Handbook Of Financial Econometrics, Mathematics, Statistics, And Machine Learning (In 4 Volumes)

Handbook Of Financial Econometrics, Mathematics, Statistics, And Machine Learning (In 4 Volumes)

Author: Cheng Few Lee

Publisher: World Scientific

Published: 2020-07-30

Total Pages: 5053

ISBN-13: 9811202400

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This four-volume handbook covers important concepts and tools used in the fields of financial econometrics, mathematics, statistics, and machine learning. Econometric methods have been applied in asset pricing, corporate finance, international finance, options and futures, risk management, and in stress testing for financial institutions. This handbook discusses a variety of econometric methods, including single equation multiple regression, simultaneous equation regression, and panel data analysis, among others. It also covers statistical distributions, such as the binomial and log normal distributions, in light of their applications to portfolio theory and asset management in addition to their use in research regarding options and futures contracts.In both theory and methodology, we need to rely upon mathematics, which includes linear algebra, geometry, differential equations, Stochastic differential equation (Ito calculus), optimization, constrained optimization, and others. These forms of mathematics have been used to derive capital market line, security market line (capital asset pricing model), option pricing model, portfolio analysis, and others.In recent times, an increased importance has been given to computer technology in financial research. Different computer languages and programming techniques are important tools for empirical research in finance. Hence, simulation, machine learning, big data, and financial payments are explored in this handbook.Led by Distinguished Professor Cheng Few Lee from Rutgers University, this multi-volume work integrates theoretical, methodological, and practical issues based on his years of academic and industry experience.


Slapped by the Invisible Hand

Slapped by the Invisible Hand

Author: Gary B. Gorton

Publisher: Oxford University Press

Published: 2010-03-08

Total Pages: 232

ISBN-13: 0199742111

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Originally written for a conference of the Federal Reserve, Gary Gorton's "The Panic of 2007" garnered enormous attention and is considered by many to be the most convincing take on the recent economic meltdown. Now, in Slapped by the Invisible Hand, Gorton builds upon this seminal work, explaining how the securitized-banking system, the nexus of financial markets and instruments unknown to most people, stands at the heart of the financial crisis. Gorton shows that the Panic of 2007 was not so different from the Panics of 1907 or of 1893, except that, in 2007, most people had never heard of the markets that were involved, didn't know how they worked, or what their purposes were. Terms like subprime mortgage, asset-backed commercial paper conduit, structured investment vehicle, credit derivative, securitization, or repo market were meaningless. In this superb volume, Gorton makes all of this crystal clear. He shows that the securitized banking system is, in fact, a real banking system, allowing institutional investors and firms to make enormous, short-term deposits. But as any banking system, it was vulnerable to a panic. Indeed the events starting in August 2007 can best be understood not as a retail panic involving individuals, but as a wholesale panic involving institutions, where large financial firms "ran" on other financial firms, making the system insolvent. An authority on banking panics, Gorton is the ideal person to explain the financial calamity of 2007. Indeed, as the crisis unfolded, he was working inside an institution that played a central role in the collapse. Thus, this book presents the unparalleled and invaluable perspective of a top scholar who was also a key insider.


Financial Econometrics, Mathematics and Statistics

Financial Econometrics, Mathematics and Statistics

Author: Cheng-Few Lee

Publisher: Springer

Published: 2019-06-03

Total Pages: 657

ISBN-13: 1493994298

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This rigorous textbook introduces graduate students to the principles of econometrics and statistics with a focus on methods and applications in financial research. Financial Econometrics, Mathematics, and Statistics introduces tools and methods important for both finance and accounting that assist with asset pricing, corporate finance, options and futures, and conducting financial accounting research. Divided into four parts, the text begins with topics related to regression and financial econometrics. Subsequent sections describe time-series analyses; the role of binomial, multi-nomial, and log normal distributions in option pricing models; and the application of statistics analyses to risk management. The real-world applications and problems offer students a unique insight into such topics as heteroskedasticity, regression, simultaneous equation models, panel data analysis, time series analysis, and generalized method of moments. Written by leading academics in the quantitative finance field, allows readers to implement the principles behind financial econometrics and statistics through real-world applications and problem sets. This textbook will appeal to a less-served market of upper-undergraduate and graduate students in finance, economics, and statistics. ​


Advances in Investment Analysis and Portfolio Management

Advances in Investment Analysis and Portfolio Management

Author: Cheng-Few Lee

Publisher: Elsevier

Published: 2001-09-14

Total Pages: 345

ISBN-13: 0080543979

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This research annual publication intends to bring together investment analysis and portfolio theory and their implementation to portfolio management. It seeks theoretical and empirical research manuscripts with high quality in the area of investment and portfolio analysis. The contents will consist of original research on: The principles of portfolio management of equities and fixed-income securities. The evaluation of portfolios (or mutual funds) of common stocks, bonds, international assets, and options. The dynamic process of portfolio management. Strategies of international investments and portfolio management. The applications of useful and important analytical techniques such as mathematics, econometrics, statistics, and computers in the field of investment and portfolio management. Theoretical research related to options and futures. In addition, it also contains articles that present and examine new and important accounting, financial, and economic data for managing and evaluating portfolios of risky assets.


Empirical Dynamic Asset Pricing

Empirical Dynamic Asset Pricing

Author: Kenneth J. Singleton

Publisher: Princeton University Press

Published: 2009-12-13

Total Pages: 497

ISBN-13: 1400829232

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Written by one of the leading experts in the field, this book focuses on the interplay between model specification, data collection, and econometric testing of dynamic asset pricing models. The first several chapters provide an in-depth treatment of the econometric methods used in analyzing financial time-series models. The remainder explores the goodness-of-fit of preference-based and no-arbitrage models of equity returns and the term structure of interest rates; equity and fixed-income derivatives prices; and the prices of defaultable securities. Singleton addresses the restrictions on the joint distributions of asset returns and other economic variables implied by dynamic asset pricing models, as well as the interplay between model formulation and the choice of econometric estimation strategy. For each pricing problem, he provides a comprehensive overview of the empirical evidence on goodness-of-fit, with tables and graphs that facilitate critical assessment of the current state of the relevant literatures. As an added feature, Singleton includes throughout the book interesting tidbits of new research. These range from empirical results (not reported elsewhere, or updated from Singleton's previous papers) to new observations about model specification and new econometric methods for testing models. Clear and comprehensive, the book will appeal to researchers at financial institutions as well as advanced students of economics and finance, mathematics, and science.


Financial Asset Pricing Theory

Financial Asset Pricing Theory

Author: Claus Munk

Publisher: Oxford University Press, USA

Published: 2013-04-18

Total Pages: 598

ISBN-13: 0199585490

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The book presents models for the pricing of financial assets such as stocks, bonds, and options. The models are formulated and analyzed using concepts and techniques from mathematics and probability theory. It presents important classic models and some recent 'state-of-the-art' models that outperform the classics.


Asset Pricing for Dynamic Economies

Asset Pricing for Dynamic Economies

Author: Sumru Altug

Publisher: Cambridge University Press

Published: 2008-09-11

Total Pages: 702

ISBN-13: 1139474367

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This introduction to general equilibrium modelling takes an integrated approach to the analysis of macroeconomics and finance. It provides students, practitioners, and policymakers with an easily accessible set of tools that can be used to analyze a wide range of economic phenomena. Key features: • Provides a consistent framework for understanding dynamic economic models • Introduces key concepts in finance in a discrete time setting • Develops simple recursive approach for analyzing a variety of problems in a dynamic, stochastic environment • Sequentially builds up the analysis of consumption, production, and investment models to study their implications for allocations and asset prices • Reviews business cycle analysis and the business cycle implications of monetary and international models • Covers latest research on asset pricing in overlapping generations models and on models with borrowing constraints and transaction costs • Includes end-of-chapter exercises allowing readers to monitor their understanding of each topic Online resources are available at www.cambridge.org/altug_labadie


Cost of Capital

Cost of Capital

Author: Shannon P. Pratt

Publisher: John Wiley & Sons

Published: 2008-02-25

Total Pages: 448

ISBN-13: 9780470223710

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In this long-awaited Third Edition of Cost of Capital: Applications and Examples, renowned valuation experts and authors Shannon Pratt and Roger Grabowski address the most controversial issues and problems in estimating the cost of capital. This authoritative book makes a timely and significant contribution to the business valuation body of knowledge and is an essential part of the expert's library.


The Dynamics of Emerging Stock Markets

The Dynamics of Emerging Stock Markets

Author: Mohamed El Hedi Arouri

Publisher: Springer Science & Business Media

Published: 2009-12-24

Total Pages: 214

ISBN-13: 3790823899

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Emerging markets have received a particular attention of academic researchers and practitioners since they decided to open their domestic capital markets to foreign participants about three decades ago. At the same time, we remark that theoretical and empirical research in emerging stock markets has been particularly challenged by their fast changes in nature and size under the effects of financial liberalization and reforms. This evolving feature has particularly led to a commensurate increase in sophistication of modeling techniques used for understanding financial markets. In this spirit, the book aims at providing the audience a comprehensive understanding of emerging stock markets in various aspects using modern financial econometric methods. It addresses the empirical techniques needed by economic agents to analyze the dynamics of these markets and illustrates how they can be applied to the actual data. On the other hand, it presents and discusses new research findings and their implications.