By William W. Cohen (auth.), Hiroki Arimura, Sanjay Jain, Arun Sharma (eds.)
This booklet constitutes the refereed complaints of the eleventh overseas convention on Algorithmic studying idea, ALT 2000, held in Sydney, Australia in December 2000.
The 22 revised complete papers provided including 3 invited papers have been conscientiously reviewed and chosen from 39 submissions. The papers are equipped in topical sections on statistical studying, inductive common sense programming, inductive inference, complexity, neural networks and different paradigms, aid vector machines.
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Extra info for Algorithmic Learning Theory: 11th International Conference, ALT 2000 Sydney, Australia, December 11–13, 2000 Proceedings
Alignment algorithms for learning to read aloud. In Proceedings the Fifteenth International Joint Conference on Artiﬁcial Intelligence (IJCAI-97), pp. 874–879. Lippmann, R. , & Gold, B. (1987). Neural classiﬁers useful for speech recognition. In IEEE Proceedings of the First International Conference on Neural Networks, Vol. IV, pp. 417–422. Lucassen, J. , & Mercer, R. L. (1984). An information theoretic approach to the automatic determination of phonemic base forms. In Proceedings of the International Conference on Acoustics, Speech, and Signal Processing, ICASSP-84, pp.
Consider the situation that the original algorithm does halt at the tth step for some t < t0 . 40 Osamu Watanabe Then we have mt ≥ A at the tth step, where mt denotes the value of m at the tth step. Though the algorithm stops here, if we continued the while-iteration after the tth step, we would clearly have mt0 ≥ A at the t0 th step. From this observation, we have Pr[ mt ≥ A for some t < t0 ] ≤ Pr[ mt0 ≥ A in the modiﬁed algorithm ]. On the other hand, the modiﬁed algorithm always sees t0 examples; that is, it is Batch Sampling.
Moreover, for such optimal two-part descriptions it can be shown that the data will be individually typical" for the model concerned. A description of such a model is an algorithmic su cient statistic since it summarizes all relevant properties of the data. Among the algorithmic su cient statistics a simplest one the algorithmic minimal su cient statistic is best in accordance with Ockham's razor principle since it summarizes the relevant properties of the data as concisely as possible. In probabilistic data or data subject to noise this involves separating regularities structure in the data from random e ects.