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Instances are represented by many attribute-value pairs The target function to be learned is defined over instances that can be described by a vector of predefined features, such as the pixel values in the ALVINN example These input attributes may be highly correlated or independent of one another Input values can be any real values The target function output may be discrete-valued, real-valued, or a vector of several real- or discrete-valued attributes For example, in the ALVINN system the output is a vector of 30 attributes, each corresponding to a recommendation regarding the steering direction The value of each output is some real number between 0 and 1, which in this case corresponds to the confidence in predicting the corresponding steering direction We can also train a single network to output both the steering command and suggested acceleration, simply by concatenating the vectors that encode these two output predictions The training examples may contain errors ANN learning methods are quite robust to noise in the training data Long training times are acceptable Network training algorithms typically require longer training times than, say, decision tree learning algorithms Training times can range from a few seconds to many hours, depending on factors such as the number of weights in the network, the number of training examples considered, and the settings of various learning algorithm parameters Fast evaluation of the learned target function may be required Although ANN learning times are relatively long, evaluating the learned network, in order to apply it to a subsequent instance, is typically very fast For example, ALVINN applies its neural network several times per second to continually update its steering command as the vehicle drives forward The ability of humans to understand the learned target function is not important The weights learned by neural networks are often difficult for humans to interpret Learned neural networks are less easily communicated to humans than learned rules.

DVD-ROM discs are specified to use the UDF bridge format, which includes ISO 9660 and Micro UDF, but a DVD can be formatted with any file system: full UDF, ISO 9660 only, Windows NTFS, Apple HFS, and so on ISO 9660 Level 1 limits filenames to 8 characters plus a 3-character extension Directory names are limited to 8 characters with no extension ISO 9660 Level 3 limits filenames to 30 characters (not counting the period between filename and extension), although it s possible to store up to 221 characters as the file identifier Directory names are limited to 31 characters, but 221 are possible UDF supports filenames of up to 255 characters using the Unicode character set, which supports characters from almost every language How-

(continued)

The rest of this chapter is organized as follows: We first consider several alternative designs for the primitive units that make up artificial neural networks (perce~trons, linear units, and sigmoid units), along with learning algorithms for training single units We then present the BACKPROPAGATION algorithm for training

.

Figure 8-4