Constructive Neural Networks

Name: Constructive Neural Networks
Rating: 3 (1 reviews)

Leonardo Franco · José M. Jerez

२००९ नोभेम्बर · Studies in Computational Intelligence पुस्तक 258 · Springer

३.०

१ समीक्षा

इ-पुस्तक

293

पृष्ठहरू

रेटिङ र रिभ्यूहरूको पुष्टि गरिएको हुँदैन थप जान्नुहोस्

यो इ-पुस्तकका बारेमा

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.

मूल्याङ्कन र समीक्षाहरू

३.०

१ समीक्षा

यो इ-पुस्तकको मूल्याङ्कन गर्नुहोस्

हामीलाई आफ्नो धारणा बताउनुहोस्।

जानकारी पढ्दै

स्मार्टफोन तथा ट्याबलेटहरू

Android र iPad/iPhone का लागि Google Play किताब एप को इन्स्टल गर्नुहोस्। यो तपाईंको खातासॅंग स्वतः सिंक हुन्छ र तपाईं अनलाइन वा अफलाइन जहाँ भए पनि अध्ययन गर्न दिन्छ।

ल्यापटप तथा कम्प्युटरहरू

तपाईं Google Play मा खरिद गरिएको अडियोबुक आफ्नो कम्प्युटरको वेब ब्राउजर प्रयोग गरेर सुन्न सक्नुहुन्छ।

eReaders र अन्य उपकरणहरू

Kobo eReaders जस्ता e-ink डिभाइसहरूमा फाइल पढ्न तपाईंले फाइल डाउनलोड गरेर उक्त फाइल आफ्नो डिभाइसमा ट्रान्स्फर गर्नु पर्ने हुन्छ। ती फाइलहरू पढ्न मिल्ने इबुक रिडरहरूमा ती फाइलहरू ट्रान्स्फर गर्नेसम्बन्धी विस्तृत निर्देशनहरू प्राप्त गर्न मद्दत केन्द्र मा जानुहोस्।

गैरकानुनी सामग्रीका बारेमा रिपोर्ट गर्नुहोस्