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446 mm ( 00/ 08) to 47 ( 010) mm 452 to 48 mm ( 00/ 04) 48 mm ( 00/ 04) to 116 mm (12-cm disc) or 76 mm (8-cm disc) 2 mm (70 mm min to 117 mm max or 77 mm

This combination of learning the version space, together with using a majority vote to make subsequent predictions, is often called the HALVING algorithm What is the maximum number of mistakes that can be made by the HALVING algorithm, for an arbitrary finite H, before it exactly learns the target concept Notice that learning the target concept "exactly" corresponds to reaching a state where the version space contains only a single hypothesis (as usual, we assume the target concept c is in H) To derive the mistake bound, note that the only time the HALVING algorithm can make a mistake is when the majority of hypotheses in its current version space incorrectly classify the new example In this case, once the correct classification is revealed to the learner, the version space will be reduced to at most half its current size (ie, only those hypotheses that voted with the minority will be retained) Given that each mistake reduces the size of the version space by at least half, and given that the initial version space contains only I H I members, the maximum number of mistakes possible before the version space contains just one member is log2 I H I In fact one can show the bound is Llog, I H (1 Consider, for example, the case in which IHI = 7 The first mistake must reduce IHI to at most 3, and the second mistake will then reduce it to 1 Note that [log2 IH(1 is a worst-case bound, and that it is possible for the HALVING algorithm to learn the target concept exactly without making any mistakes at all! This can occur because even when the majority vote is correct, the algorithm will remove the incorrect, minority hypotheses If this occurs over the entire training sequence, then the version space may be reduced to a single member while making no mistakes along the way One interesting extension to the HALVING algorithm is to allow the hypotheses to vote with different weights 6 describes the Bayes optimal classifier, which takes such a weighted vote among hypotheses In the Bayes optimal classifier, the weight assigned to each hypothesis is the estimated posterior probability that it describes the target concept, given the training data Later in this section we describe a different algorithm based on weighted voting, called the WEIGHTED-MAJORITY algorithm.

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Index of refraction Birefringence Reflectivity Readout wavelength Polarization Numerical aperture Beam diameter Optical spot diameter Refractive index Tilt margin (radial) Track spiral (outer layer) Track spiral (inner layer) Track pitch Pit length Data bit length (avg) Channel bit length (avg) Jitter Correctable burst error Maximum local defects 155 ( 010) 010 mm max 45 to 85% (SL), 18 to 30% (DL)a 650 or 635 nm (640 Circular 060 ( 001) (objective lens) 10 mm ( 02) 058 to 060 mm 155 ( 010) 08 Clockwise Clockwise or counterclockwise 074 mm ( 001 avg, 003 max) 15) (red laser)

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The above analyses give worst-case mistake bounds for two specific algorithms: FIND-Sand CANDIDATE-ELIMINATION It is interesting to ask what is the optimal mistake bound for an arbitrary concept class C, assuming H = C By optimal mistake bound we mean the lowest worst-case mistake bound over all possible learning algorithms To be more precise, for any learning algorithm A and any target concept c, let MA(c) denote the maximum over all possible sequences of training examples of the number of mistakes made by A to exactly learn c Now for any nonempty concept class C, let MA(C) max,,~ MA(c)Note that above we showed MFindPS(C)= n + 1 when C is the concept class described by up 5 to n boolean literals We also showed MHalving(C) log2((CI) for any concept class C