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Titlebook: Algorithmic Learning Theory; 12th International C Naoki Abe,Roni Khardon,Thomas Zeugmann Conference proceedings 2001 Springer-Verlag Berlin

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The Discovery Science Project in Japan) develop new methods for knowledge discovery, (2) install network environments for knowledge discovery, and (3) establish Discovery Science as a new area of Computer Science / Artificial Intelligence Study.
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A Simpler Analysis of the Multi-way Branching Decision Tree Boosting Algorithmorks under certain conditions. We give a much simpler analysis of the algorithm and simplify the conditions. From this simplification, we can provide a simpler algorithm, for which no prior knowledge on the quality of weak hypotheses is necessary.
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A Random Sampling Technique for Training Support Vector Machinesg hyperplane classifiers. Through this research, we are aiming (I) to design efficient and theoretically guaranteed support vector machine training algorithms, and (II) to develop systematic and efficient methods for finding “outliers”, i.e., examples having an inherent error.
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Geld- und Kapitalanlagemöglichkeitenbstraction, and though they are not denoting or compositional, they do support planning. Deictic representations of objects and prototype representations of words enable a program to learn the denotational meanings of words. Finally, we discuss two algorithms designed to find the macroscopic structure of episodes in a domain-independent way.
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Editors’ Introductionessful algorithms within each such model. To complete the picture we also seek impossibility results showing that certain things are not learnable within a particular model, irrespective of the particular learning algorithms or methods being employed.
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Robot Baby 2001bstraction, and though they are not denoting or compositional, they do support planning. Deictic representations of objects and prototype representations of words enable a program to learn the denotational meanings of words. Finally, we discuss two algorithms designed to find the macroscopic structure of episodes in a domain-independent way.
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