Frequent pattern mining: current status and future directions

J Han, H Cheng, D Xin, X Yan - Data mining and knowledge discovery, 2007 - Springer
Frequent pattern mining has been a focused theme in data mining research for over a
decade. Abundant literature has been dedicated to this research and tremendous progress …

[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 …

Mining frequent patterns without candidate generation

J Han, J Pei, Y Yin - ACM sigmod record, 2000 - dl.acm.org
Mining frequent patterns in transaction databases, time-series databases, and many other
kinds of databases has been studied popularly in data mining research. Most of the previous …

Principles of data mining

DJ Hand - Drug safety, 2007 - Springer
Data mining is the discovery of interesting, unexpected or valuable structures in large
datasets. As such, it has two rather different aspects. One of these concerns large …

Mining frequent patterns without candidate generation: A frequent-pattern tree approach

J Han, J Pei, Y Yin, R Mao - Data mining and knowledge discovery, 2004 - Springer
Mining frequent patterns in transaction databases, time-series databases, and many other
kinds of databases has been studied popularly in data mining research. Most of the previous …

[图书][B] Advanced data mining techniques

DL Olson, D Delen - 2008 - books.google.com
The intent of this book is to describe some recent data mining tools that have proven
effective in dealing with data sets which often involve unc-tain description or other …

[图书][B] Database management systems

R Ramakrishnan, J Gehrke - 2002 - dl.acm.org
Database Management Systems provides comprehensive and up-to-date coverage of the
fundamentals of database systems. Coherent explanations and practical examples have …

Fundamentals of association rules in data mining and knowledge discovery

S Zhang, X Wu - Wiley Interdisciplinary Reviews: Data Mining …, 2011 - Wiley Online Library
Association rule mining is one of the fundamental research topics in data mining and
knowledge discovery that identifies interesting relationships between itemsets in datasets …

Architecture of a database system

JM Hellerstein, M Stonebraker… - … and Trends® in …, 2007 - nowpublishers.com
Abstract Database Management Systems (DBMSs) are a ubiquitous and critical component
of modern computing, and the result of decades of research and development in both …

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 …