Chimerge: Discretization of numeric attributes

R Kerber - Proceedings of the tenth national conference on …, 1992 - dl.acm.org
… discrete attributes. To use such an algorithm when there are numeric attributes, all numeric
values … , robust algorithm that uses the χ 2 statistic to discretize (quantize) numeric attributes. …

Categorical-and-numerical-attribute data clustering based on a unified similarity metric without knowing cluster number

Y Cheung, H Jia - Pattern Recognition, 2013 - Elsevier
numerical and categorical attributes because there exists an awkward gap between the
similarity metrics for categorical and numerical … with categorical, numerical, and mixed attributes. …

Mining optimized association rules with categorical and numeric attributes

R Rastogi, K Shim - IEEE Transactions on Knowledge and Data …, 2002 - ieeexplore.ieee.org
… can be either categorical or numeric. … attributes, we also present a graph search algorithm
that, in addition, uses intermediate results to reduce the search. Finally, for numeric attributes, …

Chi2: Feature selection and discretization of numeric attributes

H Liu, R Setiono - … of 7th IEEE international conference on tools …, 1995 - ieeexplore.ieee.org
… In order to deal with numeric attributes, a common practice for those algorithms is to … way
to select features directly from numeric attributes while discretizing them. Numeric data are very …

Detecting errors in numeric attributes

G Fan, W Fan, F Geerts - International Conference on Web-Age Information …, 2014 - Springer
… To detect errors in numeric data, this … numeric attributes. We show that NFDs subsume
conditional functional dependencies (CFDs); hence, we can catch data inconsistencies, numeric

Attribute selection for modelling

I Kononenko, SJ Hong - Future Generation Computer Systems, 1997 - Elsevier
… We will discuss how the numeric attributes are handled later.) Let the … When a I test for a
numeric attribute is selected, it effectively discretizes the attribute by introducing a cut point in its …

Handling numeric attributes in hoeffding trees

B Pfahringer, G Holmes, R Kirkby - Pacific-Asia Conference on Knowledge …, 2008 - Springer
… Several approaches to handling numeric attributes during … 2 Numeric Attributes and
Hoeffding Trees All the methods described in this section attempt to handle numeric attributes at …

[PDF][PDF] Mining optimized association rules for numeric attributes

T Fukuda, Y Morimoto, S Morishita… - Proceedings of the …, 1996 - dl.acm.org
Given a huge database, we address the problem of finding association rules for numeric
attributes, such as

[PDF][PDF] Extraction and approximation of numerical attributes from the web

D Davidov, A Rappoport - … of the 48th Annual Meeting of the …, 2010 - aclanthology.org
… While in this study we explored only several specific numerical attributesattribute type. The
only change required for incorporation of a new attribute type is the development of attribute-…

Learning numerical attributes in knowledge bases

B Kotnis, A García-Durán - Automated Knowledge Base …, 2018 - openreview.net
… entities for which the value of the numerical attribute a is known as Ea ⊆ E. Let e be an
entity with numerical attribute a, then we denote the known numerical value for attribute a as na …