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Data mining query language design and implementation.

Xiaolei Yuan. / Thesis submitted in: December 2003. / Thesis (M.Phil.)--Chinese University of Hong Kong, 2004. / Includes bibliographical references (leaves 95-101). / Abstracts in English and Chinese. / Chapter 1 --- Introduction --- p.1 / Chapter 1.1 --- Background --- p.1 / Chapter 1.1.1 --- Data Mining: A New Wave of Database Applications --- p.1 / Chapter 1.1.2 --- Association Rule Mining --- p.4 / Chapter 1.2 --- Motivation --- p.7 / Chapter 1.3 --- Main Contribution --- p.8 / Chapter 1.4 --- Thesis Organization --- p.9 / Chapter 2 --- Literature Review --- p.10 / Chapter 2.1 --- Data mining and association rule mining --- p.10 / Chapter 2.2 --- Integration data mining with DBMS --- p.11 / Chapter 2.3 --- Query language design for association rule mining --- p.12 / Chapter 2.4 --- Unified data mining models --- p.15 / Chapter 2.5 --- Other topics --- p.15 / Chapter 3 --- A New Data Mining Query Language M2MQL --- p.17 / Chapter 3.1 --- Simple item-based association rule --- p.18 / Chapter 3.1.1 --- One rule set --- p.19 / Chapter 3.1.2 --- Rule set and Source data set --- p.22 / Chapter 3.1.3 --- New rule sets from existing ones --- p.24 / Chapter 3.2 --- Generalized item-based association rules --- p.25 / Chapter 3.3 --- CREATE RULE and SELECT RULE Primitive --- p.32 / Chapter 4 --- The Algebra in M2MQL --- p.33 / Chapter 4.1 --- Review of nested relations --- p.33 / Chapter 4.1.1 --- Concepts of nested relation --- p.34 / Chapter 4.1.2 --- Nested relation and association rule mining --- p.35 / Chapter 4.2 --- Nested relational algebra --- p.36 / Chapter 4.3 --- Specific data mining algebra --- p.39 / Chapter 4.3.1 --- POWERSET p --- p.40 / Chapter 4.3.2 --- SET-CONTAINMENT-JOIN xc --- p.40 / Chapter 4.3.3 --- Functional operators --- p.42 / Chapter 5 --- Mining On Top of M2MQL --- p.50 / Chapter 5.1 --- Problem statement --- p.50 / Chapter 5.2 --- Frequency Counting Phase --- p.52 / Chapter 5.3 --- Frequent Itemset Generation Phase --- p.54 / Chapter 5.4 --- Rule Generation Phase --- p.57 / Chapter 5.5 --- Summary --- p.64 / Chapter 6 --- Conclusions and Future Work --- p.65 / Chapter 6.1 --- What we have achieved --- p.65 / Chapter 6.2 --- What is ahead --- p.66 / Chapter 6.2.1 --- Issues of Query Optimization --- p.66 / Chapter 6.2.2 --- Issues of Expanding Table Forms --- p.67 / Chapter A --- General Syntax of M2MQL --- p.68 / Chapter B --- Syntax and Example for MSQL --- p.71 / Chapter B.1 --- Syntax of MSQL --- p.71 / Chapter B.2 --- Example --- p.73 / Chapter C --- Syntax and Example for MINE RULE --- p.76 / Chapter C.1 --- syntax of MINE RULE --- p.76 / Chapter C.2 --- Example --- p.77 / Chapter C.2.1 --- Counting Groups --- p.78 / Chapter C.2.2 --- Making Couples of Clusters --- p.79 / Chapter C.2.3 --- Extracting Bodies --- p.80 / Chapter C.2.4 --- Extracting Rules --- p.80 / Bibliography --- p.83

Identiferoai:union.ndltd.org:cuhk.edu.hk/oai:cuhk-dr:cuhk_324824
Date January 2004
ContributorsYuan, Xiaolei., Chinese University of Hong Kong Graduate School. Division of Systems Engineering and Engineering Management.
Source SetsThe Chinese University of Hong Kong
LanguageEnglish, Chinese
Detected LanguageEnglish
TypeText, bibliography
Formatprint, ix, 101 leaves : ill. ; 30 cm.
RightsUse of this resource is governed by the terms and conditions of the Creative Commons “Attribution-NonCommercial-NoDerivatives 4.0 International” License (http://creativecommons.org/licenses/by-nc-nd/4.0/)

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