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the true target value, where this random noise is drawn independently for each example from a Normal distribution with zero mean As the above derivation follows makes clear, the squared error term (di h ( ~ ~ ) ) ~ directly from the exponent in the definition of the Normal distribution Similar derivations can be performed starting with other assumed noise distributions, producing different results Notice the structure of the above derivation involves selecting the hypothesis that maximizes the logarithm of the likelihood (In p(D1h)) in order to determine the most probable hypothesis As noted earlier, this yields the same result as maximizing the likelihood p(D1h) This approach of working with the log likelihood is common to many Bayesian analyses, because it is often more mathematically tractable than working directly with the likelihood Of course, as noted earlier, the maximum likelihood hypothesis might not be the MAP hypothesis, but if one assumes uniform prior probabilities over the hypotheses then it is Why is it reasonable to choose the Normal distribution to characterize noise One reason, it must be admitted, is that it allows for a mathematically straightforward analysis A second reason is that the smooth, bell-shaped distribution is a good approximation to many types of noise in physical systems In fact, the Central Limit Theorem discussed in 5 shows that the sum of a sufficiently large number of independent, identically distributed random variables itself obeys a Normal distribution, regardless of the distributions of the individual variables This implies that noise generated by the sum of very many independent, but identically distributed factors will itself be Normally distributed Of course, in reality, different components that contribute to noise might not follow identical distributions, in which case this theorem will not necessarily justify our choice Minimizing the sum of squared errors is a common approach in many neural network, curve fitting, and other approaches to approximating real-valued functions 4 describes gradient descent methods that seek the least-squared error hypothesis in neural network learning Before leaving our discussion of the relationship between the maximum likelihood hypothesis and the least-squared error hypothesis, it is important to note some limitations of this problem setting The above analysis considers noise only in the target value of the training example and does not consider noise in the attributes describing the instances themselves For example, if the problem is to learn to predict the weight of someone based on that person's age and height, then the above analysis assumes noise in measurements of weight, but perfect measurements of age and height The analysis becomes significantly more complex as these simplifying assumptions are removed 65 MAXIMUM LIKELIHOOD HYPOTHESES FOR PREDICTING PROBABILITIES In the problem setting of the previous section we determined that the maximum likelihood hypothesis is the one that minimizes the sum of squared errors over the training examples In this section we derive an analogous criterion for a second setting that is common in neural network learning: learning to predict probabilities.

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In June, Divx was launched Time Warner and others had already rolled out new rental programs in anticipation Sears announced that it was canceling plans to carry Divx players, apparently because of negative publicity Thomson (maker of RCA and ProScan brands) joined the Divx program, helping dilute image problems caused by Zenith s 11 bankruptcy At the July Video Software Dealers Association conference, retailers were down on Divx but were moving quickly to build up DVD sales and rental programs based on reports of record player sales At the show, Warner Home Video, DVD s biggest supporter, announced that it had generated over $110 million in revenue from DVD sales in the first 6 months of 1998 NetFlix, the first Internet-based DVD rental store, had rented over 20,000 copies since opening its e-doors in April JVC s announcement of its D-VHS digital videotape system, a potential competitor to DVD, did little to dampen DVD enthusiasm, especially since D-VHS did not include any provision for prerecorded tapes In August, Fox announced it would produce open DVDs along with Divx versions This left DreamWorks SKG as the only major studio not committed to open DVD A month later DreamWorks bowed to the inevitable and announced non-Divx titles Still, blockbuster movies from Steven Spielberg (the S in SKG) were nowhere to be seen A DVD release of Back to the Future was announced, only to be withdrawn a week later, not to reappear for over two years Digital Theater Systems (DTS) announced that titles supporting the optional DTS audio format would finally appear by year s end As it turned out, the direct-to-video Mulan disc was the only one to appear on schedule At the September 1998 DVD Forum conference in San Francisco, Warren Lieberfarb, defender of the DVD faith, predicted that DVD would be one of the hottest consumer electronics products to be launched in the last few decades Dan Russel of Intel predicted that more than 40 million DVDROM drives would be available by the end of 1999 Warren s crystal ball was crystal clear, if not quite optimistic enough, while Dan s crystal ball turned out to be running a bit fast The new Toshiba SD-7108 progressive-scan DVD players, able to display almost twice the resolution as standard players from the same DVD, didn t make it out of the warehouse Concerns about lack of copy protection on progressive-scan output kept them there for another year A few weeks later, Genesis Microchips announced a new de-interlacing chip that would.

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