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Author : Renee ́Stoneking Renner
Publisher :
ISBN 13 :
Total Pages : 496 pages
Book Rating : 4.:/5 (425 download)
Download or read book Improving Generalization of Constructive Neural Networks Using Ensembles written by Renee ́Stoneking Renner and published by . This book was released on 1999 with total page 496 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Author : Vassil Alexandrov
Publisher : Springer Science & Business Media
ISBN 13 : 3540422331
Total Pages : 1068 pages
Book Rating : 4.5/5 (44 download)
Download or read book Computational Science - ICCS 2001 written by Vassil Alexandrov and published by Springer Science & Business Media. This book was released on 2001-05-24 with total page 1068 pages. Available in PDF, EPUB and Kindle. Book excerpt: LNCS volumes 2073 and 2074 contain the proceedings of the International Conference on Computational Science, ICCS 2001, held in San Francisco, California, May 27-31, 2001. The two volumes consist of more than 230 contributed and invited papers that reflect the aims of the conference to bring together researchers and scientists from mathematics and computer science as basic computing disciplines, researchers from various application areas who are pioneering advanced application of computational methods to sciences such as physics, chemistry, life sciences, and engineering, arts and humanitarian fields, along with software developers and vendors, to discuss problems and solutions in the area, to identify new issues, and to shape future directions for research, as well as to help industrial users apply various advanced computational techniques.
Author : Darrell Whitley
Publisher :
ISBN 13 :
Total Pages : 12 pages
Book Rating : 4.:/5 (257 download)
Download or read book Generalization in feedforward neural networks written by Darrell Whitley and published by . This book was released on 1991 with total page 12 pages. Available in PDF, EPUB and Kindle. Book excerpt: Abstract: "One of the important characteristics of feed forward neural networks is their ability to generalize the input/output behavior of functions based on a set of training exemplars. Yet many aspects of the problem of improving generalization in feed forward neural networks has [sic] not been studied well. In this paper we address the importance of this problem and propose two techniques to improve generalization. They are: 1) proper selection of the training ensemble, and 2) a partitioned learning strategy. These techniques are applied to a complex 2-D classification problem. We also evaluate network generalization while using the cascade correlation learning architecture."
Author : Leonardo Franco
Publisher : Springer Science & Business Media
ISBN 13 : 3642045111
Total Pages : 296 pages
Book Rating : 4.6/5 (42 download)
Download or read book Constructive Neural Networks written by Leonardo Franco and published by Springer Science & Business Media. This book was released on 2009-10-27 with total page 296 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents a collection of invited works that consider constructive methods for neural networks, taken primarily from papers presented at a special th session held during the 18 International Conference on Artificial Neural Networks (ICANN 2008) in September 2008 in Prague, Czech Republic. The book is devoted to constructive neural networks and other incremental learning algorithms that constitute an alternative to the standard method of finding a correct neural architecture by trial-and-error. These algorithms provide an incremental way of building neural networks with reduced topologies for classification problems. Furthermore, these techniques produce not only the multilayer topologies but the value of the connecting synaptic weights that are determined automatically by the constructing algorithm, avoiding the risk of becoming trapped in local minima as might occur when using gradient descent algorithms such as the popular back-propagation. In most cases the convergence of the constructing algorithms is guaranteed by the method used. Constructive methods for building neural networks can potentially create more compact and robust models which are easily implemented in hardware and used for embedded systems. Thus a growing amount of current research in neural networks is oriented towards this important topic. The purpose of this book is to gather together some of the leading investigators and research groups in this growing area, and to provide an overview of the most recent advances in the techniques being developed for constructive neural networks and their applications.
Author : Cha Zhang
Publisher : Springer Science & Business Media
ISBN 13 : 1441993266
Total Pages : 332 pages
Book Rating : 4.4/5 (419 download)
Download or read book Ensemble Machine Learning written by Cha Zhang and published by Springer Science & Business Media. This book was released on 2012-02-17 with total page 332 pages. Available in PDF, EPUB and Kindle. Book excerpt: It is common wisdom that gathering a variety of views and inputs improves the process of decision making, and, indeed, underpins a democratic society. Dubbed “ensemble learning” by researchers in computational intelligence and machine learning, it is known to improve a decision system’s robustness and accuracy. Now, fresh developments are allowing researchers to unleash the power of ensemble learning in an increasing range of real-world applications. Ensemble learning algorithms such as “boosting” and “random forest” facilitate solutions to key computational issues such as face recognition and are now being applied in areas as diverse as object tracking and bioinformatics. Responding to a shortage of literature dedicated to the topic, this volume offers comprehensive coverage of state-of-the-art ensemble learning techniques, including the random forest skeleton tracking algorithm in the Xbox Kinect sensor, which bypasses the need for game controllers. At once a solid theoretical study and a practical guide, the volume is a windfall for researchers and practitioners alike.
Author : Chooi Mey Kwan
Publisher :
ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (959 download)
Download or read book Improving Generalization Capability of Neural Networks Through Complexity Regularization written by Chooi Mey Kwan and published by . This book was released on 1999 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:
Author :
Publisher :
ISBN 13 :
Total Pages : 708 pages
Book Rating : 4.F/5 ( download)
Download or read book Dissertation Abstracts International written by and published by . This book was released on 1999 with total page 708 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Author : Xiaofeng Liao
Publisher : Springer Science & Business Media
ISBN 13 : 3540259120
Total Pages : 1101 pages
Book Rating : 4.5/5 (42 download)
Download or read book Advances in Neural Networks - ISNN 2005 written by Xiaofeng Liao and published by Springer Science & Business Media. This book was released on 2005-05-17 with total page 1101 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book and its sister volumes constitute the proceedings of the 2nd International Symposium on Neural Networks (ISNN 2005). ISNN 2005 was held in the beautiful mountain city Chongqing by the upper Yangtze River in southwestern China during May 30–June 1, 2005, as a sequel of ISNN 2004 successfully held in Dalian, China.
Author : Jiuwen Cao
Publisher : Springer
ISBN 13 : 3319140639
Total Pages : 446 pages
Book Rating : 4.3/5 (191 download)
Download or read book Proceedings of ELM-2014 Volume 1 written by Jiuwen Cao and published by Springer. This book was released on 2014-12-04 with total page 446 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book contains some selected papers from the International Conference on Extreme Learning Machine 2014, which was held in Singapore, December 8-10, 2014. This conference brought together the researchers and practitioners of Extreme Learning Machine (ELM) from a variety of fields to promote research and development of “learning without iterative tuning”. The book covers theories, algorithms and applications of ELM. It gives the readers a glance of the most recent advances of ELM.
Author : Alexander Gelbukh
Publisher : Springer
ISBN 13 : 3540490582
Total Pages : 1258 pages
Book Rating : 4.5/5 (44 download)
Download or read book MICAI 2006: Advances in Artificial Intelligence written by Alexander Gelbukh and published by Springer. This book was released on 2006-11-07 with total page 1258 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 5th Mexican International Conference on Artificial Intelligence, MICAI 2006, held in Apizaco, Mexico in November 2006. It contains over 120 papers that address such topics as knowledge representation and reasoning, machine learning and feature selection, knowledge discovery, computer vision, image processing and image retrieval, robotics, as well as bioinformatics and medical applications.
Author : Shivam Bhasin
Publisher : Springer Nature
ISBN 13 : 3030899152
Total Pages : 338 pages
Book Rating : 4.0/5 (38 download)
Download or read book Constructive Side-Channel Analysis and Secure Design written by Shivam Bhasin and published by Springer Nature. This book was released on 2021-10-26 with total page 338 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes revised selected papers from the 11th International Workshop on Constructive Side-Channel Analysis and Secure Design, COSADE 2021, held in Lugano, Switzerland, in October 2021. The 14 full papers carefully reviewed and selected from 31 submissions are presented in this volume together with the 4 extended keynote abstracts. The workshop covers the following subjects: cryptography, side-channel analysis, cryptographic implementations, fault attacks, implementation attacks, post-quantum cryptography, hardware accelerators, etc.
Author : De-Shuang Huang
Publisher : Springer Science & Business Media
ISBN 13 : 3540874402
Total Pages : 1299 pages
Book Rating : 4.5/5 (48 download)
Download or read book Advanced Intelligent Computing Theories and Applications. With Aspects of Theoretical and Methodological Issues written by De-Shuang Huang and published by Springer Science & Business Media. This book was released on 2008-08-28 with total page 1299 pages. Available in PDF, EPUB and Kindle. Book excerpt: The International Conference on Intelligent Computing (ICIC) was formed to p- vide an annual forum dedicated to the emerging and challenging topics in artificial intelligence, machine learning, bioinformatics, and computational biology, etc. It aims to bring together researchers and practitioners from both academia and ind- try to share ideas, problems and solutions related to the multifaceted aspects of intelligent computing. ICIC 2008, held in Shanghai, China, September 15–18, 2008, constituted the 4th International Conference on Intelligent Computing. It built upon the success of ICIC 2007, ICIC 2006 and ICIC 2005 held in Qingdao, Kunming and Hefei, China, 2007, 2006 and 2005, respectively. This year, the conference concentrated mainly on the theories and methodologies as well as the emerging applications of intelligent computing. Its aim was to unify the picture of contemporary intelligent computing techniques as an integral concept that highlights the trends in advanced computational intelligence and bridges theoretical research with applications. Therefore, the theme for this conference was “Emerging Intelligent Computing Technology and Applications”. Papers focusing on this theme were solicited, addressing theories, methodologies, and applications in science and technology.
Author : Thomas Philip Runarsson
Publisher : Springer Science & Business Media
ISBN 13 : 3540389903
Total Pages : 1079 pages
Book Rating : 4.5/5 (43 download)
Download or read book Parallel Problem Solving from Nature - PPSN IX written by Thomas Philip Runarsson and published by Springer Science & Business Media. This book was released on 2006-09-13 with total page 1079 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 9th International Conference on Parallel Problem Solving from Nature, PPSN 2006. The book presents 106 revised full papers covering a wide range of topics, from evolutionary computation to swarm intelligence and bio-inspired computing to real-world applications. These are organized in topical sections on theory, new algorithms, applications, multi-objective optimization, evolutionary learning, as well as representations, operators, and empirical evaluation.
Author : Irwin King
Publisher : Springer Science & Business Media
ISBN 13 : 3540464794
Total Pages : 1208 pages
Book Rating : 4.5/5 (44 download)
Download or read book Neural information processing written by Irwin King and published by Springer Science & Business Media. This book was released on 2006-09-22 with total page 1208 pages. Available in PDF, EPUB and Kindle. Book excerpt: The three volume set LNCS 4232, LNCS 4233, and LNCS 4234 constitutes the refereed proceedings of the 13th International Conference on Neural Information Processing, ICONIP 2006, held in Hong Kong, China in October 2006. The 386 revised full papers presented were carefully reviewed and selected from 1175 submissions.
Author : Danaipong Chetchotsak
Publisher :
ISBN 13 :
Total Pages : 410 pages
Book Rating : 4.:/5 (528 download)
Download or read book Improving Generalization Capability of Neural Networks Under Conditions of Sparse Data written by Danaipong Chetchotsak and published by . This book was released on 2003 with total page 410 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Author : Josep Balasch
Publisher : Springer Nature
ISBN 13 : 3030997669
Total Pages : 279 pages
Book Rating : 4.0/5 (39 download)
Download or read book Constructive Side-Channel Analysis and Secure Design written by Josep Balasch and published by Springer Nature. This book was released on 2022-03-25 with total page 279 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes revised selected papers from the 13th International Workshop on Constructive Side-Channel Analysis and Secure Design, COSADE 2022, held in Leuven, Belgium, in April 2022. The 12 full papers presented in this volume were carefully reviewed and selected from 25 submissions. The papers cover the following subjects: implementation attacks, secure implementation, implementation attack-resilient architectures and schemes, secure design and evaluation, practical attacks, test platforms, and open benchmarks.
Author :
Publisher :
ISBN 13 :
Total Pages : 784 pages
Book Rating : 4.3/5 (91 download)
Download or read book American Doctoral Dissertations written by and published by . This book was released on 1998 with total page 784 pages. Available in PDF, EPUB and Kindle. Book excerpt:
