› › Comparison Of Time Series Analysis Techniques To Detect Direct And Time Varying Interrelations In Multivariate Neural Systems

Signal Processing in Neuroscience

Author : Xiaoli Li

Publisher : Springer

Page : 289 pages

File Size : 37,97 MB

Release : 2016-08-31

Category : Medical

ISBN : 9811018227

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Book Description

This book reviews cutting-edge developments in neural signalling processing (NSP), systematically introducing readers to various models and methods in the context of NSP. Neuronal Signal Processing is a comparatively new field in computer sciences and neuroscience, and is rapidly establishing itself as an important tool, one that offers an ideal opportunity to forge stronger links between experimentalists and computer scientists. This new signal-processing tool can be used in conjunction with existing computational tools to analyse neural activity, which is monitored through different sensors such as spike trains, local filed potentials and EEG. The analysis of neural activity can yield vital insights into the function of the brain. This book highlights the contribution of signal processing in the area of computational neuroscience by providing a forum for researchers in this field to share their experiences to date.



Deep Learning for Time Series Forecasting

Author : Jason Brownlee

Publisher : Machine Learning Mastery

Page : 572 pages

File Size : 33,41 MB

Release : 2018-08-30

Category : Computers

ISBN :

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Book Description

Deep learning methods offer a lot of promise for time series forecasting, such as the automatic learning of temporal dependence and the automatic handling of temporal structures like trends and seasonality. With clear explanations, standard Python libraries, and step-by-step tutorial lessons you’ll discover how to develop deep learning models for your own time series forecasting projects.



Information Dynamics

Author : Harald Atmanspacher

Publisher : Springer Science & Business Media

Page : 362 pages

File Size : 44,32 MB

Release : 2013-11-11

Category : Technology & Engineering

ISBN : 1489923055

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Book Description

Proceedings of a NATO ASI held in Irsee/Kaufbeuren, Germany, June 15--26, 1990



Time Series Analysis

Author : Chun-Kit Ngan

Publisher : BoD – Books on Demand

Page : 131 pages

File Size : 38,24 MB

Release : 2019-11-06

Category : Mathematics

ISBN : 1789847788

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Book Description

This book aims to provide readers with the current information, developments, and trends in a time series analysis, particularly in time series data patterns, technical methodologies, and real-world applications. This book is divided into three sections and each section includes two chapters. Section 1 discusses analyzing multivariate and fuzzy time series. Section 2 focuses on developing deep neural networks for time series forecasting and classification. Section 3 describes solving real-world domain-specific problems using time series techniques. The concepts and techniques contained in this book cover topics in time series research that will be of interest to students, researchers, practitioners, and professors in time series forecasting and classification, data analytics, machine learning, deep learning, and artificial intelligence.



Forecasting and Time Series

Author : Bruce L. Bowerman

Publisher : South Western Educational Publishing

Page : 0 pages

File Size : 18,96 MB

Release : 1993

Category : Forecasting

ISBN : 9780534379698

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Book Description

The Third Edition of FORECASTING AND TIME SERIES illustrates the importance of forecasting and the various statistical techniques that can be used to produce forecasts. Bruce L. Bowerman and Richard T. O'Connell clearly demonstrate the necessity of using forecasts to make intelligent decisions in marketing, finance, personnel management, production scheduling, process control, and strategic management.



Introduction to Modern Time Series Analysis

Author : Gebhard Kirchgässner

Publisher : Springer Science & Business Media

Page : 288 pages

File Size : 10,23 MB

Release : 2008-08-27

Category : Business & Economics

ISBN : 9783540687351

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Book Description

This book presents modern developments in time series econometrics that are applied to macroeconomic and financial time series. It contains the most important approaches to analyze time series which may be stationary or nonstationary.





Handbook of Time Series Analysis

Author : Björn Schelter

Publisher : John Wiley & Sons

Page : 514 pages

File Size : 50,34 MB

Release : 2006-12-13

Category : Science

ISBN : 3527609512

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Book Description

This handbook provides an up-to-date survey of current research topics and applications of time series analysis methods written by leading experts in their fields. It covers recent developments in univariate as well as bivariate and multivariate time series analysis techniques ranging from physics' to life sciences' applications. Each chapter comprises both methodological aspects and applications to real world complex systems, such as the human brain or Earth's climate. Covering an exceptionally broad spectrum of topics, beginners, experts and practitioners who seek to understand the latest developments will profit from this handbook.



Niedermeyer's Electroencephalography

Author : Donald L. Schomer

Publisher : Lippincott Williams & Wilkins

Page : 1308 pages

File Size : 20,98 MB

Release : 2012-10-18

Category : Medical

ISBN : 1451153155

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Book Description

The leading reference on electroencephalography since 1982, Niedermeyer's Electroencephalography is now in its thoroughly updated Sixth Edition. An international group of experts provides comprehensive coverage of the neurophysiologic and technical aspects of EEG, evoked potentials, and magnetoencephalography, as well as the clinical applications of these studies in neonates, infants, children, adults, and older adults. This edition's new lead editor, Donald Schomer, MD, has updated the technical information and added a major new chapter on artifacts. Other highlights include complete coverage of EEG in the intensive care unit and new chapters on integrating other recording devices with EEG; transcranial electrical and magnetic stimulation; EEG/TMS in evaluation of cognitive and mood disorders; and sleep in premature infants, children and adolescents, and the elderly. A companion website includes fully searchable text and image bank.



Knowledge Discovery in Big Data from Astronomy and Earth Observation

Author : Petr Skoda

Publisher : Elsevier

Page : 472 pages

File Size : 28,51 MB

Release : 2020-04-09

Category : Computers

ISBN : 0128191546

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Book Description

Knowledge Discovery in Big Data from Astronomy and Earth Observation: Astrogeoinformatics bridges the gap between astronomy and geoscience in the context of applications, techniques and key principles of big data. Machine learning and parallel computing are increasingly becoming cross-disciplinary as the phenomena of Big Data is becoming common place. This book provides insight into the common workflows and data science tools used for big data in astronomy and geoscience. After establishing similarity in data gathering, pre-processing and handling, the data science aspects are illustrated in the context of both fields. Software, hardware and algorithms of big data are addressed. Finally, the book offers insight into the emerging science which combines data and expertise from both fields in studying the effect of cosmos on the earth and its inhabitants.