In mathematics, discretization concerns the process of transferring continuous functions, models, and equations into discrete counterparts. This… (More)

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Highly Cited

2008

Highly Cited

2008

- Ying Yang, Geoffrey I. Webb
- Machine Learning
- 2008

Quantitative attributes are usually discretized in Naive-Bayes learning. We establish simple conditions under which… (More)

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Highly Cited

2004

Highly Cited

2004

- Lukasz A. Kurgan, Krzysztof J. Cios
- IEEE Transactions on Knowledge and Data…
- 2004

The task of extracting knowledge from databases is quite often performed by machine learning algorithms. The majority of these… (More)

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Highly Cited

2003

Highly Cited

2003

We develop a unifying perspective on several decompositions exhibiting directional parabolic scaling. In each decomposition, the… (More)

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Highly Cited

2002

Highly Cited

2002

- Huan Liu, Farhad Hussain, Chew Lim Tan, Manoranjan Dash
- Data Mining and Knowledge Discovery
- 2002

Discrete values have important roles in data mining and knowledge discovery. They are about intervals of numbers which are more… (More)

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Highly Cited

2002

Highly Cited

2002

- Risi Kondor, John D. Lafferty
- ICML
- 2002

The application of kernel-based learning algorithms has, so far, largely been confined to realvalued data and a few special data… (More)

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Highly Cited

2002

Highly Cited

2002

- Francis Eng Hock Tay, Lixiang Shen
- IEEE Trans. Knowl. Data Eng.
- 2002

ÐSince the ChiMerge algorithm was first proposed by Kerber in 1992, it has become a widely used and discussed discretization… (More)

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Highly Cited

1997

Highly Cited

1997

- Alexander V. Kozlov, Daphne Koller
- UAI
- 1997

We consider probabilistic inference in general hybrid networks, which include continuous and discrete variables in an arbitrary… (More)

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Highly Cited

1997

Highly Cited

1997

- Huan Liu, Rudy Setiono
- IEEE Trans. Knowl. Data Eng.
- 1997

| Discretization can turn numeric attributes into discrete ones. Feature selection can eliminate some irrelevant and/or redundant… (More)

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Highly Cited

1995

Highly Cited

1995

- Huan Liu, Rudy Setiono
- ICTAI
- 1995

Discretization can turn numeric attributes into discrete ones. Feature selection can eliminate some irrelevant attributes. This… (More)

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Highly Cited

1993

Highly Cited

1993

- Usama M. Fayyad, Keki B. Irani
- IJCAI
- 1993

Since most real-world applications of classification learning involve continuous-valued attributes, properly addressing the… (More)

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