Algorithmic Approaches to Financial Technology: Forecasting, Trading, and Optimization

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Publisher : IGI Global
ISBN 13 :
Total Pages : 285 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Algorithmic Approaches to Financial Technology: Forecasting, Trading, and Optimization by : Singh, Amandeep

Download or read book Algorithmic Approaches to Financial Technology: Forecasting, Trading, and Optimization written by Singh, Amandeep and published by IGI Global. This book was released on 2023-12-29 with total page 285 pages. Available in PDF, EPUB and Kindle. Book excerpt: Today, algorithms steer and inform more than 75% of modern trades. These mathematical constructs play an intricate role in automating processes, predicting market trends, optimizing portfolios, and fortifying decision-making in the financial domain. In an era where algorithms underpin the very foundation of financial services, it is imperative to hold a deep understanding of the intricate web of computational finance. Algorithmic Approaches to Financial Technology: Forecasting, Trading, and Optimization takes a comprehensive approach, spotlighting the fusion of artificial intelligence(AI) and algorithms in financial operations. The chapters explore the expansive landscape of algorithmic applications, from scrutinizing market trends to managing risks. The emphasis extends to AI-driven personnel selection, implementing trusted financial services, crafting recommendation systems for financial platforms, and critical fraud detection. This book serves as a vital resource for researchers, students, and practitioners. Its core strength lies in discussing AI-based algorithms as a catalyst for evolving market trends. It provides algorithmic solutions for stock markets, portfolio optimization, and robust financial fraud detection mechanisms.

Robo-Advisors in Management

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Publisher : IGI Global
ISBN 13 :
Total Pages : 426 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Robo-Advisors in Management by : Gupta, Swati

Download or read book Robo-Advisors in Management written by Gupta, Swati and published by IGI Global. This book was released on 2024-04-22 with total page 426 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the ever-evolving landscape of management, the introduction of robo-advisors has introduced challenges and opportunities that require careful examination. Organizations grapple with the profound impact of these automated systems on decision-making processes, resource allocation, and strategic planning. The need for a comprehensive understanding of how robo-advisors integrate into various management functions and sectors has become paramount. Decision-makers, researchers, and students seeking clarity in this transformative period are faced with a shortage of literature that bridges theoretical insights with practical applications. Robo-Advisors in Management stand out as a pioneering solution to this crucial gap in the existing body of knowledge. This book does not merely explore the challenges presented by robo-advisors; it delves into the heart of these challenges and navigates the diverse applications of these technologies in sectors ranging from wealth management to healthcare and real estate. By seamlessly blending theoretical foundations with real-world scenarios, the book equips both professionals and academics with the tools needed to comprehend and harness the potential of robo-advisors. It is an invaluable resource for decision-makers looking to optimize their strategies, researchers seeking in-depth insights, and students aspiring to navigate the intersection of management and fintech.

Exploring Global FinTech Advancement and Applications

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Publisher : IGI Global
ISBN 13 :
Total Pages : 407 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Exploring Global FinTech Advancement and Applications by : Taherdoost, Hamed

Download or read book Exploring Global FinTech Advancement and Applications written by Taherdoost, Hamed and published by IGI Global. This book was released on 2024-02-07 with total page 407 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the world of FinTech, scholars face an overwhelming dilemma; it is challenging to access comprehensive and up-to-date information across various regions with regards to timeliness. The transformative power of FinTech, driven by innovations such as blockchain, AI analytics, and mobile payment systems, has reshaped financial transactions, influenced economic growth, and spurred competition among traditional financial institutions. However, the lack of a comprehensive, scholarly resource hinders the ability of academics, policymakers, and industry professionals to navigate and comprehend these intricate developments. The need for a centralized repository of knowledge has become increasingly urgent, hindering the collective understanding of the complex dynamics of FinTech on a global scale. Exploring Global FinTech Advancement and Applications stands as a groundbreaking solution to the academic community's pressing need for a comprehensive understanding of this global financial landscape. Through meticulous assessments of countries across each global region, each chapter delves into market size, FinTech adoption rates, services offered, key players, investments, infrastructure, government policies, economic impacts, security concerns, academic research synthesis, and future trends. By consolidating this wealth of information, the book becomes an indispensable reference guide for scholars, researchers, policymakers, investors, and industry professionals seeking to navigate the intricate dynamics of FinTech on a global scale.

The Role of Financial Inclusion for Reaching Sustainable Development Goals

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Publisher : IGI Global
ISBN 13 :
Total Pages : 346 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis The Role of Financial Inclusion for Reaching Sustainable Development Goals by : Jungo, João

Download or read book The Role of Financial Inclusion for Reaching Sustainable Development Goals written by Jungo, João and published by IGI Global. This book was released on 2024-02-12 with total page 346 pages. Available in PDF, EPUB and Kindle. Book excerpt: In today's world, financial inclusion has emerged as a critical tool for fostering inclusive economic growth and achieving sustainable development goals. The Role of Financial Inclusion for Reaching Sustainable Development Goals presents a comprehensive exploration of the subject, offering a vital resource for anyone seeking to grasp the intricacies of this dynamic and evolving field. This book assembles a collection of cutting-edge research on financial inclusion, featuring contributions from diverse contributing authors with expertise in various aspects of finance and economics. The volume is structured to examine the main trends and challenges surrounding financial inclusion, while shedding light on its implications for different economies and societies. From the determinants of financial inclusion to its effects on economic agents, financial institutions, and entire economies, each chapter delves into crucial questions, exploring both the theoretical and empirical aspects of the topic. By examining the challenges and implications of financial inclusion in an international context, this book emerges as a relevant and timely reference for policymakers, academics, and financial professionals alike. This book emphasizes the broader social and political impact of financial inclusion, discussing its correlation with issues such as gender inequality, education expenses, health expenses, access to water and sanitation, environmental inequality, and energy needs.

Econometric Analyses on Global Finance and Economic Development

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Publisher : IGI Global
ISBN 13 :
Total Pages : 313 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Econometric Analyses on Global Finance and Economic Development by : Abdul-Maliq, Yekeen Oku

Download or read book Econometric Analyses on Global Finance and Economic Development written by Abdul-Maliq, Yekeen Oku and published by IGI Global. This book was released on 2024-01-29 with total page 313 pages. Available in PDF, EPUB and Kindle. Book excerpt: Understanding the complex interplay between economic ideologies, political systems, and international relations is more critical than ever. The legacy of the Cold War still lingers, shaping the global stage in myriad ways. The ideological divide between capitalism and communism, democracy and authoritarianism, has left a lasting mark on our political and economic landscapes. However, as the world continues to evolve, traditional definitions and assumptions about these ideologies have begun to blur, creating a pressing need for fresh perspectives. The book, Econometric Analyses on Global Finance and Economic Development, serves as a beacon of knowledge for scholars, students, and policymakers seeking a deeper understanding of economic history, political economy, and international relations. By meticulously analyzing fifteen countries, the book unveils a remarkable transformation in economic ideologies and their impact on prosperity. From the post-Cold War era to the present day, it provides empirical evidence of how these shifts have led to more resilient and buoyant economies. Targeted towards those interested in the intersection of history, economics, and politics, this book presents an extensive analysis of countries such as China, India, Vietnam, and many others, shedding light on their economic transformations and their path to global prosperity. Whether you are a student, a researcher, or a decision-maker in the fields of economics, international relations, or development finance, this book offers valuable insights into the dynamic forces shaping our world.

Harnessing Blockchain-Digital Twin Fusion for Sustainable Investments

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Publisher : IGI Global
ISBN 13 :
Total Pages : 463 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Harnessing Blockchain-Digital Twin Fusion for Sustainable Investments by : Jafar, Syed Hasan

Download or read book Harnessing Blockchain-Digital Twin Fusion for Sustainable Investments written by Jafar, Syed Hasan and published by IGI Global. This book was released on 2024-02-29 with total page 463 pages. Available in PDF, EPUB and Kindle. Book excerpt: The pressing challenge of aligning cutting-edge technologies with environmental sustainability has emerged as a pivotal issue. As the demand for green investment strategies intensifies, the need for a comprehensive understanding of how to integrate blockchain and digital twins into financial practices becomes increasingly urgent. The disconnect between these innovative technologies and sustainable finance practices is a gap that, if left unbridged, hampers progress toward a more environmentally responsible financial future. Harnessing Blockchain-Digital Twin Fusion for Sustainable Investments emerges as the solution to this critical problem. This book serves as a transformative guide, offering a deep dive into the synergy of blockchain and digital twins, providing real-world applications, case studies, and strategy frameworks. Tailored for academia, finance professionals, technologists, policymakers, and company leaders, this book bridges the gap between cutting-edge technologies and sustainable finance practices. It not only contributes to ongoing research but also acts as a catalyst for innovation, empowering individuals to make informed decisions in an evolving financial landscape with a heightened commitment to environmental responsibility. Embark on a journey with this groundbreaking resource, where technology meets sustainability, and discover how to reshape finance for a greener and more innovative future.

Digital Capitalism in the New Media Era

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Publisher : IGI Global
ISBN 13 :
Total Pages : 289 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Digital Capitalism in the New Media Era by : Topçu, Çiçek

Download or read book Digital Capitalism in the New Media Era written by Topçu, Çiçek and published by IGI Global. This book was released on 2024-01-25 with total page 289 pages. Available in PDF, EPUB and Kindle. Book excerpt: How do digital capitalism and the evolving landscape of new media intersect, and what does this mean for the future of media? It is necessary to begin the excavation process, to unearth the insights of experts in these fields to better understand the transformation of the globalized world. In Digital Capitalism in the New Media Era, the intricate relationship between media and society takes center stage, examined through the lens of contemporary technology's impact on this dynamic. Within the confines of this meticulously researched book lies a comprehensive analysis of how the established political economy of traditional media has adapted and responded to the surge of new technologies. The rise of new tools has inadvertently ushered in a new age of surveillance, marked by sophisticated techniques like digital trace tracking and micro-targeting strategies. This book covers comprehensive topics, including exploiting personal data for both commercial and political ends, the pervasive influence of algorithmic mechanisms and filter bubbles, and the dominion of tech giants in this digital landscape. By offering a panoramic view of the contemporary media landscape, this book not only equips researchers, sociologists, and media professionals with an understanding of the intricate interplay between technology and society but also facilitates a deeper comprehension of pressing concerns such as open science, gender equality, and the digital divide.

Governance and Policy Transformations in Central Banking

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Publisher : IGI Global
ISBN 13 :
Total Pages : 334 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Governance and Policy Transformations in Central Banking by : Ahmed, Farhan

Download or read book Governance and Policy Transformations in Central Banking written by Ahmed, Farhan and published by IGI Global. This book was released on 2024-02-07 with total page 334 pages. Available in PDF, EPUB and Kindle. Book excerpt: In central banking, the need for effective governance and policy transformations has never been more pressing. Central banks serve as the bedrock of a nation's financial stability, and yet, they face an array of complex challenges in the modern era. The delicate balance between autonomy from government influence and the necessity of adapting to external economic forces has become increasingly elusive. As the world grapples with the aftermath of a global pandemic and persistent economic turbulence, the demand for innovative strategies to safeguard economic and financial stability has reached a crescendo. Central bankers, economists, and policy experts are left grappling with the daunting task of navigating these treacherous waters, in dire need of a compass to guide them toward a resilient future. Governance and Policy Transformations in Central Banking is a groundbreaking book that transcends traditional boundaries to offer a comprehensive solution to the complex challenges faced by central banks worldwide. This book not only diagnoses problems, it also presents a meticulously curated collection of new empirical and theoretical chapters that illuminate the path forward. It is an invaluable resource that empowers central banks with the knowledge and tools necessary for development, governance, and policy transformation.

Strengthening Sustainable Digitalization of Asian Economy and Society

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Publisher : IGI Global
ISBN 13 :
Total Pages : 458 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Strengthening Sustainable Digitalization of Asian Economy and Society by : Ordóñez de Pablos, Patricia

Download or read book Strengthening Sustainable Digitalization of Asian Economy and Society written by Ordóñez de Pablos, Patricia and published by IGI Global. This book was released on 2024-03-27 with total page 458 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the ongoing evolution of Asia's economy and society, there is a crucial need to explore innovative conceptual frameworks, empirical studies, and case analyses. These endeavors aim to unravel the intricate relationship between digital transformation and the imperative for fostering a greener, more circular, and climate-neutral Asian economy. Strengthening Sustainable Digitalization of Asian Economy and Society explores the intersection between digital technologies, knowledge management, and sustainable development. The book addresses the challenges and opportunities the digital age poses, examining how advanced information technologies, including artificial intelligence, IoT, and machine learning, coupled with practical knowledge management, can catalyze a transformative journey. Strengthening Sustainable Digitalization of Asian Economy and Society unravels how these digital tools and solutions impact the realization of the Sustainable Development Goals (SDGs) by 2030, offering invaluable insights for academics, researchers, industry players, policymakers, and stakeholders. This book emphasizes the ASEAN region, providing an understanding of the regional nuances in the digital transition by presenting comparative regional studies, including Asia, Europe, the USA, Latin America, Africa, and the Gulf Region.

Artificial Intelligence in Financial Markets

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Publisher : Springer
ISBN 13 : 1137488808
Total Pages : 349 pages
Book Rating : 4.1/5 (374 download)

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Book Synopsis Artificial Intelligence in Financial Markets by : Christian L. Dunis

Download or read book Artificial Intelligence in Financial Markets written by Christian L. Dunis and published by Springer. This book was released on 2016-11-21 with total page 349 pages. Available in PDF, EPUB and Kindle. Book excerpt: As technology advancement has increased, so to have computational applications for forecasting, modelling and trading financial markets and information, and practitioners are finding ever more complex solutions to financial challenges. Neural networking is a highly effective, trainable algorithmic approach which emulates certain aspects of human brain functions, and is used extensively in financial forecasting allowing for quick investment decision making. This book presents the most cutting-edge artificial intelligence (AI)/neural networking applications for markets, assets and other areas of finance. Split into four sections, the book first explores time series analysis for forecasting and trading across a range of assets, including derivatives, exchange traded funds, debt and equity instruments. This section will focus on pattern recognition, market timing models, forecasting and trading of financial time series. Section II provides insights into macro and microeconomics and how AI techniques could be used to better understand and predict economic variables. Section III focuses on corporate finance and credit analysis providing an insight into corporate structures and credit, and establishing a relationship between financial statement analysis and the influence of various financial scenarios. Section IV focuses on portfolio management, exploring applications for portfolio theory, asset allocation and optimization. This book also provides some of the latest research in the field of artificial intelligence and finance, and provides in-depth analysis and highly applicable tools and techniques for practitioners and researchers in this field.

Quantitative Trading

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Publisher : CRC Press
ISBN 13 : 1498706495
Total Pages : 357 pages
Book Rating : 4.4/5 (987 download)

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Book Synopsis Quantitative Trading by : Xin Guo

Download or read book Quantitative Trading written by Xin Guo and published by CRC Press. This book was released on 2017-01-06 with total page 357 pages. Available in PDF, EPUB and Kindle. Book excerpt: The first part of this book discusses institutions and mechanisms of algorithmic trading, market microstructure, high-frequency data and stylized facts, time and event aggregation, order book dynamics, trading strategies and algorithms, transaction costs, market impact and execution strategies, risk analysis, and management. The second part covers market impact models, network models, multi-asset trading, machine learning techniques, and nonlinear filtering. The third part discusses electronic market making, liquidity, systemic risk, recent developments and debates on the subject.

Computational Intelligence Techniques for Trading and Investment

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Publisher : Routledge
ISBN 13 : 1136195106
Total Pages : 236 pages
Book Rating : 4.1/5 (361 download)

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Book Synopsis Computational Intelligence Techniques for Trading and Investment by : Christian Dunis

Download or read book Computational Intelligence Techniques for Trading and Investment written by Christian Dunis and published by Routledge. This book was released on 2014-03-26 with total page 236 pages. Available in PDF, EPUB and Kindle. Book excerpt: Computational intelligence, a sub-branch of artificial intelligence, is a field which draws on the natural world and adaptive mechanisms in order to study behaviour in changing complex environments. This book provides an interdisciplinary view of current technological advances and challenges concerning the application of computational intelligence techniques to financial time-series forecasting, trading and investment. The book is divided into five parts. The first part introduces the most important computational intelligence and financial trading concepts, while also presenting the most important methodologies from these different domains. The second part is devoted to the application of traditional computational intelligence techniques to the fields of financial forecasting and trading, and the third part explores the applications of artificial neural networks in these domains. The fourth part delves into novel evolutionary-based hybrid methodologies for trading and portfolio management, while the fifth part presents the applications of advanced computational intelligence modelling techniques in financial forecasting and trading. This volume will be useful for graduate and postgraduate students of finance, computational finance, financial engineering and computer science. Practitioners, traders and financial analysts will also benefit from this book.

Innovative Methods in Computer Science and Computational Applications in the Era of Industry 5.0

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Publisher : Springer Nature
ISBN 13 : 3031563220
Total Pages : 317 pages
Book Rating : 4.0/5 (315 download)

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Book Synopsis Innovative Methods in Computer Science and Computational Applications in the Era of Industry 5.0 by : D. Jude Hemanth

Download or read book Innovative Methods in Computer Science and Computational Applications in the Era of Industry 5.0 written by D. Jude Hemanth and published by Springer Nature. This book was released on with total page 317 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Practical Applications of Evolutionary Computation to Financial Engineering

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Publisher : Springer Science & Business Media
ISBN 13 : 3642276482
Total Pages : 248 pages
Book Rating : 4.6/5 (422 download)

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Book Synopsis Practical Applications of Evolutionary Computation to Financial Engineering by : Hitoshi Iba

Download or read book Practical Applications of Evolutionary Computation to Financial Engineering written by Hitoshi Iba and published by Springer Science & Business Media. This book was released on 2012-02-15 with total page 248 pages. Available in PDF, EPUB and Kindle. Book excerpt: “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.

MACHINE LEARNING FOR ALGORITHMIC TRADING

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Publisher :
ISBN 13 : 9789918608003
Total Pages : 424 pages
Book Rating : 4.6/5 (8 download)

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Book Synopsis MACHINE LEARNING FOR ALGORITHMIC TRADING by : Jason Test

Download or read book MACHINE LEARNING FOR ALGORITHMIC TRADING written by Jason Test and published by . This book was released on 2020-11-20 with total page 424 pages. Available in PDF, EPUB and Kindle. Book excerpt: Master the best methods for PYTHON. Learn how to programming as a pro and get positive ROI in 7 days with data science and machine learning Are you looking for a super-fast computer programming course? Would you like to learn the Python Programming Language in 7 days? Do you want to increase your trading thanks to the artificial intelligence? If so, keep reading: this bundle book is for you! Today, thanks to computer programming and PYTHON we can work with sophisticated machines that can study human behavior and identify underlying human behavioral patterns. Scientists can predict effectively what products and services consumers are interested in. You can also create various quantitative and algorithmic trading strategies using Python. It is getting increasingly challenging for traditional businesses to retain their customers without adopting one or more of the cutting-edge technology explained in this book. MACHINE LEARNING FOR ALGORITHM TRADING will introduce you many selected tips and breaking down the basics of coding applied to finance. You will discover as a beginner the world of data science, machine learning and artificial intelligence with step-by-step guides that will guide you during the code-writing learning process. The following list is just a tiny fraction of what you will learn in this bundle PYTHON FOR BEGINNERS ✅ Differences among programming languages: Vba, SQL, R, Python ✅ 3 reasons why Python is fundamental for Data Science ✅ Introduction to some Python libraries like NumPy, Pandas, Matplotlib, ✅ 3 step system why Python is fundamental for Data Science ✅Describe the steps required to develop and test an ML-driven trading strategy. PYTHON DATA SCIENCE ✅ A Proven Method to Write your First Program in 7 Days ✅ 3 Common Mistakes to Avoid when You Start Coding ✅ Fit Python Data Analysis to your business ✅ 7 Most effective Machine Learning Algorithms ✅ Describe the methods used to optimize an ML-driven trading strategy. OPTIONS TRADING FOR BEGINNERS ✅ Options Trading Strategies that guarantee real results in all market conditions ✅ Top 7 endorsed indicators of a successful investment ✅ The Bull & Bear Game ✅ Learn about the 3 best charts patterns to fluctuations of stock prices DAY AND SWING TRADING ✅ How Swing trading differs from Day trading in terms of risk-aversion ✅ How your money should be invested and which trade is more profitable ✅ Swing and Day trading proven indicators to learn investment timing ✅ The secret DAY trading strategies leading to a gain of $ 9,000 per month and more than $100,000 per year. Even if you have never written a programming code before, you will quickly grasp the basics thanks to visual charts and guidelines for coding. Today is the best day to start programming like a pro. For those trading with leverage, looking for a way to take a controlled approach and manage risk, a properly designed trading system is the answer If you really wish to learn MACHINE LEARNING FOR ALGORITHMIC TRADING and master its language, please click the BUY NOW button.

Artificial Intelligence in Finance

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Publisher : O'Reilly Media
ISBN 13 : 1492055409
Total Pages : 477 pages
Book Rating : 4.4/5 (92 download)

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Book Synopsis Artificial Intelligence in Finance by : Yves Hilpisch

Download or read book Artificial Intelligence in Finance written by Yves Hilpisch and published by O'Reilly Media. This book was released on 2020-10-14 with total page 477 pages. Available in PDF, EPUB and Kindle. Book excerpt: The widespread adoption of AI and machine learning is revolutionizing many industries today. Once these technologies are combined with the programmatic availability of historical and real-time financial data, the financial industry will also change fundamentally. With this practical book, you'll learn how to use AI and machine learning to discover statistical inefficiencies in financial markets and exploit them through algorithmic trading. Author Yves Hilpisch shows practitioners, students, and academics in both finance and data science practical ways to apply machine learning and deep learning algorithms to finance. Thanks to lots of self-contained Python examples, you'll be able to replicate all results and figures presented in the book. In five parts, this guide helps you: Learn central notions and algorithms from AI, including recent breakthroughs on the way to artificial general intelligence (AGI) and superintelligence (SI) Understand why data-driven finance, AI, and machine learning will have a lasting impact on financial theory and practice Apply neural networks and reinforcement learning to discover statistical inefficiencies in financial markets Identify and exploit economic inefficiencies through backtesting and algorithmic trading--the automated execution of trading strategies Understand how AI will influence the competitive dynamics in the financial industry and what the potential emergence of a financial singularity might bring about

Ordinary Shares, Exotic Methods

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Publisher : World Scientific
ISBN 13 : 9789812791375
Total Pages : 204 pages
Book Rating : 4.7/5 (913 download)

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Book Synopsis Ordinary Shares, Exotic Methods by : Francis E. H. Tay

Download or read book Ordinary Shares, Exotic Methods written by Francis E. H. Tay and published by World Scientific. This book was released on 2003 with total page 204 pages. Available in PDF, EPUB and Kindle. Book excerpt: Exotic methods refer to specific functions within general soft computing methods such as genetic algorithms, neural networks and rough sets theory. They are applied to ordinary shares for a variety of financial purposes, such as portfolio selection and optimization, classification of market states, forecasting of market states and data mining. This is in contrast to the wide spectrum of work done on exotic financial instruments, wherein advanced mathematics is used to construct financial instruments for hedging risks and for investment.In this book, particular aspects of the general method are used to create interesting applications. For instance, genetic niching produces a family of portfolios for the trader to choose from. Support vector machines, a special form of neural networks, forecast the financial markets; such a forecast is on market states, of which there are three OCo uptrending, mean reverting and downtrending. A self-organizing map displays in a vivid manner the states of the market. Rough sets with a new discretization method extract information from stock prices."