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- Ian H. Witten, Frank Eibe, Mark A. Hall
- SIGMOD Record
- 2002

Witten and Frank 's textbook was one of two books that 1 used for a data mining class in the Fall o f 2001. T h e book covers all major methods o f data mining that p roduce a knowledge representa tâ€¦ (More)

- Mark A. Hall, Eibe Frank, Geoff Holmes, Bernhard Pfahringer, Peter Reutemann, Ian H. Witten
- SIGKDD Explorations
- 2009

More than twelve years have elapsed since the first public release of WEKA. In that time, the software has been rewritten entirely from scratch, evolved substantially and now accompanies a text onâ€¦ (More)

- Ian H. Witten, Eibe Frank
- 1999

Witten and Frank's textbook was one of two books that I used for a data mining class in the Fall of 2001. The book covers all major methods of data mining that produce a knowledge representation asâ€¦ (More)

- David N. Milne, Ian H. Witten
- CIKM
- 2008

This paper describes how to automatically cross-reference documents with Wikipedia: the largest knowledge base ever known. It explains how machine learning can be used to identify significant termsâ€¦ (More)

- Ian H. Witten, Alistair Moffat, Timothy C. Bell
- Information Retrieval
- 1994

This book published in 1999 is a revised second edition of the version that first appeared in 1994. The authors have incorporated many changes in the second edition by updating various chapters toâ€¦ (More)

- Eibe Frank, Ian H. Witten
- ICML
- 1998

The two dominant schemes for rule-learning, C4.5 and RIPPER, both operate in two stages. First they induce an initial rule set and then they reene it using a rather complex optimization stage thatâ€¦ (More)

- John G. Cleary, Ian H. Witten
- IEEE Trans. Communications
- 1984

The recently developed technique of arithmetic coding, in conjunction with a Markov model of the source, is a powerful method of data compression in situations where a linear treatment isâ€¦ (More)

Keyphrases provide semantic metadata that summarize and ch racterize documents. This paper describes Kea, an algorithm for automatically extractin g keyphrases from text. Kea identifies candidateâ€¦ (More)

- David Milne, Ian H. Witten
- 2008

relatedness between terms using the links found within their corresponding Wikipedia articles. Unlike other techniques based on Wikipedia, WLM is able to provide accurate measures efficiently, usingâ€¦ (More)

- Ian H. Witten, Radford M. Neal, John G. Cleary
- Commun. ACM
- 1987

The state of the art in data compression is arithmetic coding, not the better-known Huffman method. Arithmetic coding gives greater compression, is faster for adaptive models, and clearly separatesâ€¦ (More)