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While this recursive definition specifies a value of V(b) for every board state b, this definition is not usable by our checkers player because it is not efficiently computable Except for the trivial cases (cases 1-3) in which the game has already ended, determining the value of V(b) for a particular board state requires (case 4) searching ahead for the optimal line of play, all the way to the end of the game! Because this definition is not efficiently computable by our checkers playing program, we say that it is a nonoperational definition The goal of learning in this case is to discover an operational description of V ; that is, a description that can be used by the checkers-playing program to evaluate states and select moves within realistic time bounds Thus, we have reduced the learning task in this case to the problem of discovering an operational description of the ideal targetfunction V It may be very difficult in general to learn such an operational form of V perfectly In fact, we often expect learning algorithms to acquire only some approximation to the target function, and for this reason the process of learning the target function is often called function approximation In the current discussion we will use the symbol to refer to the function that is actually learned by our program, to distinguish it from the ideal target function V

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FIGURE 28 The multistation attachment unit (MSAU), a special type of wiring hub, is used for Token-Ring networks

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Quinlan, J R, & Rivest, R (1989) Information and Computation, (go), 227-248 Quinlan, J R (1993) C45: Programs for Machine Learning San Mateo, CA: Morgan Kaufmann Rissanen, J (1983) A universal prior for integers and estimation by minimum description length Annals of Statistics 11 (2), 416-431 Rivest, R L (1987) Learning decision lists Machine Learning, 2(3), 229-246 Schaffer, C (1993) Overfitting avoidance as bias Machine Learning, 10, 113-152 Shavlik, J W, Mooney, R J, & Towell, G G (1991) Symbolic and neural learning algorithms: an experimental comparison Machine k a m i n g , 6(2), 111-144 Tan, M (1993) Cost-sensitive learning of classification knowledge and its applications in robotics Machine Learning, 13(1), 1-33 Tan, M, & Schlimmer, J C (1990) Two case studies in cost-sensitive concept acquisition Proceedings of the AAAZ-90 Thrun, S B et al (1991) The Monk's problems: A pe~ormancecomparison of different learning algorithms, (Technical report CMU-FS-91-197) Computer Science Department, Carnegie Mellon Univ, Pittsburgh, PA Turney, P D (1995) Cost-sensitive classification: empirical evaluation of a hybrid genetic decision tree induction algorithm Journal of A1 Research, 2, 369409 Utgoff, P E (1989) Incremental induction of decision trees Machine Learning, 4(2), 161-186 Utgoff, P E, & Brodley, C E (1991) Linear machine decision trees, (COINS Technical Report 91-10) University of Massachusetts, Amherst, MA Weiss, S, & Kapouleas, I (1989) An empirical comparison of pattern recognition, neural nets, and machine learning classification methods Proceedings of the Eleventh IJCAI, (781-787), Morgan Kaufmann

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Artificial neural networks (ANNs) provide a general, practical method for learning real-valued, discrete-valued, and vector-valued functions from examples Algorithms such as BACKPROPAGATION use gradient descent to tune network parameters to best fit a training set of input-output pairs ANN learning is robust to errors in the training data and has been successfully applied to problems such as interpreting visual scenes, speech recognition, and learning robot control strategies

Figure 10-11

Neural network learning methods provide a robust approach to approximating real-valued, discrete-valued, and vector-valued target functions For certain types of problems, such as learning to interpret complex real-world sensor data, artificial neural networks are among the most effective learning methods currently known For example, the BACKPROPAGATION algorithm described in this chapter has proven surprisingly successful in many practical problems such as learning to recognize handwritten characters (LeCun et al 1989), learning to recognize spoken words (Lang et al 1990), and learning to recognize faces (Cottrell 1990) One survey of practical applications is provided by Rumelhart et al (1994)

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