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Category:    Digital Signal Processing     Neural-Based Orthogonal Data Fitting: The EXIN Neural Networks (Adaptive and Cognitive Dynamic Systems: Signal Processing, Learning, Communications and Control) free ebook download

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Author(s): Giansalvo Cirrincione Date: 2010-11-30 Format: pdf Language: English ISBN/ASIN: 0471322709 Pages: 255 OCR: Quality: ISBN13: 9780471322702 Uploader: tvladb77 Upload Date: 6/15/2022 8:11:58 PM     To download click on link in the Links Table below                                                                        Description: Click to see full description The presentation of a novel theory in orthogonal regression The literature about neural-based algorithms is often dedicated to principal component analysis (PCA) and considers minor component analysis (MCA) a mere consequence. Breaking the mold, Neural-Based Orthogonal Data Fitting is the first book to start with the MCA problem and arrive at important conclusions about the PCA problem. The book proposes several neural networks, all endowed with a complete theory that not only explains their behavior, but also compares them with the existing neural and traditional algorithms. EXIN neurons, which are of the authors' invention, are introduced, explained, and analyzed. Further, it studies the algorithms as a differential geometry problem, a dynamic problem, a stochastic problem, and a numerical problem. It demonstrates the novel aspects of its main theory, including its applications in computer vision and linear system identification. The book shows both the derivation of the TLS EXIN from the MCA EXIN and the original derivation, as well as: Shows TLS problems and gives a sketch of their history and applications Presents MCA EXIN and compares it with the other existing approaches Introduces the TLS EXIN neuron and the SCG and BFGS acceleration techniques and compares them with TLS GAO Outlines the GeTLS EXIN theory for generalizing and unifying the regression problems Establishes the GeMCA theory, starting with the identification of GeTLS EXIN as a generalization eigenvalue problem In dealing with mathematical and numerical aspects of EXIN neurons, the book is mainly theoretical. All the algorithms, however, have been used in analyzing real-time problems and show accurate solutions. Neural-Based Orthogonal Data Fitting is useful for statisticians, applied mathematics experts, and engineers. Links Table     Title Link Password Size (MB) Thank to Inform Admin 3128680 Book https://novafile.com/file/0ql8br48t6ve...   0.00 tvladb77 Tags: Adaptive Cognitive Communications Control Data Dynamic EXIN Fitting Learning Networks Title Link Password Size Reason Dead link New format   Those who downloaded this book also downloaded the following books: Comments New comment:

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