Database Support for Data Mining Applications 数据发掘应用的数据库支持

书籍目录

I  Database Languages and Query Execution

　Inductive Databases and Multiple Uses of Frequent Itemsets: the cINQ　Approach

　Query Languages Supporting Descriptive Rule Mining: A Comparative　Study

　Declarative Data Mining Using SQL3

　Towards a Logic Query Language for Data Mining

　A Data Mining Query Language for Knowledge Discovery in a

　Towards Query Evaluation in Inductive Databases Using Version Spaces 

　The GUHA Method, Data Preprocessing and Mining

　Constraint Based Mining of First Order Sequences in SeqLog

II  Support for KDD-Process

　Interactivity, Scalability and Resource Control for Efficient KDD　Support in DBMS

　Frequent Itemset Discovery with SQL Using Universal Quantification

　Deducing Bounds on the Support of Itemsets

　Model-Independent Bounding Of the Supports of Boolean Formulae in　Binary Data

　Condensed Representations for Sets of Mining Queries

　One-Sided Instance-Based Boundary Sets

　Domain tructures in Filtering irrelevant Frequent Patterns

　Integrity Constraints over Association Rules

Author Index

作者简介

Data mining from traditional relational databases as well as from non-traditional ones such as semi-structured data, Web data, and scientific databases housing biological, linguistic, and sensor data has recently become a popular way of discovering hidden knowledge.

    This book on database support for data mining is developed to approaches exploiting the available database technology, declarative data mining, intelligent querying, and associated issues, such as optimization, indexing, query processing, languages, and constraints. Attention is also paid to the solution of data preprocessing problems, such as data cleaning, discretization, and sampling.

    The 16 reviewed full papers presented were carefully selected from various workshops and conferences to provide complete and competent coverage of the core issues. Some papers were developed within an EC funded project on discovering knowledge with inductive queries.

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