Computational Methods And Application In Machine Learning

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Computational Methods And Application In Machine Learning

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Author : Chunwei Tian
language : en
Publisher:
Release Date : 2024-12-18

Computational Methods And Application In Machine Learning written by Chunwei Tian and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-12-18 with Computers categories.

The present reprint contains 17 in total articles that are accepted and published in the Special Issue "Computational Methods and Application in Machine Learning, 2023" of the MDPI Mathematics journal. The articles cover a wide range of topics with respect to the theory and applications of the computational method in machine learning. These keywords include artificial intelligence big data and analysis, machine learning, deep learning, natural language understanding, pattern recognition, computer vision, information retrieval, data mining, bioinformatics and biomedical applications, reinforcement learning, multimedia analysis and retrieval, multimodal representation learning, feature selection, clustering, etc. Machine learning is an interdisciplinary subject involving probability theory, statistics, approximation theory, convex analysis, optimization, algorithm complexity theory, etc. It focuses on how computers simulate or realize human learning behaviors in order to obtain new knowledge or skills. It is the core of artificial intelligence. In essence, the aim of machine learning is to enable computers to simulate human learning behaviors, automatically acquire knowledge and skills through learning, continuously improve performance, and realize artificial intelligence. We hope the reprint will be interesting and useful for those working in the area of computational methods, machine learning, and artificial intelligence, in addition to those who have a proper mathematical background and are willing to become familiar with recent advances in machine learning, which has entered almost all human life and activity sectors.

Computational Methods For Deep Learning

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Author : Wei Qi Yan
language : en
Publisher:
Release Date : 2021

Computational Methods For Deep Learning written by Wei Qi Yan and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021 with Big data categories.

Integrating concepts from deep learning, machine learning, and artificial neural networks, this highly unique textbook presents content progressively from easy to more complex, orienting its content about knowledge transfer from the viewpoint of machine intelligence. It adopts the methodology from graphical theory, mathematical models, and algorithmic implementation, as well as covers datasets preparation, programming, results analysis and evaluations. Beginning with a grounding about artificial neural networks with neurons and the activation functions, the work then explains the mechanism of deep learning using advanced mathematics. In particular, it emphasizes how to use TensorFlow and the latest MATLAB deep-learning toolboxes for implementing deep learning algorithms. As a prerequisite, readers should have a solid understanding especially of mathematical analysis, linear algebra, numerical analysis, optimizations, differential geometry, manifold, and information theory, as well as basic algebra, functional analysis, and graphical models. This computational knowledge will assist in comprehending the subject matter not only of this text/reference, but also in relevant deep learning journal articles and conference papers. This textbook/guide is aimed at Computer Science research students and engineers, as well as scientists interested in deep learning for theoretic research and analysis. More generally, this book is also helpful for those researchers who are interested in machine intelligence, pattern analysis, natural language processing, and machine vision. Dr. Wei Qi Yan is an Associate Professor in the Department of Computer Science at Auckland University of Technology, New Zealand. His other publications include the Springer title, Visual Cryptography for Image Processing and Security.

Machine Learning In Modeling And Simulation

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Author : Timon Rabczuk
language : en
Publisher: Springer Nature
Release Date : 2023-10-03

Machine Learning In Modeling And Simulation written by Timon Rabczuk and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-10-03 with Technology & Engineering categories.

Machine learning (ML) approaches have been extensively and successfully employed in various areas, like in economics, medical predictions, face recognition, credit card fraud detection, and spam filtering. There is clearly also the potential that ML techniques developed in Engineering and the Sciences will drastically increase the possibilities of analysis and accelerate the design to analysis time. With the use of ML techniques, coupled to conventional methods like finite element and digital twin technologies, new avenues of modeling and simulation can be opened but the potential of these ML techniques needs to still be fully harvested, with the methods developed and enhanced. The objective of this book is to provide an overview of ML in Engineering and the Sciences presenting fundamental theoretical ingredients with a focus on the next generation of computer modeling in Engineering and the Sciences in which the exciting aspects of machine learning are incorporated. The book is of value to any researcher and practitioner interested in research or applications of ML in the areas of scientific modeling and computer aided engineering.

Computational Techniques And Applications Ctac

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Author :
language : en
Publisher:
Release Date : 1993

Computational Techniques And Applications Ctac written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1993 with Mathematical analysis categories.

Computational Methods In Science And Engineering

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Author : George Maroulis
language : en
Publisher: American Institute of Physics
Release Date : 2009-09-02

Computational Methods In Science And Engineering written by George Maroulis and has been published by American Institute of Physics this book supported file pdf, txt, epub, kindle and other format this book has been release on 2009-09-02 with Computers categories.

The aim of ICCMSE 2008 is to bring together computational scientists and engineers from several disciplines in order to share methods, methodologies and ideas. The potential readers are all the scientists with interest in: Computational Mathematics, Theoretical Physics, Computational Physics, Theoretical Chemistry, Computational Chemistry, Mathematical Chemistry, Computational Engineering, Computational Mechanics, Computational Biology and Medicine, Scientific Computation, High Performance Computing, Parallel and Distributed Computing, Visualization, Problem Solving Environments, Software Tools, Advanced Numerical Algorithms, Modelling and Simulation of Complex Systems, Web-based Simulation and Computing, Grid-based Simulation and Computing, Computational Grids, and Computer Science.

Advanced Computational Methods For Knowledge Engineering

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Author : Hoai An Le Thi
language : en
Publisher: Springer Nature
Release Date : 2019-12-19

Advanced Computational Methods For Knowledge Engineering written by Hoai An Le Thi and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-12-19 with Technology & Engineering categories.

This proceedings book contains 37 papers selected from the submissions to the 6th International Conference on Computer Science, Applied Mathematics and Applications (ICCSAMA 2019), which was held on 19–20 December, 2019, in Hanoi, Vietnam. The book covers theoretical and algorithmic as well as practical issues connected with several domains of Applied Mathematics and Computer Science, especially Optimization and Data Science. The content is divided into four major sections: Nonconvex Optimization, DC Programming & DCA, and Applications; Data Mining and Data Processing; Machine Learning Methods and Applications; and Knowledge Information and Engineering Systems. Researchers and practitioners in related areas will find a wealth of inspiring ideas and useful tools & techniques for their own work.

Computational Methods For Smart Structures And Materials

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Author : Paolo Santini
language : en
Publisher:
Release Date : 1998

Computational Methods For Smart Structures And Materials written by Paolo Santini and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1998 with Architecture categories.

This text deals with smart structures. These are structures which can change their state in a controlled manner over a short period of time. This field covers aspects such as sensors and actuators, material technology and control systems.

Computational Methods In Biophysics Biomaterials Biotechnology And Medical Systems Algorithm Techniques

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Author : Cornelius T. Leondes
language : en
Publisher:
Release Date : 2003

Computational Methods In Biophysics Biomaterials Biotechnology And Medical Systems Algorithm Techniques written by Cornelius T. Leondes and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2003 with Medical categories.

This is the first interdisciplinary reference dedicated to the application of computational methods in biophysics, biomaterials, biotechnology and medical aystems research. (Midwest).

Cornell University Courses Of Study

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Author : Cornell University
language : en
Publisher:
Release Date : 2007

Cornell University Courses Of Study written by Cornell University and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2007 with Universities and colleges categories.

Courses And Programs

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Author : Iowa State University
language : en
Publisher:
Release Date : 1997

Courses And Programs written by Iowa State University and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1997 with Universities and colleges categories.