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Rather than passively accepting training examples from the teacher, the network is allowed to use its current knowledge about the problem to have some deterministic control over which training examples to accept, and to guide the search or informative patterns. By adding this functionality to a NN, the network changes from a passive learner to an active learner. Figure 7.7 illustrates the difference between active learning and passive learning. With careful dynamic selection of training examples, shorter training times and better generalization may be obtained. Provided that the added complexity of the example selection method does not exceed the reduction in training computations (due to a reduction in the number of training patterns), training time will be reduced [Hunt and Deller 1995, Sung and Niyogi 1996, Zhang 1994]. Generalization can potentially be improved, provided that selected examples contain enough information to learn the task. Cohn [Cohn 1994] and Cohn, Atlas and Ladner [Cohn et al. 1994] show through average case analysis that the expected generalization performance of active learning is significantly better than passive learning. Seung, Opper and Sompolinsky [Seung et al. 1992], Sung and Niyogi [Sung and Niyogi 1996] and Zhang [Zhang 1994] report similar improvements. Results presented by Seung, Opper and Sompolinsky indicate that generalization error decreases more rapidly for active learning than for passive learning [Seung et al. 1992]. Two main approaches to active learning can be identified, i.e. incremental learning and selective learning. Incremental learning starts training on an initial subset of. Using Barcode recognizer for Java Control to read, scan ead, scan image in Java applications. PERFORMANCE FACTORS. Encode code 128a in visual c# .Related: VB.NET EAN 128 Generating , Create Codabar Java , Generate UPC-A C#

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"This book stands above the rest because it has been available on the web and read by thousands of Java programmers The authors have received an enormous amount of feedback about which sections are good and which sections are confusing; the confusing ones have been improved I doubt that any other Java book has undergone such trial by fire" -Metroplex Java User Group, wwwjavamugorg/reviews/ Whether you're taking a class or learning on the job, The Java( TM) Tutorial, Third Edition , is a handson guide that lets ou quickly become proficient with the Java programming language Written by members of the Java Software team at Sun Microsystems, the book uses an interactive approach to help you learn the Java platform by example Since its first online release in 1995, the material in The Java(TM) Tutorial has been updated The following program, ArrayCopyDemo,[1] uses arraycopy to copy some continuously to reflect readercopyFrom and new the copyTothe Java platform This third edition has elements from the feedback array to releases of array: been thoroughly updated to cover v13 of the Java Platform, Standard Edition, as well as preceding versions as early as JDK 11 [1]ArrayCopyDemojava is included on the CD and is available online See Code Samples (page 174) You will find clear explanations of such fundamentals as objects, classes, and data structures In public class ArrayCopyDemo { addition, the book provides introductions to object-oriented programming, applet construction, and user public static Other topics include exceptions, I/O, and threads To help beginners avoid many interface design void main(String[] args) { char[] an entire = { 'd', 'e', 'c', 'a', 'f', 'f', and common mistakes, copyFromchapter is devoted to programming problems'e',their solutions 'i', section are 't', this edition Also new for this edition are Convenient summaries at the end of each 'n', 'a', new to 'e', 'd' }; char[] copyTosections to help you practice what you learn = new char[7]; "Questions and Exercises" After working through the lessons in this proven tutorial, you will be well prepared to use the Java Systemoutprintln(new String(copyTo)); programming language in your school or workplace.

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