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the population itself is the rule set A biological perspective on the roles of mutation, inbreeding, cross-breeding, and selection in evolution is provided by Wright (1977) Mitchell (1996) and Goldberg (1989) are two textbooks devoted to the subject of genetic algorithms Forrest (1993) provides an overview of the technical issues in GAS, and Goldberg (1994) provides an overview of several recent applications Koza's (1992) monograph on genetic programming is the standard reference for this extension of genetic algorithms to manipulation of computer programs The primary conference in which new results are published is the International Conference on Genetic Algorithms Other relevant conferences include the Conference on Simulation of Adaptive Behavior, the International Conference on Artijicial Neural Networks and Genetic Algorithms, and the IEEE International Conference on Evolutionary Computation An annual conference is now held on genetic programming, as well (Koza et al 1996b) The Evolutionary Computation Journal is one source of recent research results in the field Several special issues of the journal Machine Learning have also been devoted to GAS

Listing 7 6. The updateColorWell Method (void)updateColorWell { NSLog(@"Updating the Color Well with Red value: %d Green value: %d Blue value: %d Alpha value %d", redIntValue, greenIntValue, blueIntValue, alphaIntValue); NSColor *theColor = [NSColor colorWithCalibratedRed:((float)redIntValue/255) green:((float)greenIntValue/255) blue:((float)blueIntValue/255) alpha:(alphaIntValue)]; [colorWell setColor:theColor]; }

PROFESSIONAL AFFILIATIONS American Astronomical Society, 1987 present Astronomical Society of California, 1990 present International Astronomical Union, 1992 present American Association of Variable Star Observers, 1987 present

91 Design a genetic algorithm to learn conjunctive classification rules for the PlayTennis problem described in 3 Describe precisely the bit-string encoding of hypotheses and a set of crossover operators 92 Implement a simple GA for Exercise 91 Experiment with varying population size p, the fraction r of the population replaced at each generation, and the mutation rate m 93 Represent the program discovered by the GP (described in Section 952) as a tree Illustrate the operation of the GP crossover operator by applying it using two copies of your tree as the two parents 94 Consider applying GAS to the task of finding an appropriate set of weights for an artificial neural network (in particular, a feedforward network identical to those trained by BACKPROPAGATION 4)) Consider a 3 x 2 x 1 layered, feedfor( ward network Describe an encoding of network weights as a bit string, and describe an appropriate set of crossover operators Hint: Do not allow all possible crossover operations on bit strings State one advantage and one disadvantage of using GAS to train in contrast to BACKPROPAGATION network weights

Ackley, D, & Littman, M (1994) A case for Lamarckian evolution In C Langton (Ed), Am$cial life III Reading, MA: Addison Wesley Back, T (1996) Evolutionary algorithms in theory andpractice Oxford, England: Oxford University Press Baldwin, J M (1896) A new factor in evolution American Naturalist, 3, 441-451, 536-553 http://wwwsantafeedu/sfi/publications/B Belew, R (1990) Evolution, learning, and culture: Computational metaphors for adaptive algorithms Complex Systems, 4, 11-49

The line in bold shows where the problem lies or at least, where a problem lies. While the red, green, and blue int values are being cast to floats, the alpha int value is not. As a result, the method is returning an incorrect value most of the time. So all along, the code has been incorrectly setting the alpha component value for the color it was pure luck that most of the time it was returning a value of 1, which shows a fully opaque color. You need to visit a few places to sort this out: In ColorController.h, you need to declare a float called alphaFloatValue and change any occurrences of alphaIntValue to alphaFloatValue. In ColorController.m you need to change any occurrences of alphaIntValue to alphaFloatValue. In ColorController.m the NSLog statement needs to use %f to correctly format the alphaValue rather than %d. In Interface Builder, the Slider and Text Field for the alpha value needs to bind to alphaFloatValue, not alphaIntValue. When you have finished, the code should look like Listings 7 7 and 7 8. The changes you need to make are highlighted in bold.

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