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Computational Learning Theory - 4th European Conference, EuroCOLT'99 Nordkirchen, Germany, March 29-31, 1999 Proceedings (Paperback, 1999 ed.)
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Computational Learning Theory - 4th European Conference, EuroCOLT'99 Nordkirchen, Germany, March 29-31, 1999 Proceedings (Paperback, 1999 ed.)
Series: Lecture Notes in Computer Science, 1572
Expected to ship within 10 - 15 working days
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This volume contains papers presented at the Fourth European
Conference on ComputationalLearningTheory,
whichwasheldatNordkirchenCastle, inNo- kirchen, NRW, Germany, from
March 29 to 31, 1999. This conference is the fourth in a series of
bi-annual conferences established in 1993.
TheEuroCOLTconferencesarefocusedontheanalysisoflearningalgorithms
and the theory of machine learning, and bring together researchers
from a wide variety of related elds. Some of the issues and topics
that are addressed include the sample and computational complexity
of learning speci c model classes, frameworks modeling the
interaction between the learner, teacher and the en- ronment (such
as learning with queries, learning control policies and inductive
inference), learningwithcomplexmodels(suchasdecisiontrees,
neuralnetworks, and support vector machines), learning with minimal
prior assumptions (such as mistake-bound models, universal
prediction, and agnostic learning), and the study of model
selection techniques. We hope that these conferences stimulate an
interdisciplinary scienti c interaction that will be fruitful in
all represented elds. Thirty- ve papers were submitted to the
program committee for conside- tion, and twenty-one of these were
accepted for presentation at the conference and publication in
these proceedings. In addition, Robert Schapire (AT & T Labs),
and Richard Sutton (AT & T Labs) were invited to give lectures
and contribute a written version to these proceedings. There were a
number of other joint events including a banquet and an excursion
to Munster ] . The IFIP WG 1.4 Scholarship was awarded to Andra s
Antos for his paper \Lower bounds on the rate of convergence of
nonparametric pattern recognition.""
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