Special Issue: Modern Dimension Reduction Methods for Big Data Problems in Ecology - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Special Issue: Modern Dimension Reduction Methods for Big Data Problems in Ecology write by Christopher K. Wikle. This book was released on 2013. Special Issue: Modern Dimension Reduction Methods for Big Data Problems in Ecology available in PDF, EPUB and Kindle.
Modern Dimension Reduction
Modern Dimension Reduction - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Modern Dimension Reduction write by Philip D. Waggoner. This book was released on 2021-08-05. Modern Dimension Reduction available in PDF, EPUB and Kindle. Data are not only ubiquitous in society, but are increasingly complex both in size and dimensionality. Dimension reduction offers researchers and scholars the ability to make such complex, high dimensional data spaces simpler and more manageable. This Element offers readers a suite of modern unsupervised dimension reduction techniques along with hundreds of lines of R code, to efficiently represent the original high dimensional data space in a simplified, lower dimensional subspace. Launching from the earliest dimension reduction technique principal components analysis and using real social science data, I introduce and walk readers through application of the following techniques: locally linear embedding, t-distributed stochastic neighbor embedding (t-SNE), uniform manifold approximation and projection, self-organizing maps, and deep autoencoders. The result is a well-stocked toolbox of unsupervised algorithms for tackling the complexities of high dimensional data so common in modern society. All code is publicly accessible on Github.
Big Data Optimization: Recent Developments and Challenges
Big Data Optimization: Recent Developments and Challenges - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Big Data Optimization: Recent Developments and Challenges write by Ali Emrouznejad. This book was released on 2016-05-26. Big Data Optimization: Recent Developments and Challenges available in PDF, EPUB and Kindle. The main objective of this book is to provide the necessary background to work with big data by introducing some novel optimization algorithms and codes capable of working in the big data setting as well as introducing some applications in big data optimization for both academics and practitioners interested, and to benefit society, industry, academia, and government. Presenting applications in a variety of industries, this book will be useful for the researchers aiming to analyses large scale data. Several optimization algorithms for big data including convergent parallel algorithms, limited memory bundle algorithm, diagonal bundle method, convergent parallel algorithms, network analytics, and many more have been explored in this book.
Machine Learning, Advances in Computing, Renewable Energy and Communication
Machine Learning, Advances in Computing, Renewable Energy and Communication - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Machine Learning, Advances in Computing, Renewable Energy and Communication write by Anuradha Tomar. This book was released on 2021-08-19. Machine Learning, Advances in Computing, Renewable Energy and Communication available in PDF, EPUB and Kindle. This book gathers selected papers presented at International Conference on Machine Learning, Advances in Computing, Renewable Energy and Communication (MARC 2020), held in Krishna Engineering College, Ghaziabad, India, during December 17–18, 2020. This book discusses key concepts, challenges, and potential solutions in connection with established and emerging topics in advanced computing, renewable energy, and network communications.
The Ecological Brain
The Ecological Brain - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook The Ecological Brain write by Luis H. Favela. This book was released on 2023-12-22. The Ecological Brain available in PDF, EPUB and Kindle. The Ecological Brain is the first book of its kind, using complexity science to integrate the seemingly disparate fields of ecological psychology and neuroscience. The book develops a unique framework for unifying investigations and explanations of mind that span brain, body, and environment: the NeuroEcological Nexus Theory (NExT). Beginning with an introduction to the history of the fields, the author provides an assessment of why ecological psychology and neuroscience are commonly viewed as irreconcilable methods for investigating and explaining cognition, intelligent behavior, and the systems that realize them. The book then progresses to its central aim: presenting a unified investigative and explanatory framework offering concepts, methods, and theories applicable across neural and ecological scales of investigation. By combining the core principles of ecological psychology, neural population dynamics, and synergetics under a unified complexity science approach, NExT offers a compressive investigative framework to explain and understand neural, bodily, and environmental contributions to perception-action and other forms of intelligent behavior and thought. The book progresses the conversation around the role of brains in ecological psychology, as well as bodies and environments in neuroscience. It is essential reading for all students of ecological psychology, perception, cognitive sciences, and neuroscience, as well as anyone interested in the history and philosophy of the brain/mind sciences and their state-of-the-art methods and theories.
