Data mining: an overview from a database perspective

MS Chen, J Han, PS Yu - IEEE Transactions on Knowledge …, 1996 - ieeexplore.ieee.org
Mining information and knowledge from large databases has been recognized by many
researchers as a key research topic in database systems and machine learning, and by …

The role of Occam's razor in knowledge discovery

P Domingos - Data mining and knowledge discovery, 1999 - Springer
Many KDD systems incorporate an implicit or explicit preference for simpler models, but this
use of “Occam's razor” has been strongly criticized by several authors (eg, Schaffer, 1993; …

[图书][B] 决策支持系统(DSS) 理论· 方法· 案例

高洪深 - 2005 - books.google.com
Page 1 中国计算机学 CCF 中国计算机学会 学术著作丛书 高洪深著 决策支持系统(DSS) 理论·方法
·案例 (第3版) 抹 水 HONIS UNIVERSITY PRESS 清华大学出版社 Page 2 . Page 3 Page 4 …

[图书][B] Data mining: concepts and techniques

J Han, J Pei, H Tong - 2022 - books.google.com
Data Mining: Concepts and Techniques, Fourth Edition introduces concepts, principles, and
methods for mining patterns, knowledge, and models from various kinds of data for diverse …

An apriori-based algorithm for mining frequent substructures from graph data

A Inokuchi, T Washio, H Motoda - … 2000 Lyon, France, September 13–16 …, 2000 - Springer
This paper proposes a novel approach named AGM to efficiently mine the association rules
among the frequently appearing sub-structures in a given graph data set. A graph …

[图书][B] Geographic data mining and knowledge discovery

HJ Miller, J Han - 2009 - taylorfrancis.com
The Definitive Volume on Cutting-Edge Exploratory Analysis of Massive Spatial and
Spatiotemporal DatabasesSince the publication of the first edition of Geographic Data …

[图书][B] Intelligent data analysis: an introduction

MR Berthold, DJ Hand - 2007 - books.google.com
This monograph is a detailed introductory presentation of the key classes of intelligent data
analysis methods. The twelve coherently written chapters by leading experts provide …

A general incremental technique for maintaining discovered association rules

DW Cheung, SD Lee, B Kao - Database Systems For Advanced …, 1997 - World Scientific
A more general incremental updating technique is developed for maintaining the
association rules discovered in a database in the cases including insertion, deletion, and …

A survey of methods for scaling up inductive algorithms

F Provost, V Kolluri - Data mining and knowledge discovery, 1999 - Springer
One of the defining challenges for the KDD research community is to enable inductive
learning algorithms to mine very large databases. This paper summarizes, categorizes, and …

MSQL: A query language for database mining

T Imieliński, A Virmani - Data Mining and Knowledge Discovery, 1999 - Springer
The tremendous number of rules generated in the mining process makes it necessary for
any good data mining system to provide for powerful query primitives to post-process the …