Mining Predictive k-CNF Expressions

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ISSN: 1041-4347

	ASCII Text	x
	Anton Dries, Luc De Raedt, Siegfried Nijssen, "Mining Predictive k-CNF Expressions," IEEE Transactions on Knowledge and Data Engineering, vol. 99, no. 1, pp. , , 5555.

	BibTex	x
	@article{ 10.1109/TKDE.2009.152, author = {Anton Dries and Luc De Raedt and Siegfried Nijssen}, title = {Mining Predictive k-CNF Expressions}, journal ={IEEE Transactions on Knowledge and Data Engineering}, volume = {99}, number = {1}, issn = {1041-4347}, year = {5555}, doi = {http://doi.ieeecomputersociety.org/10.1109/TKDE.2009.152}, publisher = {IEEE Computer Society}, address = {Los Alamitos, CA, USA}, }

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	TY - JOUR JO - IEEE Transactions on Knowledge and Data Engineering TI - Mining Predictive k-CNF Expressions IS - 1 SN - 1041-4347 SP EP EPD - A1 - Anton Dries, A1 - Luc De Raedt, A1 - Siegfried Nijssen, PY - 5555 KW - Concept learning KW - Machine learning KW - Data mining VL - 99 JA - IEEE Transactions on Knowledge and Data Engineering ER -

Anton Dries, Katholieke Universiteit Leuven, Leuven

Luc De Raedt, Katholieke Universiteit Leuven, Leuven

Siegfried Nijssen, Katholieke Universiteit Leuven, Leuven

DOI Bookmark: http://doi.ieeecomputersociety.org/10.1109/TKDE.2009.152

We adapt Mitchell's version space algorithm for mining k-CNF formulae. Advantages of this algorithm are that it runs in a single pass over the data, is conceptually simple, can be used for missing value prediction, and has interesting theoretical properties, while an empirical evaluation on classification tasks yields competitive predictive results.

Index Terms:

Concept learning, Machine learning, Data mining

Citation:

Anton Dries, Luc De Raedt, Siegfried Nijssen, "Mining Predictive k-CNF Expressions," IEEE Transactions on Knowledge and Data Engineering, 24 Jun. 2009. IEEE computer Society Digital Library. IEEE Computer Society, <http://doi.ieeecomputersociety.org/10.1109/TKDE.2009.152>

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