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Frequent pattern mining: current status and future directions
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 …
decade. Abundant literature has been dedicated to this research and tremendous progress …
Sequential pattern mining--approaches and algorithms
Sequences of events, items, or tokens occurring in an ordered metric space appear often in
data and the requirement to detect and analyze frequent subsequences is a common …
data and the requirement to detect and analyze frequent subsequences is a common …
[LLIBRE][B] Data mining: the textbook
CC Aggarwal - 2015 - Springer
This textbook explores the different aspects of data mining from the fundamentals to the
complex data types and their applications, capturing the wide diversity of problem domains …
complex data types and their applications, capturing the wide diversity of problem domains …
Frequent pattern mining algorithms: A survey
This chapter will provide a detailed survey of frequent pattern mining algorithms. A wide
variety of algorithms will be covered starting from Apriori. Many algorithms such as Eclat …
variety of algorithms will be covered starting from Apriori. Many algorithms such as Eclat …
[LLIBRE][B] Data mining: concepts and techniques
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 …
methods for mining patterns, knowledge, and models from various kinds of data for diverse …
Data mining: practical machine learning tools and techniques with Java implementations
Witten and Frank's textbook was one of two books that 1 used for a data mining class in the
Fall of 2001. The book covers all major methods of data mining that produce a knowledge …
Fall of 2001. The book covers all major methods of data mining that produce a knowledge …
[PDF][PDF] Practical machine learning tools and techniques
The convergence of computing and communication has produced a society that feeds on
information. Yet most of the information is in its raw form: data. If data is characterized as …
information. Yet most of the information is in its raw form: data. If data is characterized as …
[LLIBRE][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 …
part covers the data mining and machine learning foundations, where all the essential …
Image classification using random forests and ferns
A Bosch, A Zisserman, X Munoz - 2007 IEEE 11th international …, 2007 - ieeexplore.ieee.org
We explore the problem of classifying images by the object categories they contain in the
case of a large number of object categories. To this end we combine three ingredients:(i) …
case of a large number of object categories. To this end we combine three ingredients:(i) …
[LLIBRE][B] Foundations of data quality management
Data quality is one of the most important problems in data management. A database system
typically aims to support the creation, maintenance and use of large amount of data …
typically aims to support the creation, maintenance and use of large amount of data …