Machine Learning, Volume 42, 2001 (original) (raw)



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Volume 42, Number 1/2, January 2001

Douglas H. Fisher:
Introduction. 5-7

Marina Meila, David Heckerman:
An Experimental Comparison of Model-Based Clustering Methods. 9-29

Mohammed Javeed Zaki
:
SPADE: An Efficient Algorithm for Mining Frequent Sequences. 31-60

Peter A. Flach
, Nicolas Lachiche
:
Confirmation-Guided Discovery of First-Order Rules with Tertius. 61-95

Nathalie Japkowicz
:
Supervised Versus Unsupervised Binary-Learning by Feedforward Neural Networks. 97-122

Adam J. Grove, Dan Roth:
Linear Concepts and Hidden Variables. 123-141

Inderjit S. Dhillon, Dharmendra S. Modha:
Concept Decompositions for Large Sparse Text Data Using Clustering. 143-175

Thomas Hofmann:
Unsupervised Learning by Probabilistic Latent Semantic Analysis. 177-196
Volume 42, Number 3, March 2001

Foster J. Provost, Tom Fawcett
:
Robust Classification for Imprecise Environments. 203-231

Yoram Gat:
A Learning Generalization Bound with an Application to Sparse-Representation Classifiers. 233-239

Vladislav Tadic:
On the Convergence of Temporal-Difference Learning with Linear Function Approximation. 241-267

Jeffrey P. Bradford, Carla E. Brodley:
The Effect of Instance-Space Partition on Significance. 269-286

Gunnar Rätsch
, Takashi Onoda, Klaus-Robert Müller
:
Soft Margins for AdaBoost. 287-320

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