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Annual Average 9.37 9.46 9.24 9.53 8.55 7.99 6.67 8.57 7.12 7.39 7.00 6.37 7.55 8.48 8.10 6.93 8.68 7.02 7.10 6.87 6.41 7.36 7.39 9.00 8.07 7.17 8.11 7.41 7.65 7.14 6.55 7.19 7.40 6.52 6.40 7.22 7.15 7.46 7.66 7.57 7.32 8.07 8.34 6.85 6.66 7.95 7.92 8.75 8.61 9.56 9.30 8.86 8.33 7.46 7.88 8.03 7.50 7.73 6.69 6.64 6.93 7.23 6.69 6.53 7.58 7.41 7.62 7.71 7.65 7.30 7.99 7.97 7.43 7.33 8.28 8.22 8.86 9.01 9.26 9.41 8.93 8.35 7.58 7.48 8.12 7.35 7.55 6.72 6.62 9.47

be the probability of misclassification. There are a number of different error rates and, while we do not consider all of them further, it is instructive to consider the differences between them: the apparent error rate; the true error rate for this classifier trained on the training set; the expected value of the error rate over training sets; the least false estimate with the least false parameters w * . This will happen when the classifier can not model the true decision surface;

9.50 8.31 7.98 6.93 8.46 6.82 7.20 6.76 6.22 7.55

If you have ACID XPress, click Vol, right next to the slider. A drop-down menu will pop up. Select Pan instead of Vol, changing the multipurpose slider mode.

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PFaYcs,the Bayes error rate. = PFaYcsif the classifier makes a correct distributional assumption. In the case of very flexible classifiers, such as the MLP, may be very close to P ~ a Y c s .

7.68 7.64 7.65 7.13 6.53 5.49 5.82 7.20 6.76 5.74 5.73 6.04 6.01 5.22 4.97 6.75 6.63 7.29 7.18 7.67 6.98 6.81 5.89 5.33 7.99 7.55 7.02 6.37 5.88 5.65 7.62 7.17 6.15 5.72 5.46 Long-term Government Securities, % Yield 8.74 8.92 8.29 7.88 8.38 7.93 8.90 8.33 7.80 8.62 8.54 7.72 8.64 8.50 7.40 8.97 8.17 7.19 9.11 7.96 7.08

Now drag the pan slider from right to left. Assuming you are listening in stereo, you should hear the track moving from right to left as well. Press Ctrl+Z to undo this action. If you want

The most direct measure is calculated as the proportion of errors in a data set. This is termed the ewor or the ewor This is generally taken to be the error count N - 6{C,argmax,P(c(z)}, where is the correct class and 6 is the Kronecker delta, however in Section 5.2.2 (p. 56) a smoothed version of is discussed.

7.72 7.55 7.03 6.32 5.70 5.47 7.45 6.97 6.31 5.65 5.52 7.21 6.77 6.21 5.62 5.47

to adjust the volume or pan only slightly, try pressing the Ctrl key while you are dragging the sliders You can move the sliders in smaller increments this way Now click the Mute button on one of the tracks, play the project, and notice how the track is silenced Click the Mute button again to un-mute it Now click the Solo button on the same track and click Play Notice everything is muted except the soloed track Click the Solo button again to un-solo it Now it s time to mess around with the tempo a little bit It s probably best to do this with Whoomp! soloed, because the Stand Up Tall track is a one-shot and is therefore unresponsive to project tempo (more on that later) After soloing track 2 ( Whoomp! ), drag the tempo slider all the way to the right and let go.

8.93 7.88 7.26

The quantity that is really desired is an unbiased estimate of the expected error rate on unseen data, hence it is that we are interested in knowing. However is the only error rate directly available to us. Estimating P, from on the training data generally biases it downwards and gives overly optimistic results. Calculating on an independent test set gives an unbiased estimate of P,.

8.60 7.83 7.43

You ll hear the vocals speed way up, although their pitch will remain unaltered Now drag the tempo slider all the way to the left and let go You ll hear the vocals playing back veerrryyy ssslllooowwllyy Notice as you drag the tempo slider that a bar appears next to each track, informing you of how much the track is slowed down or sped up A percentage value signifying the amount of tempo shift appears at the right of each track while you move the tempo slider Now press Ctrl+Z to reset the tempo to the original bpm Click the Solo button for track 2 to undo the soloing The project key, which is located to the right of the tempo slider, tells ACID what key to transpose the tracks to.

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