Worst-case analysis of the perception and exponentiated update algorithms.
The absolute loss is the absolute difference between the desired and predicted outcome. This paper demonstrates worst-case upper bounds on the absolute loss for the Perception learning algorithm and the Exponentiated Update learning algorithm, which is related to the Weighted Majority algorithm. The...
Published in: | Artificial intelligence. 106, 2 (1998). |
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Format: | Article |
Language: | English |
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