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 …

Mining very large databases with parallel processing

AA Freitas, SH Lavington - 1997 - books.google.com
Mining Very Large Databases with Parallel Processing addresses the problem of large-
scale data mining. It is an interdisciplinary text, describing advances in the integration of …

[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 …

[图书][B] Web data mining: exploring hyperlinks, contents, and usage data

B Liu - 2011 - Springer
Liu has written a comprehensive text on Web mining, which consists of two parts. The first
part covers the data mining and machine learning foundations, where all the essential …

[PDF][PDF] New algorithms for fast discovery of association rules.

MJ Zaki, S Parthasarathy, M Ogihara, W Li - KDD, 1997 - cdn.aaai.org
Discovery of association rules is an important problem in database mining. In this paper we
present new algorithms for fast association mining, which scan the database only once …

Data-Centric Systems and Applications

MJ Carey, S Ceri, P Bernstein, U Dayal, C Faloutsos… - Italy: Springer, 2006 - Springer
The rapid growth of the Web in the past two decades has made it the largest publicly
accessible data source in the world. Web mining aims to discover useful information or …

Beyond market baskets: Generalizing association rules to correlations

S Brin, R Motwani, C Silverstein - Proceedings of the 1997 ACM …, 1997 - dl.acm.org
One of the most well-studied problems in data mining is mining for association rules in
market basket data. Association rules, whose significance is measured via support and …

[PDF][PDF] Algorithms for association rule mining—a general survey and comparison

J Hipp, U Güntzer, G Nakhaeizadeh - ACM sigkdd explorations …, 2000 - dl.acm.org
Today there are several efficient algorithms that cope with the popular and computationally
expensive task of association rule mining. Actually, these algorithms are more or less …