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Practical Applications Of Evolutionary Computation To Financial Engineering


Practical Applications Of Evolutionary Computation To Financial Engineering
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Practical Applications Of Evolutionary Computation To Financial Engineering


Practical Applications Of Evolutionary Computation To Financial Engineering
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Author : Hitoshi Iba
language : en
Publisher: Springer Science & Business Media
Release Date : 2012-02-15

Practical Applications Of Evolutionary Computation To Financial Engineering written by Hitoshi Iba 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 2012-02-15 with Technology & Engineering categories.


“Practical Applications of Evolutionary Computation to Financial Engineering” presents the state of the art techniques in Financial Engineering using recent results in Machine Learning and Evolutionary Computation. This book bridges the gap between academics in computer science and traders and explains the basic ideas of the proposed systems and the financial problems in ways that can be understood by readers without previous knowledge on either of the fields. To cement the ideas discussed in the book, software packages are offered that implement the systems described within. The book is structured so that each chapter can be read independently from the others. Chapters 1 and 2 describe evolutionary computation. The third chapter is an introduction to financial engineering problems for readers who are unfamiliar with this area. The following chapters each deal, in turn, with a different problem in the financial engineering field describing each problem in detail and focusing on solutions based on evolutionary computation. Finally, the two appendixes describe software packages that implement the solutions discussed in this book, including installation manuals and parameter explanations.



Applications Of Computational Intelligence In Data Driven Trading


Applications Of Computational Intelligence In Data Driven Trading
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Author : Cris Doloc
language : en
Publisher: John Wiley & Sons
Release Date : 2019-11-05

Applications Of Computational Intelligence In Data Driven Trading written by Cris Doloc 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 2019-11-05 with Business & Economics categories.


“Life on earth is filled with many mysteries, but perhaps the most challenging of these is the nature of Intelligence.” – Prof. Terrence J. Sejnowski, Computational Neurobiologist The main objective of this book is to create awareness about both the promises and the formidable challenges that the era of Data-Driven Decision-Making and Machine Learning are confronted with, and especially about how these new developments may influence the future of the financial industry. The subject of Financial Machine Learning has attracted a lot of interest recently, specifically because it represents one of the most challenging problem spaces for the applicability of Machine Learning. The author has used a novel approach to introduce the reader to this topic: The first half of the book is a readable and coherent introduction to two modern topics that are not generally considered together: the data-driven paradigm and Computational Intelligence. The second half of the book illustrates a set of Case Studies that are contemporarily relevant to quantitative trading practitioners who are dealing with problems such as trade execution optimization, price dynamics forecast, portfolio management, market making, derivatives valuation, risk, and compliance. The main purpose of this book is pedagogical in nature, and it is specifically aimed at defining an adequate level of engineering and scientific clarity when it comes to the usage of the term “Artificial Intelligence,” especially as it relates to the financial industry. The message conveyed by this book is one of confidence in the possibilities offered by this new era of Data-Intensive Computation. This message is not grounded on the current hype surrounding the latest technologies, but on a deep analysis of their effectiveness and also on the author’s two decades of professional experience as a technologist, quant and academic.



Real Life Applications Of Soft Computing


Real Life Applications Of Soft Computing
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Author : Anupam Shukla
language : en
Publisher: CRC Press
Release Date : 2010-05-21

Real Life Applications Of Soft Computing written by Anupam Shukla and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2010-05-21 with Computers categories.


Rapid advancements in the application of soft computing tools and techniques have proven valuable in the development of highly scalable systems and resulted in brilliant applications, including those in biometric identification, interactive voice response systems, and data mining. Although many resources on the subject adequately cover the theoreti



Adaptive Intelligence Evolutionary Computation For Nextgen Ai


Adaptive Intelligence Evolutionary Computation For Nextgen Ai
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Author : Saurabh Pahune, Kolluri Venkateswaranaidu, Dr. Sumeet Mathur
language : en
Publisher: Notion Press
Release Date : 2025-01-25

Adaptive Intelligence Evolutionary Computation For Nextgen Ai written by Saurabh Pahune, Kolluri Venkateswaranaidu, Dr. Sumeet Mathur and has been published by Notion Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-01-25 with Computers categories.


The book is about use of Generative AI in Evolutionary Computation and has the potential for positive impact and global implications in Adaptive control systems (ACS) are complicated and might have trouble keeping up with fast changes, but they improve performance by responding to input and system changes in realtime, which has benefits including automated adjustment and cost savings. Neural networks have great promise for improving AI capabilities and efficiency; they analyze input through interconnected nodes to accomplish tasks like voice and picture recognition, replicating the human brain.



Computational Methods In Financial Engineering


Computational Methods In Financial Engineering
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Author : Erricos Kontoghiorghes
language : en
Publisher: Springer Science & Business Media
Release Date : 2008-02-26

Computational Methods In Financial Engineering written by Erricos Kontoghiorghes 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 2008-02-26 with Business & Economics categories.


Computational models and methods are central to the analysis of economic and financial decisions. Simulation and optimisation are widely used as tools of analysis, modelling and testing. The focus of this book is the development of computational methods and analytical models in financial engineering that rely on computation. The book contains eighteen chapters written by leading researchers in the area on portfolio optimization and option pricing; estimation and classification; banking; risk and macroeconomic modelling. It explores and brings together current research tools and will be of interest to researchers, analysts and practitioners in policy and investment decisions in economics and finance.



Genetic Programming Theory And Practice Ii


Genetic Programming Theory And Practice Ii
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Author : Una-May O'Reilly
language : en
Publisher: Springer Science & Business Media
Release Date : 2006-03-16

Genetic Programming Theory And Practice Ii written by Una-May O'Reilly 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 2006-03-16 with Computers categories.


The work described in this book was first presented at the Second Workshop on Genetic Programming, Theory and Practice, organized by the Center for the Study of Complex Systems at the University of Michigan, Ann Arbor, 13-15 May 2004. The goal of this workshop series is to promote the exchange of research results and ideas between those who focus on Genetic Programming (GP) theory and those who focus on the application of GP to various re- world problems. In order to facilitate these interactions, the number of talks and participants was small and the time for discussion was large. Further, participants were asked to review each other's chapters before the workshop. Those reviewer comments, as well as discussion at the workshop, are reflected in the chapters presented in this book. Additional information about the workshop, addendums to chapters, and a site for continuing discussions by participants and by others can be found at http://cscs.umich.edu:8000/GPTP-20041. We thank all the workshop participants for making the workshop an exciting and productive three days. In particular we thank all the authors, without whose hard work and creative talents, neither the workshop nor the book would be possible. We also thank our keynote speakers Lawrence ("Dave") Davis of NuTech Solutions, Inc., Jordan Pollack of Brandeis University, and Richard Lenski of Michigan State University, who delivered three thought-provoking speeches that inspired a great deal of discussion among the participants.





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Author : 伊庭斉志
language : ja
Publisher: 株式会社 オーム社
Release Date : 2011-03

written by 伊庭斉志 and has been published by 株式会社 オーム社 this book supported file pdf, txt, epub, kindle and other format this book has been release on 2011-03 with Reference categories.


システムトレーディングやアルゴリズムトレードと呼ばれる金融分野では、遺伝的アルゴリズム(GA)および遺伝的プログラミングGP(進化計算)が、応用され実用レベルまできている。本書は、金融に興味のある実務者や初心者を対象としたGA/GPと金融工学についての入門実践書である。さらに金融工学のスタンダードツールとして確立されているMT4(Meta Trader4) を用いたGA/GPシステムを提供している。



Python Based Evolutionary Algorithms For Engineers


Python Based Evolutionary Algorithms For Engineers
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Author : Pankaj Jayaraman
language : en
Publisher: Educohack Press
Release Date : 2025-02-20

Python Based Evolutionary Algorithms For Engineers written by Pankaj Jayaraman and has been published by Educohack Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-02-20 with Computers categories.


"Python-Based Evolutionary Algorithms for Engineers" is a comprehensive guide designed to empower engineers with the knowledge and skills needed to harness the power of evolutionary algorithms in optimization tasks. We seamlessly integrate theoretical foundations with hands-on implementation, making it accessible to both beginners and seasoned practitioners. Starting with fundamental concepts, we progress to a dedicated exploration of Differential Evolution, a versatile optimization technique, with a strong emphasis on practical Python implementations. Readers will delve into the intricacies of multi-objective optimization and discover the myriad applications of evolutionary algorithms across diverse engineering domains. Our book stands out by offering a hands-on approach, allowing readers to translate theoretical concepts into practical applications using Python. We provide clear explanations and real-world examples that equip engineers to implement and adapt powerful optimization techniques. We also explore multi-objective optimization, demonstrating the versatility of evolutionary algorithms in addressing complex engineering challenges. With a strong emphasis on applicability, our book serves as a guide for both newcomers and experienced practitioners, offering a pathway to proficiently leverage evolutionary algorithms for enhanced problem-solving and innovation in engineering projects.



Artificial Intelligence


Artificial Intelligence
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Author : Joost Nico Kok
language : en
Publisher: EOLSS Publications
Release Date : 2009-12-20

Artificial Intelligence written by Joost Nico Kok and has been published by EOLSS Publications this book supported file pdf, txt, epub, kindle and other format this book has been release on 2009-12-20 with Artificial intelligence categories.


Artificial Intelligence is a component of Encyclopedia of Technology, Information, and Systems Management Resources in the global Encyclopedia of Life Support Systems (EOLSS), which is an integrated compendium of twenty Encyclopedias. The Theme on Artificial Intelligence provides the essential aspects and fundamentals of Artificial Intelligence: Definition, Trends, Techniques, and Cases; Logic in Artificial Intelligence (AI); Computational Intelligence; Knowledge Based System Development Tools. It is aimed at the following five major target audiences: University and College Students, Educators, Professional Practitioners, Research Personnel and Policy Analysts, Managers, and Decision Makers.



Decision Models In Engineering And Management


Decision Models In Engineering And Management
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Author : Patricia Guarnieri
language : en
Publisher: Springer
Release Date : 2015-01-05

Decision Models In Engineering And Management written by Patricia Guarnieri and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-01-05 with Technology & Engineering categories.


Providing a comprehensive overview of various methods and applications in decision engineering, this book presents chapters written by a range experts in the field. It presents conceptual aspects of decision support applications in various areas including finance, vendor selection, construction, process management, water management and energy, agribusiness , production scheduling and control, and waste management. In addition to this, a special focus is given to methods of multi-criteria decision analysis. Decision making in organizations is a recurrent theme and is essential for business continuity. Managers from various fields including public, private, industrial, trading or service sectors are required to make decisions. Consequently managers need the support of these structured methods in order to engage in effective decision making. This book provides a valuable resource for graduate students, professors and researchers of decision analysis, multi-criteria decision analysis and group decision analysis. It is also intended for production engineers, civil engineers and engineering consultants.