1999 LazyModelBasedOnlineClassification
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- (Melli, 1999a) ⇒ Gabor Melli. (1999). “A Lazy Model-based Algorithm for On-Line Classification.” In: Proceedings of the Third Pacific-Asia Conference on Methodologies for Knowledge Discovery and Data Mining (PAKDD-99).
Subject Headings: Online Classification, DBPredictor
Notes
- It is an abridged version of my Master's thesis.
Cited By
2007
- (Morfonios, 2007) ⇒ Konstantinos Morfonios. (2007). “Database Implementation of a Model-free Classifier.” In: Advances in Databases and Information Systems, pp. 83-97 . Springer Berlin Heidelberg,
Quotes
Abstract
This paper presents a lazy model-based algorithm, named DBPredictor, for on-line classification tasks. The algorithm proposes a local discretization process to avoid the need for a lengthy preprocess stage. Another advantage of this approach is the ability to implement the algorithm with tightly-coupled SQL relational database queries. To test the algorithm’s performance in the presence of continuous attributes an empirical test is reported against both an eager model-based algorithm (C4.5) and a lazy instance-based algorithm (k-NN).
References
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