Machine Learning for Asset Managers

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Author :
Publisher : Cambridge University Press
ISBN 13 : 1108879721
Total Pages : 152 pages
Book Rating : 4.1/5 (88 download)

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Book Synopsis Machine Learning for Asset Managers by : Marcos M. López de Prado

Download or read book Machine Learning for Asset Managers written by Marcos M. López de Prado and published by Cambridge University Press. This book was released on 2020-04-22 with total page 152 pages. Available in PDF, EPUB and Kindle. Book excerpt: Successful investment strategies are specific implementations of general theories. An investment strategy that lacks a theoretical justification is likely to be false. Hence, an asset manager should concentrate her efforts on developing a theory rather than on backtesting potential trading rules. The purpose of this Element is to introduce machine learning (ML) tools that can help asset managers discover economic and financial theories. ML is not a black box, and it does not necessarily overfit. ML tools complement rather than replace the classical statistical methods. Some of ML's strengths include (1) a focus on out-of-sample predictability over variance adjudication; (2) the use of computational methods to avoid relying on (potentially unrealistic) assumptions; (3) the ability to "learn" complex specifications, including nonlinear, hierarchical, and noncontinuous interaction effects in a high-dimensional space; and (4) the ability to disentangle the variable search from the specification search, robust to multicollinearity and other substitution effects.

The Complete Guide to Portfolio Performance

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Publisher : John Wiley & Sons
ISBN 13 : 1119930170
Total Pages : 1095 pages
Book Rating : 4.1/5 (199 download)

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Book Synopsis The Complete Guide to Portfolio Performance by : Georges Hubner

Download or read book The Complete Guide to Portfolio Performance written by Georges Hubner and published by John Wiley & Sons. This book was released on 2024-06-04 with total page 1095 pages. Available in PDF, EPUB and Kindle. Book excerpt: An intuitive and effective desk reference for performance measurement in asset and wealth management In The Complete Guide to Portfolio Performance: Appraise, Analyse, Act, a team of finance professors with extended practical experience deliver a hands-on desk reference for asset and wealth managers suitable for everyday use. Intuitively organized and full of concrete examples of the real-world implementation of the concepts discussed within, the book provides a comprehensive coverage of all important portfolio performance matters across 18 chapters of actionable and clearly described content. The authors have provided relevant cross-referencing where appropriate, “Key Takeaways and Equations” sections at the end of each chapter, and pointers to additional resources for anyone interested in pursuing further research. You'll also find: Discussions of more than a hundred classical and modern performance measures organized logically and with a focus on their applications Strategies for selecting appropriate performance measures based on your situation as a manager or investor Explanations of analytical techniques (statistical approaches, attribution, fund ratings...) enabling a comprehensive use of performance-related information Applications of portfolio performance criteria in concrete investment decision-making processes Highly actionable and logically organized material that's easy to find at a moment's notice A full set of pedagogical powerpoint slides and excel worksheets with all data and formulas Perfect for investors, portfolio managers, advisors, analysts, and regulators, The Complete Guide to Portfolio Performance is also a must-read reference for students and practitioners of asset and wealth management, as well as those pursuing certification such as CFA, CIPM, CIIA, and CAIA.

Asset Pricing

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Publisher : Princeton University Press
ISBN 13 : 1400829135
Total Pages : 552 pages
Book Rating : 4.4/5 (8 download)

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Book Synopsis Asset Pricing by : John H. Cochrane

Download or read book Asset Pricing written by John H. Cochrane and published by Princeton University Press. This book was released on 2009-04-11 with total page 552 pages. Available in PDF, EPUB and Kindle. Book excerpt: Winner of the prestigious Paul A. Samuelson Award for scholarly writing on lifelong financial security, John Cochrane's Asset Pricing now appears in a revised edition that unifies and brings the science of asset pricing up to date for advanced students and professionals. Cochrane traces the pricing of all assets back to a single idea—price equals expected discounted payoff—that captures the macro-economic risks underlying each security's value. By using a single, stochastic discount factor rather than a separate set of tricks for each asset class, Cochrane builds a unified account of modern asset pricing. He presents applications to stocks, bonds, and options. Each model—consumption based, CAPM, multifactor, term structure, and option pricing—is derived as a different specification of the discounted factor. The discount factor framework also leads to a state-space geometry for mean-variance frontiers and asset pricing models. It puts payoffs in different states of nature on the axes rather than mean and variance of return, leading to a new and conveniently linear geometrical representation of asset pricing ideas. Cochrane approaches empirical work with the Generalized Method of Moments, which studies sample average prices and discounted payoffs to determine whether price does equal expected discounted payoff. He translates between the discount factor, GMM, and state-space language and the beta, mean-variance, and regression language common in empirical work and earlier theory. The book also includes a review of recent empirical work on return predictability, value and other puzzles in the cross section, and equity premium puzzles and their resolution. Written to be a summary for academics and professionals as well as a textbook, this book condenses and advances recent scholarship in financial economics.

Fixed Income Trading and Risk Management

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Author :
Publisher : John Wiley & Sons
ISBN 13 : 1119756332
Total Pages : 469 pages
Book Rating : 4.1/5 (197 download)

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Book Synopsis Fixed Income Trading and Risk Management by : Alexander During

Download or read book Fixed Income Trading and Risk Management written by Alexander During and published by John Wiley & Sons. This book was released on 2021-03-22 with total page 469 pages. Available in PDF, EPUB and Kindle. Book excerpt: A unique, authoritative, and comprehensive treatment of fixed income markets Fixed Income Trading and Risk Management: The Complete Guide delivers a comprehensive and innovative exposition of fixed income markets. Written by European Central Bank portfolio manager Alexander During, this book takes a practical view of how several different national fixed income markets operate in detail. The book presents common theoretical models but adds a lot of information on the actually observed behavior of real markets. You’ll benefit from the book’s: Fulsome overview of money, credit, and monetary policy Description of cash instruments, inflation-linked debt, and credit claims Analysis of derivative instruments, standard trading strategies, and data analysis In-depth focus on risk management in fixed income markets Perfect for new and junior staff in financial institutions working in sales and trading, risk management, back office operations, and portfolio management positions, Fixed Income Trading and Risk Management also belongs on the bookshelves of research analysts and postgraduate students in finance, economics, or MBA programs.

Wiley's Level III CFA Program 11th Hour Final Review Study Guide 2020

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Author :
Publisher : John Wiley & Sons
ISBN 13 : 1119630541
Total Pages : 384 pages
Book Rating : 4.1/5 (196 download)

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Book Synopsis Wiley's Level III CFA Program 11th Hour Final Review Study Guide 2020 by : Wiley

Download or read book Wiley's Level III CFA Program 11th Hour Final Review Study Guide 2020 written by Wiley and published by John Wiley & Sons. This book was released on 2020-03-10 with total page 384 pages. Available in PDF, EPUB and Kindle. Book excerpt: The CFA Institute has announced that all 2021 exams will continue to reflect the official 2020 curriculum. Wiley's 11th Hour Final Review Guide for 2020 Level III CFA Exam compacts all readings tested on the 2020 CFA exam into one portable volume. Organized in order, this best-selling guide has helped thousands of candidates from over one-hundred countries pass the CFA exam. Designed to boil it all down to the crucial concepts, formulas and rules, this guide ensures candidates are familiar with the most important testable information. It's difficult to go over multiple books in the last few weeks before the exam, so Wiley's 11th Hour Review Guide does the work for you—condensing each reading down to two- to five pages. Enter the exam room with confidence and reinforce your knowledge and preparation! This comprehensive guide complements Wiley's CFA Study Guides sold separately but may be used with any review course. An effective, efficient study guide, this book prepares you to reach the next level in your career. "The Eleventh Hour Review book is simply brilliant. Virtually every sentence it contains is testable—it's an absolute must-have for every Level I candidate." —Ameer, UK "The eleventh hour guide was a great help." —Konrad, South Africa "I used your eleventh hour guide and mock exams for the last bit of my studying and greatly enjoyed your material. Out of all of the exam prep material, I thought [yours] was the best." —Thomas, USA "Thanks to the team for writing the most intelligent Chartered Financial Analyst material I have seen to date. The eleventh hour guide is absolute genius and proving very valuable at this stage of the revision process." —Doug, UK

Efficient Asset Management

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Author :
Publisher : Oxford University Press
ISBN 13 : 0199887195
Total Pages : 207 pages
Book Rating : 4.1/5 (998 download)

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Book Synopsis Efficient Asset Management by : Richard O. Michaud

Download or read book Efficient Asset Management written by Richard O. Michaud and published by Oxford University Press. This book was released on 2008-03-03 with total page 207 pages. Available in PDF, EPUB and Kindle. Book excerpt: In spite of theoretical benefits, Markowitz mean-variance (MV) optimized portfolios often fail to meet practical investment goals of marketability, usability, and performance, prompting many investors to seek simpler alternatives. Financial experts Richard and Robert Michaud demonstrate that the limitations of MV optimization are not the result of conceptual flaws in Markowitz theory but unrealistic representation of investment information. What is missing is a realistic treatment of estimation error in the optimization and rebalancing process. The text provides a non-technical review of classical Markowitz optimization and traditional objections. The authors demonstrate that in practice the single most important limitation of MV optimization is oversensitivity to estimation error. Portfolio optimization requires a modern statistical perspective. Efficient Asset Management, Second Edition uses Monte Carlo resampling to address information uncertainty and define Resampled Efficiency (RE) technology. RE optimized portfolios represent a new definition of portfolio optimality that is more investment intuitive, robust, and provably investment effective. RE rebalancing provides the first rigorous portfolio trading, monitoring, and asset importance rules, avoiding widespread ad hoc methods in current practice. The Second Edition resolves several open issues and misunderstandings that have emerged since the original edition. The new edition includes new proofs of effectiveness, substantial revisions of statistical estimation, extensive discussion of long-short optimization, and new tools for dealing with estimation error in applications and enhancing computational efficiency. RE optimization is shown to be a Bayesian-based generalization and enhancement of Markowitz's solution. RE technology corrects many current practices that may adversely impact the investment value of trillions of dollars under current asset management. RE optimization technology may also be useful in other financial optimizations and more generally in multivariate estimation contexts of information uncertainty with Bayesian linear constraints. Michaud and Michaud's new book includes numerous additional proposals to enhance investment value including Stein and Bayesian methods for improved input estimation, the use of portfolio priors, and an economic perspective for asset-liability optimization. Applications include investment policy, asset allocation, and equity portfolio optimization. A simple global asset allocation problem illustrates portfolio optimization techniques. A final chapter includes practical advice for avoiding simple portfolio design errors. With its important implications for investment practice, Efficient Asset Management 's highly intuitive yet rigorous approach to defining optimal portfolios will appeal to investment management executives, consultants, brokers, and anyone seeking to stay abreast of current investment technology. Through practical examples and illustrations, Michaud and Michaud update the practice of optimization for modern investment management.

Plant Maintenance with SAP

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Author :
Publisher : SAP PRESS
ISBN 13 : 9781493214846
Total Pages : 689 pages
Book Rating : 4.2/5 (148 download)

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Book Synopsis Plant Maintenance with SAP by : Karl Liebstückel

Download or read book Plant Maintenance with SAP written by Karl Liebstückel and published by SAP PRESS. This book was released on 2017 with total page 689 pages. Available in PDF, EPUB and Kindle. Book excerpt: Plant maintenance with SAP Enterprise Asset Management (SAP EAM) is more than just a routine checkup. Use this must-have guide to structure your functional locations, capture shift notes and shift reports, and much more. Dive into the technical underpinning of SAP PM, from material and plant maintenance assemblies to linear asset management. Discover best practices and real-world tips make to your SAP PM job easier. a. Best Practices for Your Day-to-Day Duties Harness the power of SAP EAM with real-world best practices and strategies. Discover critical SAP EAM functionality like shift notes, shift reports, and preventative maintenance. b. Specialized Functionality and Framework Master SAP EAM business processes, from planned repairs and refurbishment, to subcontracting, and pool asset management. Map and implement these processes to your specialized requirements with detailed guides to optimize SAP PM daily workload. c. Under-the-Hood Insight Explore technologies both old and new; see how SAP Work Manager, SAP Rounds Manager, SAP Business Client, and SAP HANA can impact your day-to-day with SAP PM.

Logistics Management and Strategy

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Author :
Publisher : Pearson UK
ISBN 13 : 1292183721
Total Pages : 607 pages
Book Rating : 4.2/5 (921 download)

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Book Synopsis Logistics Management and Strategy by : Alan Harrison

Download or read book Logistics Management and Strategy written by Alan Harrison and published by Pearson UK. This book was released on 2019 with total page 607 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Artificial Intelligence in Asset Management

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Author :
Publisher : CFA Institute Research Foundation
ISBN 13 : 195292703X
Total Pages : 95 pages
Book Rating : 4.9/5 (529 download)

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Book Synopsis Artificial Intelligence in Asset Management by : Söhnke M. Bartram

Download or read book Artificial Intelligence in Asset Management written by Söhnke M. Bartram and published by CFA Institute Research Foundation. This book was released on 2020-08-28 with total page 95 pages. Available in PDF, EPUB and Kindle. Book excerpt: Artificial intelligence (AI) has grown in presence in asset management and has revolutionized the sector in many ways. It has improved portfolio management, trading, and risk management practices by increasing efficiency, accuracy, and compliance. In particular, AI techniques help construct portfolios based on more accurate risk and return forecasts and more complex constraints. Trading algorithms use AI to devise novel trading signals and execute trades with lower transaction costs. AI also improves risk modeling and forecasting by generating insights from new data sources. Finally, robo-advisors owe a large part of their success to AI techniques. Yet the use of AI can also create new risks and challenges, such as those resulting from model opacity, complexity, and reliance on data integrity.

Wiley's Level II CFA Program 11th Hour Final Review Study Guide 2020

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Author :
Publisher : John Wiley & Sons
ISBN 13 : 1119630460
Total Pages : 336 pages
Book Rating : 4.1/5 (196 download)

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Book Synopsis Wiley's Level II CFA Program 11th Hour Final Review Study Guide 2020 by : Wiley

Download or read book Wiley's Level II CFA Program 11th Hour Final Review Study Guide 2020 written by Wiley and published by John Wiley & Sons. This book was released on 2020-03-10 with total page 336 pages. Available in PDF, EPUB and Kindle. Book excerpt: The CFA Institute has announced that all 2021 exams will continue to reflect the official 2020 curriculum. Wiley's 11th Hour Final Review Guide for 2020 Level II CFA Exam compacts all readings tested on the 2020 CFA exam into one portable volume. Organized in order, this best-selling guide has helped thousands of candidates from over one-hundred countries pass the CFA exam. Designed to boil it all down to the crucial concepts, formulas and rules, this guide ensures candidates are familiar with the most important testable information. It's difficult to go over multiple books in the last few weeks before the exam, so Wiley's 11th Hour Review Guide does the work for you—condensing each reading down to two- to five pages. Enter the exam room with confidence and reinforce your knowledge and preparation! This comprehensive guide complements Wiley's CFA Study Guides sold separately but may be used with any review course. An effective, efficient study guide, this book prepares you to reach the next level in your career. "The Eleventh Hour Review book is simply brilliant. Virtually every sentence it contains is testable—it's an absolute must-have for every Level I candidate." —Ameer, UK "The eleventh hour guide was a great help." —Konrad, South Africa "I used your eleventh hour guide and mock exams for the last bit of my studying and greatly enjoyed your material. Out of all of the exam prep material, I thought [yours] was the best." —Thomas, USA "Thanks to the team for writing the most intelligent Chartered Financial Analyst material I have seen to date. The eleventh hour guide is absolute genius and proving very valuable at this stage of the revision process." —Doug, UK

Asset Maintenance Management in Industry

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Author :
Publisher : Springer Nature
ISBN 13 : 3030741540
Total Pages : 177 pages
Book Rating : 4.0/5 (37 download)

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Book Synopsis Asset Maintenance Management in Industry by : Rama Srinivasan Velmurugan

Download or read book Asset Maintenance Management in Industry written by Rama Srinivasan Velmurugan and published by Springer Nature. This book was released on 2021-05-27 with total page 177 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book introduces readers to essential strategies, practices, and benchmarking for asset maintenance in operations intensive industries. Drawing on a case study from the oil and gas sector, it offers a methodology and practical solutions to help maintenance practitioners select and formulate an asset maintenance strategy, and to establish best maintenance practices at an organizational level using the frameworks developed here. It is intended for industry practitioners, young maintenance professionals, and students of engineering management who aspire to a career in operations intensive industries.

The Complete Family Office Handbook

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Author :
Publisher : John Wiley & Sons
ISBN 13 : 1119694078
Total Pages : 487 pages
Book Rating : 4.1/5 (196 download)

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Book Synopsis The Complete Family Office Handbook by : Kirby Rosplock

Download or read book The Complete Family Office Handbook written by Kirby Rosplock and published by John Wiley & Sons. This book was released on 2020-11-05 with total page 487 pages. Available in PDF, EPUB and Kindle. Book excerpt: Discover new insights on how to setup, manage, and advise wealthy families and their family offices The Complete Family Office: A Guide for Affluent Families and the Advisors Who Serve Them, 2nd Edition represents the newest update to an essential series. This book prepares the members of wealthy families to collectively manage, sustain, and grow their wealth across multiple generations. It also assists professionals who advise families to better serve their needs. This book teaches those who advise family offices and wealthy families on: · How to setup, structure, and advise a family office · Current compliance, fiduciary and risk management practices for a family office · Forward-thinking investment management, estate planning, and private trust company considerations · Fresh insights on philanthropy, legacy, and impact investing · Best practices to managing family wealth education and preparing next generation owners · New insights on family governance, strategic planning, and succession · Methods to create a family constitution, mission, and vision for families and their family offices. The Complete Family Office Handbook provides the most comprehensive, current research, practical guidance, and approaches from leading family offices from around the globe and illustrates, by way of practical case studies and examples, how families can effectively manage their wealth for the long term.

Machine Learning and Data Sciences for Financial Markets

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Author :
Publisher : Cambridge University Press
ISBN 13 : 1009034030
Total Pages : 743 pages
Book Rating : 4.0/5 (9 download)

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Book Synopsis Machine Learning and Data Sciences for Financial Markets by : Agostino Capponi

Download or read book Machine Learning and Data Sciences for Financial Markets written by Agostino Capponi and published by Cambridge University Press. This book was released on 2023-04-30 with total page 743 pages. Available in PDF, EPUB and Kindle. Book excerpt: Leveraging the research efforts of more than sixty experts in the area, this book reviews cutting-edge practices in machine learning for financial markets. Instead of seeing machine learning as a new field, the authors explore the connection between knowledge developed by quantitative finance over the past forty years and techniques generated by the current revolution driven by data sciences and artificial intelligence. The text is structured around three main areas: 'Interactions with investors and asset owners,' which covers robo-advisors and price formation; 'Risk intermediation,' which discusses derivative hedging, portfolio construction, and machine learning for dynamic optimization; and 'Connections with the real economy,' which explores nowcasting, alternative data, and ethics of algorithms. Accessible to a wide audience, this invaluable resource will allow practitioners to include machine learning driven techniques in their day-to-day quantitative practices, while students will build intuition and come to appreciate the technical tools and motivation for the theory.

Python for Finance

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Author :
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1492024295
Total Pages : 720 pages
Book Rating : 4.4/5 (92 download)

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Book Synopsis Python for Finance by : Yves Hilpisch

Download or read book Python for Finance written by Yves Hilpisch and published by "O'Reilly Media, Inc.". This book was released on 2018-12-05 with total page 720 pages. Available in PDF, EPUB and Kindle. Book excerpt: The financial industry has recently adopted Python at a tremendous rate, with some of the largest investment banks and hedge funds using it to build core trading and risk management systems. Updated for Python 3, the second edition of this hands-on book helps you get started with the language, guiding developers and quantitative analysts through Python libraries and tools for building financial applications and interactive financial analytics. Using practical examples throughout the book, author Yves Hilpisch also shows you how to develop a full-fledged framework for Monte Carlo simulation-based derivatives and risk analytics, based on a large, realistic case study. Much of the book uses interactive IPython Notebooks.

Reverse Stress Testing in Banking

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Author :
Publisher : Walter de Gruyter GmbH & Co KG
ISBN 13 : 3110644959
Total Pages : 483 pages
Book Rating : 4.1/5 (16 download)

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Book Synopsis Reverse Stress Testing in Banking by : Michael Eichhorn

Download or read book Reverse Stress Testing in Banking written by Michael Eichhorn and published by Walter de Gruyter GmbH & Co KG. This book was released on 2021-05-10 with total page 483 pages. Available in PDF, EPUB and Kindle. Book excerpt: Reverse stress testing was introduced in risk management as a regulatory tool for financial institutions more than a decade ago. The recent Covid-19 crisis illustrates its relevance and highlights the need for a systematic re-thinking of tail risks in the banking sector. This book addresses the need for practical guidance describing the entire reverse stress testing process. Reverse Stress Testing in Banking features contributions from a diverse range of established practitioners and academics. Organized in six parts, the book presents a series of contributions providing an in-depth understanding of: Regulatory requirements and ways to address them Quantitative and qualitative approaches to apply reverse stress testing at different levels – from investment portfolios and individual banks to the entire banking system The use of artificial intelligence, machine learning and quantum computing to gain insights into and address banks’ structural weaknesses Opportunities to co-integrate reverse stress testing with recovery and resolution planning Governance and processes for board members and C-suite executives Readers will benefit from the case studies, use cases from practitioners, discussion questions, recommendations and innovative practices provided in this insightful and pioneering book.

Algorithmic Trading Methods

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Author :
Publisher : Academic Press
ISBN 13 : 0128156317
Total Pages : 614 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Algorithmic Trading Methods by : Robert Kissell

Download or read book Algorithmic Trading Methods written by Robert Kissell and published by Academic Press. This book was released on 2020-09-08 with total page 614 pages. Available in PDF, EPUB and Kindle. Book excerpt: Algorithmic Trading Methods: Applications using Advanced Statistics, Optimization, and Machine Learning Techniques, Second Edition, is a sequel to The Science of Algorithmic Trading and Portfolio Management. This edition includes new chapters on algorithmic trading, advanced trading analytics, regression analysis, optimization, and advanced statistical methods. Increasing its focus on trading strategies and models, this edition includes new insights into the ever-changing financial environment, pre-trade and post-trade analysis, liquidation cost & risk analysis, and compliance and regulatory reporting requirements. Highlighting new investment techniques, this book includes material to assist in the best execution process, model validation, quality and assurance testing, limit order modeling, and smart order routing analysis. Includes advanced modeling techniques using machine learning, predictive analytics, and neural networks. The text provides readers with a suite of transaction cost analysis functions packaged as a TCA library. These programming tools are accessible via numerous software applications and programming languages. - Provides insight into all necessary components of algorithmic trading including: transaction cost analysis, market impact estimation, risk modeling and optimization, and advanced examination of trading algorithms and corresponding data requirements - Increased coverage of essential mathematics, probability and statistics, machine learning, predictive analytics, and neural networks, and applications to trading and finance - Advanced multiperiod trade schedule optimization and portfolio construction techniques - Techniques to decode broker-dealer and third-party vendor models - Methods to incorporate TCA into proprietary alpha models and portfolio optimizers - TCA library for numerous software applications and programming languages including: MATLAB, Excel Add-In, Python, Java, C/C++, .Net, Hadoop, and as standalone .EXE and .COM applications

The Evolution of Yield Management in the Airline Industry

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Author :
Publisher : Springer Nature
ISBN 13 : 3030704246
Total Pages : 417 pages
Book Rating : 4.0/5 (37 download)

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Book Synopsis The Evolution of Yield Management in the Airline Industry by : Ben Vinod

Download or read book The Evolution of Yield Management in the Airline Industry written by Ben Vinod and published by Springer Nature. This book was released on 2021-05-28 with total page 417 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book chronicles airline revenue management from its early origins to the last frontier. Since its inception revenue management has now become an integral part of the airline business process for competitive advantage. The field has progressed from inventory control of the base fare, to managing bundles of base fare and air ancillaries, to the precise inventory control at the individual seat level. The author provides an end-to-end view of pricing and revenue management in the airline industry covering airline pricing, advances in revenue management, availability, and air shopping, offer management and product distribution, agency revenue management, impact of revenue management across airline planning and operations, and emerging technologies is travel. The target audience of this book is practitioners who want to understand the basics and have an end-to-end view of revenue management.