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XML Data Mining by Andrea Tagarelli

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Chapter 9

XML Tree Classification on Evolving Data Streams1

Albert Bifet

University of Waikato, New Zealand

Ricard Gavaldà

UPC Barcelona Tech, Spain

ABSTRACT

Nowadays, advanced analysis of data streams is quickly becoming a key area of data mining research, as the number of applications demanding such processing increases. Online mining when such data streams evolve over time, that is, when concepts drift or change completely, is becoming one of the core issues. At the same time, closure-based mining on relational data has recently provided some interesting algorithmic developments as well as practical uses. In this chapter we show how to use closure-based mining to reduce drastically the number of attributes in XML tree classification tasks. Moreover, ...

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