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Geman, S, Bienenstock, E, & Doursat, R (1992) Neural networks and the biadvariance dilemma Neural Computation, 4, 1-58 Gordon, G, & Segre, AM (1996) Nonpararnetric statistical methods for experimental evaluations of speedup learning Proceedings of the ThirteenthInternational Conference on Machine Leaming, Bari, Italy Maisel, L (1971) Probability, statistics, and random processes Simon and Schuster Tech Outlines New York: Simon and Schuster Segre, A, Elkan, C, & Russell, A (1991) A critical look at experimental evaluations of EBL Machine Learning, 6(2) Segre, AM, Gordon G, & Elkan, C P (1996) Exploratory analysis of speedup learning data using expectation maximization Artificial Intelligence, 85, 301-3 19 Speigel, M R (1991) Theory and problems of probability and statistics Schaum's Outline Series New York: McGraw Hill Thompson, ML, & Zucchini, W (1989) On the statistical analysis of ROC curves Statistics in Medicine, 8, 1277-1290 White, A P, & Liu, W Z (1994) Bias in information-based measures in decision tree induction Machine Learning, 15, 321-329

yellow Also, be certain to set the Identifier to MyCell (Figure 10-20)

videophile Someone with an avid interest in watching videos or in making video recordings Videophiles are often very particular about audio quality, picture quality, and aspect ratio to the point of snobbishness VLC Variable length coding See Huffman coding VOB Video object A small physical unit of DVD-Video data storage, usually a GOP volume A logical unit representing all the data on one side of a disc VSDA Video Software Dealers Association Refer to Appendix C, References and Information Sources WAEA World Airline Entertainment Association Discs produced for use in airplanes contain extra information in a WAEA directory The inflight entertainment working group of the WAEA petitioned the DVD Forum to assign region 8 to discs intended for in-flight use watermark Information hidden as invisible noise or inaudible noise in a video or audio signal White Book The document from Sony, Philips, and JVC begun in 1993 that extended the Red Book CD format to include digital video in MPEG-1 format It is commonly called Video CD widescreen A video image wider than the standard 133 (4:3) aspect ratio When referring to DVD or HDTV, widescreen usually indicates a 178 (16:9) aspect ratio window A usually rectangular section within an entire screen or picture Windows See Microsoft Windows XA See CD-ROM XA XDS Line 21 XGA A video graphics resolution of 1024 XVCD A non-standard variation of VCD Y The luma or luminance component of video, which is the brightness independent of color Y/C A video signal in which the brightness (luma, Y) and color (chroma, C) signals are separated This is also called s-video YCbCr A component digital video signal containing one luma and two chroma components The chroma components are usually adjusted for digital transmission according to ITU-R BT601 DVD-Video s MPEG-2 encoding is based on 4:2:0 YCbCr signals YCbCr applies only to digital video, but it is often incorrectly used in reference to the YPbPr analog component outputs of DVD players 768 pixels.

Figure 10-20

Bayesian reasoning provides a probabilistic approach to inference It is based on the assumption that the quantities of interest are governed by probability distributions and that optimal decisions can be made by reasoning about these probabilities together with observed data It is important to machine learning because it provides a quantitative approach to weighing the evidence supporting alternative hypotheses Bayesian reasoning provides the basis for learning algorithms that directly manipulate probabilities, as well as a framework for analyzing the operation of other algorithms that do not explicitly manipulate probabilities

that was about to be introduced in the US Congress Their recommendation was intended to:

10:

allow consumers to make home video recordings from broadcast or basic cable television allow analog or digital copies of subscription programming, with the qualification that digital copies of the copy could be prevented allow copyright owners to prohibit copying from pay-per-view, video-ondemand, and prerecorded material

Bayesian learning methods are relevant to our study of machine learning for two different reasons First, Bayesian learning algorithms that calculate explicit probabilities for hypotheses, such as the naive Bayes classifier, are among the most practical approaches to certain types of learning problems For example, Michie et al (1994) provide a detailed study comparing the naive Bayes classifier to other learning algorithms, including decision tree and neural network algorithms These researchers show that the naive Bayes classifier is competitive with these other learning algorithms in many cases and that in some cases it outperforms these other methods In this chapter we describe the naive Bayes classifier and provide a detailed example of its use In particular, we discuss its application to the problem of learning to classify text documents such as electronic news articles

Figure 10-21