3611 |
Chapter 816 Robust Face Recognition for Data Mining | 3621 |
Chapter 817 Data Mining and Homeland Security | 3630 |
Chapter 818 Homeland Security Data Mining and Link Analysis | 3639 |
A Survey | 3645 |
An Overview | 3662 |
Chapter 821 Mining Clinical Trial Data | 3675 |
Chapter 822 Vertical Database Design for Scalable Data Mining | 3694 |
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常見字詞
agents algorithm analysis applications approach association rules attributes called Chapter classification clustering complex component Computer concepts Conference considered constraints contains cost created data mining data warehouse data warehousing database dataset decision defined definition dependency described diagram dimension discovery discussed distributed document domain elements Engineering evaluation example existing extract fact Figure function fuzzy given Group hierarchy identify implementation important instance integration interesting International issues knowledge learning Management measure methods metrics networks node objects OLAP operations organization partitioning patterns performance possible prediction presented problem Proceedings proposed protein query records reference relationship represent requirements Retrieved schema selection shows similar solution sources spatial specific step stored structure Table task techniques tion transaction University values