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The study of artificial neural networks (ANNs) has been inspired in part by the observation that biological learning systems are built of very complex webs of interconnected neurons In rough analogy, artificial neural networks are built out of a densely interconnected set of simple units, where each unit takes a number of real-valued inputs (possibly the outputs of other units) and produces a single real-valued output (which may become the input to many other units) To develop a feel for this analogy, let us consider a few facts from neurobiology The human brain, for example, is estimated to contain a densely interconnected network of approximately 1011 neurons, each connected, on average, to lo4 others Neuron activity is typically excited or inhibited through connections to other neurons The fastest neuron switching times are known to be on the order of loe3 seconds--quite slow compared to computer switching speeds of 10-lo seconds Yet humans are able to make surprisingly complex decisions, surprisingly quickly For example, it requires approximately lo-' seconds to visually recognize your mother Notice the sequence of neuron firings that can take place during this 10-'-second interval cannot possibly be longer than a few hundred steps, given the switching speed of single neurons This observation has led many to speculate that the information-processing abilities of biological neural systems must follow from highly parallel processes operating on representations that are distributed over many neurons One motivation for ANN systems is to capture this kind of highly parallel computation based on distributed representations Most ANN software runs on sequential machines emulating distributed processes, although faster versions of the algorithms have also been implemented on highly parallel machines and on specialized hardware designed specifically for ANN applications While ANNs are loosely motivated by biological neural systems, there are many complexities to biological neural systems that are not modeled by ANNs, and many features of the ANNs we discuss here are known to be inconsistent with biological systems For example, we consider here ANNs whose individual units output a single constant value, whereas biological neurons output a complex time series of spikes Historically, two groups of researchers have worked with artificial neural networks One group has been motivated by the goal of using ANNs to study and model biological learning processes A second group has been motivated by the goal of obtaining highly effective machine learning algorithms, independent of whether these algorithms mirror biological processes Within this book our interest fits the latter group, and therefore we will not dwell further on biological modeling For more information on attempts to model biological systems using ANNs, see, for example, Churchland and Sejnowski (1992); Zornetzer et al (1994); Gabriel and Moore (1990).

3:

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In this interface declaration, the instance variables groupName and intGroupSize are public, while otherGroupName and intOtherGroupSize are private

1536 (1 16/48 PCM) 508 1344 (3 DD51) 0448 (1 DD51) 0896 (2 DD51) 0896 (2 DD51) 0384 (2 DD20) 0896 (2 DD51) 0896 (2 DD51) 0896 (2 DD51) 0192 (1 DD20) 0192 (1 DD20) 0192 (1 DD20) 0224 (1 Layer II) 0064 (1 DD10) 0064 (1 DD10) 0064 (1 MP3) 1008 1008 794 694 642 594 494 394 223 209 173 141 125 110 080

trains a network by beginning with near-zero weights, then iteratively modifying these weights until an acceptable hypothesis is found Thus, BACKPROPAGATION with a cross-validation stopping criterion exhibits an inductive bias in favor of networks with small weights This inductive bias, which reduces the effective VC dimension, is not captured by the above analysis

Objective-C methods look substantially different from Java methods Although the syntax is confusing at first, it s not difficult once you become used to it Note that you don t say that you call a method when using Objective-C Instead, you send a message to a receiver For instance, using Java you might type the following:

105 (17) 191 (31) 126 (21) 230 (38) 159 (26) 289 (48) 280 (46) 510 (85) 299 (49) 544 (9) 361 (6) 657 (109)

.

objMyObjectgetFooUsingID(33);

790 (131) 1020 (17) 843 (14) 1088 (181)

When describing this line, I write that I am calling objMyObject s getFoo method and passing the argument 33 In Objective-C, the same message appears as follows: