Stock Market Modeling And Forecasting
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Stock Market Modeling And Forecasting
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Author : Xiaolian Zheng
language : en
Publisher: Springer
Release Date : 2013-04-05
Stock Market Modeling And Forecasting written by Xiaolian Zheng and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-04-05 with Technology & Engineering categories.
Stock Market Modeling and Forecasting translates experience in system adaptation gained in an engineering context to the modeling of financial markets with a view to improving the capture and understanding of market dynamics. The modeling process is considered as identifying a dynamic system in which a real stock market is treated as an unknown plant and the identification model proposed is tuned by feedback of the matching error. Like a physical system, a financial market exhibits fast and slow dynamics corresponding to external (such as company value and profitability) and internal forces (such as investor sentiment and commodity prices) respectively. The framework presented here, consisting of an internal model and an adaptive filter, is successful at considering both fast and slow market dynamics. A double selection method is efficacious in identifying input factors influential in market movements, revealing them to be both frequency- and market-dependent. The authors present work on both developed and developing markets in the shape of the US, Hong Kong, Chinese and Singaporean stock markets. Results from all these sources demonstrate the efficiency of the model framework in identifying significant influences and the quality of its predictive ability; promising results are also obtained by applying the model framework to the forecasting of major market-turning periods. Having shown that system-theoretic ideas can form the core of a novel and effective basis for stock market analysis, the book is completed by an indication of possible and likely future expansions of the research in this area.
The Nature Of Statistical Learning Theory
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Author : Vladimir Vapnik
language : en
Publisher: Springer Science & Business Media
Release Date : 2013-06-29
The Nature Of Statistical Learning Theory written by Vladimir Vapnik and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-06-29 with Mathematics categories.
The aim of this book is to discuss the fundamental ideas which lie behind the statistical theory of learning and generalization. It considers learning as a general problem of function estimation based on empirical data. Omitting proofs and technical details, the author concentrates on discussing the main results of learning theory and their connections to fundamental problems in statistics. These include: * the setting of learning problems based on the model of minimizing the risk functional from empirical data * a comprehensive analysis of the empirical risk minimization principle including necessary and sufficient conditions for its consistency * non-asymptotic bounds for the risk achieved using the empirical risk minimization principle * principles for controlling the generalization ability of learning machines using small sample sizes based on these bounds * the Support Vector methods that control the generalization ability when estimating function using small sample size. The second edition of the book contains three new chapters devoted to further development of the learning theory and SVM techniques. These include: * the theory of direct method of learning based on solving multidimensional integral equations for density, conditional probability, and conditional density estimation * a new inductive principle of learning. Written in a readable and concise style, the book is intended for statisticians, mathematicians, physicists, and computer scientists. Vladimir N. Vapnik is Technology Leader AT&T Labs-Research and Professor of London University. He is one of the founders of
Neural Network Time Series
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Author : E. Michael Azoff
language : en
Publisher:
Release Date : 1994-09-27
Neural Network Time Series written by E. Michael Azoff and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1994-09-27 with Business & Economics categories.
Comprehensively specified benchmarks are provided (including weight values), drawn from time series examples in chaos theory and financial futures. The book covers data preprocessing, random walk theory, trading systems and risk analysis. It also provides a literature review, a tutorial on backpropagation, and a chapter on further reading and software.
Automation Of Trading Machine For Traders
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Author : Jacinta Chan
language : en
Publisher: Springer Nature
Release Date : 2019-12-02
Automation Of Trading Machine For Traders written by Jacinta Chan and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-12-02 with Business & Economics categories.
This Palgrave Pivot innovatively combines new methods and approaches to building dynamic trading systems to forecast future price direction in today’s increasingly difficult and volatile financial markets. The primary purpose of this book is to provide a structured course for building robust algorithmic trading models that forecast future price direction. Chan provides insider information and insights on trading strategies; her knowledge and experience has been gained over two decades as a trader in foreign exchange, stock and derivatives markets. She guides the reader to build, evaluate, and test the predictive ability and the profitability of abnormal returns of new hybrid forecasting models.
Data Analytics In Bioinformatics
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Author : Rabinarayan Satpathy
language : en
Publisher: John Wiley & Sons
Release Date : 2021-01-20
Data Analytics In Bioinformatics written by Rabinarayan Satpathy and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-01-20 with Computers categories.
Machine learning techniques are increasingly being used to address problems in computational biology and bioinformatics. Novel machine learning computational techniques to analyze high throughput data in the form of sequences, gene and protein expressions, pathways, and images are becoming vital for understanding diseases and future drug discovery. Machine learning techniques such as Markov models, support vector machines, neural networks, and graphical models have been successful in analyzing life science data because of their capabilities in handling randomness and uncertainty of data noise and in generalization. Machine Learning in Bioinformatics compiles recent approaches in machine learning methods and their applications in addressing contemporary problems in bioinformatics approximating classification and prediction of disease, feature selection, dimensionality reduction, gene selection and classification of microarray data and many more.
2019 2nd International Conference On Intelligent Computing Instrumentation And Control Technologies Icicict
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Author : IEEE Staff
language : en
Publisher:
Release Date : 2019-07-05
2019 2nd International Conference On Intelligent Computing Instrumentation And Control Technologies Icicict written by IEEE Staff and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-07-05 with categories.
The theme of the conference is Intelligent Computing for Smart World The aim and objective of the conference is to bring together academicians, researchers, professionals, executives and practicing engineers, from various industries, research institutes and educational bodies to share and exchange ideas and information on the theme of the conference The authors who wish to contribute to the conference are solicited to submit their papers that illustrate research results, projects, surveying works and industrial experiences addressing state of the art research and development in the areas related to computing, communication , control and Instrumentation This conference will offer a real opportunity to discuss new issues, tackle complex problems and find advanced enabling solutions which are able to shape new trends in Engineering and Technology for the development of human mankind being as a whole
Introduction To Artificial Neural Systems
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Author : Jacek M. Zurada
language : en
Publisher: Brooks/Cole
Release Date : 1995
Introduction To Artificial Neural Systems written by Jacek M. Zurada and has been published by Brooks/Cole this book supported file pdf, txt, epub, kindle and other format this book has been release on 1995 with Neural networks (Computer science) categories.
Stock Market Forecasting Courses
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Author : W. D. Gann
language : en
Publisher: WWW.Snowballpublishing.com
Release Date : 2009-10
Stock Market Forecasting Courses written by W. D. Gann and has been published by WWW.Snowballpublishing.com this book supported file pdf, txt, epub, kindle and other format this book has been release on 2009-10 with Business & Economics categories.
This is an extensive course for the gann trader as well as the investor. W. D. Gann's Stock Trading Course can teach you a number of different trading techniques and skills, such as charting, chart interpretation, how do find natural resistance levels, forecasting trend changes, using Gann Lines (or Gann Angles), seasonal changes for stocks, how to decipher time cycles, the relationship between time and price, squaring price and time, how to use gann squares & gann calculators and more.
2021 Ieee 8th Uttar Pradesh Section International Conference On Electrical Electronics And Computer Engineering Upcon
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Author : IEEE Staff
language : en
Publisher:
Release Date : 2021-11-11
2021 Ieee 8th Uttar Pradesh Section International Conference On Electrical Electronics And Computer Engineering Upcon written by IEEE Staff and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-11-11 with categories.
International Conference on Electrical, Electronics and Computer Engineering (UPCON 2021) is a reputed high level International Conference covering broad topics in the areas of Electrical, Computer and Electronics Engineering This conference will provide an excellent platform to the researchers to present their research work
New Frontiers In Applied Artificial Intelligence
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Author : Ngoc Thanh Nguyen
language : en
Publisher: Springer Science & Business Media
Release Date : 2008-06-03
New Frontiers In Applied Artificial Intelligence written by Ngoc Thanh Nguyen and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008-06-03 with Computers categories.
This book constitutes the refereed proceedings of the 21st International Conference on Industrial and Engineering Applications of Artificial Intelligence and Expert Systems, IEA/AIE 2008, held in Wroclaw, Poland, in June 2008. The 75 revised full papers presented were carefully reviewed and selected from 302 submissions. The papers are organized in topical sections on computer vision, fuzzy system applications, robot and manufacturing, data mining and KDS, neural networks, machine learning, natural language processing, internet application and education, heuristic search, application systems, agent-based system, evolutionary and genetic algorithms, knowledge management, and other applications. The book concludes with 15 contributions from the following special sessions: knowledge driven manufacturing systems, joint session on adaptive networked systems and fuzzy knowledge bases, and software agents and multi-agent systems.