Cirrincione Giansalvo - Neural-Based Orthogonal Data Fitting. The EXIN Neural Networks
Жанры: | Жанр к этой книге еще не добавлен |
---|
Случайная цитата из книги
К этой книге еще не добавлены цитаты Добавить цитатуРекомендуемый контент
Описание книги «Neural-Based Orthogonal Data Fitting. The EXIN Neural Networks»
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.
С книгой «Neural-Based Orthogonal Data Fitting. The EXIN Neural Networks» читают
Рецензии на книгу «Neural-Based Orthogonal Data Fitting. The EXIN Neural Networks»
Рецензий еще нет. Вы можете стать первым, кто напишет рецензию на книгу «Neural-Based Orthogonal Data Fitting. The EXIN Neural Networks»!
Пожалуйста, зарегистрируйтесь или войдите, чтобы оставить рецензию. Регистрация займет не более 15 секунд.
Популярные списки книг
Эти книги могут быть интересны:
- Impact Investing. Transforming How We Make Money While Making a Difference
- Душа перед Богом
- Liselotte von der Pfalz (Bebildert)
- Was will der Mann da, auf der Veranda
- Don Juan wird sechzig
- 17 Писем Любви каждой девочке, девушке, женщине
- Капитал. Том второй
- Die besten 10 Subwoofer
- Жестокая игра. Книга 6. Два мира
- Чудовище и чудовище
Отзывы на книгу «Neural-Based Orthogonal Data Fitting. The EXIN Neural Networks»
Отзывов еще нет. Станьте первым, кто напишет отзыв на книгу «Neural-Based Orthogonal Data Fitting. The EXIN Neural Networks»!
Пожалуйста, зарегистрируйтесь или войдите, чтобы написать отзыв. Регистрация займет не более 15 секунд.