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thing If the receiver reclocks the signal, you can use the world s cheapest transport and get better quality than with an outrageously expensive, vacuum-sealed, hydraulically cushioned transport with a titanium-lead chassis The reason better transports produce perceptibly better results is that most receivers do not reclock or otherwise sufficiently attenuate interface jitter Even digital receivers with DSP circuitry usually operate directly on the bit stream without reclocking it Interface jitter affects all digital signals coming from a DVD player: PCM audio, Dolby Digital, DTS, MPEG-2 audio, and so on In order to stay in sync with the video, the receiver must lock the decoder to the clock in the incoming signal Since the receiver depends on the timing information recovered from the incoming digital audio signal, it is susceptible to timing jitter There is an ongoing tug of war between engineers and critical listeners The engineers claim to have produced a jitterless system, but golden ears hear a difference After enough tests, the engineers discover that jitter is getting through somewhere or being added somewhere, and they go back to the drawing board Eventually, the engineers will win the game Until then, it is important to recognize that most sources of jitter have little or no perceptible effect on the audio or video

on Highlight is checked (Figure 12-4)

Bayesian methods provide the basis for probabilistic learning methods that accommodate (and require) knowledge about the prior probabilities of alternative hypotheses and about the probability of observing various data given the hypothesis Bayesian methods allow assigning a posterior probability to each candidate hypothesis, based on these assumed priors and the observed data Bayesian methods can be used to determine the most probable hypothesis given the data-the maximum a posteriori (MAP) hypothesis This is the optimal hypothesis in the sense that no other hypothesis is more likely The Bayes optimal classifier combines the predictions of all alternative hypotheses, weighted by their posterior probabilities, to calculate the most probable classification of each new instance The naive Bayes classifier is a Bayesian learning method that has been found to be useful in many practical applications It is called "naive" because it incorporates the simplifying assumption that attribute values are conditionally independent, given the classification of the instance When this assumption is met, the naive Bayes classifier outputs the MAP classification Even when this assumption is not met, as in the case of learning to classify text, the naive Bayes classifier is often quite effective Bayesian belief networks provide a more expressive representation for sets of conditional independence assumptions among subsets of the attributes The framework of Bayesian reasoning can provide a useful basis for analyzing certain learning methods that do not directly apply Bayes theorem For example, under certain conditions it can be shown that minimizing the squared error when learning a real-valued target function corresponds to computing the maximum likelihood hypothesis The Minimum Description Length principle recommends choosing the hypothesis that minimizes the description length of the hypothesis plus the description length of the data given the hypothesis Bayes theorem and basic results from information theory can be used to provide a rationale for this principle In many practical learning tasks, some of the relevant instance variables may be unobservable The EM algorithm provides a quite general approach to learning in the presence of unobservable variables This algorithm begins with an arbitrary initial hypothesis It then repeatedly calculates the expected values of the hidden variables (assuming the current hypothesis is correct), and then recalculates the maximum likelihood hypothesis (assuming the hidden variables have the expected values calculated by the first step) This procedure converges to a local maximum likelihood hypothesis, along with estimated values for the hidden variables.

The standard television picture is restricted to a specific shape: a third again wider than it is high This aspect ratio is designated as 4:3, or 4 units wide by 3 units high, also expressed as 13316 This rectangular shape is a fundamental part of the NTSC and PAL television systems it cannot be changed without redefining the standards17

12 Change Background to butbackgraypng and change Image to powerpng 13 Select Highlighted State Configuration and change Background to butbackbluegraypng

There are many good introductory texts on probability and statistics, such as Casella and Berger (1990) Several quick-reference books (eg, Maisel 1971; Speigel 1991) also provide excellent treatments of the basic notions of probability and statistics relevant to machine learning Many of the basic notions of Bayesian classifiers and least-squared error classifiers are discussed by Duda and Hart (1973) Domingos and Pazzani (1996) provide an analysis of conditions under which naive Bayes will output optimal classifications, even when its independence assumption is violated (the key here is that there are conditions under which it will output optimal classifications even when the associated posterior probability estimates are incorrect) Cestnik (1990) provides a discussion of using the m-estimate to estimate probabilities Experimental results comparing various Bayesian approaches to decision tree learning and other algorithms can be found in Michie et al (1994) Chauvin and Rumelhart (1995) provide a Bayesian analysis of neural network learning based algorithm on the BACKPROPAGATION A discussion of the Minimum Description Length principle can be found in Rissanen (1983, 1989) Quinlan and Rivest (1989) describe its use in avoiding overfitting in decision trees

There is no special meaning to the numbers 4 and 3 They are simply the smallest whole numbers that can be used to represent the ratio of width to height An aspect ratio of 12:9 is the same as 4:3 This also can be normalized to a height of 1, but the width becomes the repeating fraction 133333 , which is why the 4:3 notation is generally used For comparison purposes, it is useful to use the normalized format of 133:1 or 133 for short

(continued)