Exploring the Optimal Transformation for Volatility

Exploring the Optimal Transformation for Volatility
Author: Alexander Volfson
Publisher:
Total Pages: 64
Release: 2010
Genre:
ISBN:

Abstract: This paper explores the fit of a stochastic volatility model, in which the Box-Cox transformation of the squared volatility follows an autoregressive Gaussian distribution, to the continuously compounded daily returns of the Australian stock index. Estimation was difficult, and over-fitting likely, because more variables are present than data. We developed a revised model that held a couple of these variables fixed and then, further, a model which reduced the number of variables significantly by grouping trading days. A Metropolis-Hastings algorithm was used to simulate the joint density and derive estimated volatilities. Though autocorrelations were higher with a smaller Box-Cox transformation parameter, the fit of the distribution was much better.

Handbook of Volatility Models and Their Applications

Handbook of Volatility Models and Their Applications
Author: Luc Bauwens
Publisher: John Wiley & Sons
Total Pages: 566
Release: 2012-03-22
Genre: Business & Economics
ISBN: 1118272056

A complete guide to the theory and practice of volatility models in financial engineering Volatility has become a hot topic in this era of instant communications, spawning a great deal of research in empirical finance and time series econometrics. Providing an overview of the most recent advances, Handbook of Volatility Models and Their Applications explores key concepts and topics essential for modeling the volatility of financial time series, both univariate and multivariate, parametric and non-parametric, high-frequency and low-frequency. Featuring contributions from international experts in the field, the book features numerous examples and applications from real-world projects and cutting-edge research, showing step by step how to use various methods accurately and efficiently when assessing volatility rates. Following a comprehensive introduction to the topic, readers are provided with three distinct sections that unify the statistical and practical aspects of volatility: Autoregressive Conditional Heteroskedasticity and Stochastic Volatility presents ARCH and stochastic volatility models, with a focus on recent research topics including mean, volatility, and skewness spillovers in equity markets Other Models and Methods presents alternative approaches, such as multiplicative error models, nonparametric and semi-parametric models, and copula-based models of (co)volatilities Realized Volatility explores issues of the measurement of volatility by realized variances and covariances, guiding readers on how to successfully model and forecast these measures Handbook of Volatility Models and Their Applications is an essential reference for academics and practitioners in finance, business, and econometrics who work with volatility models in their everyday work. The book also serves as a supplement for courses on risk management and volatility at the upper-undergraduate and graduate levels.

Exploring the Financial Landscape in the Digital Age

Exploring the Financial Landscape in the Digital Age
Author: Thomas Andreas Maurer
Publisher: CRC Press
Total Pages: 831
Release: 2024-08-13
Genre: Business & Economics
ISBN: 1040149677

The Proceedings of the International Conference on Financial Management and the Digital Economy (ICFMDE 2023) offers an overview of research and insights into how financial management is evolving in the digital age. The book covers a broad spectrum from examining cryptocurrency trends to exploring fintech advancements. Topics also extend to digital transformation strategies, practical applications of blockchain technology, and the profound impact of digital innovations on financial markets. Through rigorous research and analysis, the proceedings offer valuable insights into the future trajectory of the global economy. Written for scholars, researchers, and industry professionals in finance, economics, and digital innovation, this collection provides valuable insights into the rapidly changing field of financial management. Readers will gain deep perspectives on how digitalization is reshaping financial landscapes worldwide.

The Oxford Handbook of Structural Transformation

The Oxford Handbook of Structural Transformation
Author: Célestin Monga
Publisher: Oxford University Press, USA
Total Pages: 741
Release: 2019-02-14
Genre: Economic development
ISBN: 0198793847

The Oxford Handbook of Structural Transformation addresses the economics of structural transformation around the world. It deals with major themes, which include history and context, critical issues and concepts, methodological foundations, main theoretical approaches, policy issues, some illuminating country experiences of structural transformation, and important debates on the respective roles of the market and the state in that process. The historical record provides a challenge for economists to understand the success of the rising economic powers (some of them initially considered unlikely candidates for prosperity) and the stagnation or decline of others. Five major questions emerge: DT Why has so much divergence occurred among nations of the world since the Industrial Revolution, and particularly during the 20th century? DT Why has the pattern changed recently with the emergence of a few developing economies (e.g. the multi-polar world), and can it be sustained? DT What are the key drivers, strategies, and policies, to foster structural transformation in various different country contexts and in a constantly evolving global economy? DT How could low- and middle-income countries avoid development traps and learn from past experiences whilst exploiting the new opportunities offered by the Fourth Industrial Revolution? DT What is the role of various development stakeholders and other important players in facilitating sustained economic convergence among nations? This book addresses these questions, bringing the rigor, usefulness, and multi-disciplinary scope of the Oxford Handbook series to a critical topic in economics. The Oxford Handbook of Structural Transformation is an essential reference work and a stimulus to new research and creativity across all branches of the social sciences.

Transformation for Sustainable Business and Management Practices

Transformation for Sustainable Business and Management Practices
Author: Aarti Saini
Publisher: Emerald Group Publishing
Total Pages: 266
Release: 2023-02-17
Genre: Business & Economics
ISBN: 1802622799

Since the introduction of Industry 5.0, there has been a greater emphasis on the human-centric view in human-machine collaboration. As society has benefitted from technological advancements in all aspects of industrial sectors, there has been a rethinking of the role human beings should play in future evolutions.

An Introduction to Wavelets and Other Filtering Methods in Finance and Economics

An Introduction to Wavelets and Other Filtering Methods in Finance and Economics
Author: Ramazan Gençay
Publisher: Elsevier
Total Pages: 383
Release: 2001-10-12
Genre: Business & Economics
ISBN: 0080509223

An Introduction to Wavelets and Other Filtering Methods in Finance and Economics presents a unified view of filtering techniques with a special focus on wavelet analysis in finance and economics. It emphasizes the methods and explanations of the theory that underlies them. It also concentrates on exactly what wavelet analysis (and filtering methods in general) can reveal about a time series. It offers testing issues which can be performed with wavelets in conjunction with the multi-resolution analysis. The descriptive focus of the book avoids proofs and provides easy access to a wide spectrum of parametric and nonparametric filtering methods. Examples and empirical applications will show readers the capabilities, advantages, and disadvantages of each method. - The first book to present a unified view of filtering techniques - Concentrates on exactly what wavelets analysis and filtering methods in general can reveal about a time series - Provides easy access to a wide spectrum of parametric and non-parametric filtering methods

Machine Learning for Financial Risk Management with Python

Machine Learning for Financial Risk Management with Python
Author: Abdullah Karasan
Publisher: "O'Reilly Media, Inc."
Total Pages: 334
Release: 2021-12-07
Genre: Computers
ISBN: 1492085200

Financial risk management is quickly evolving with the help of artificial intelligence. With this practical book, developers, programmers, engineers, financial analysts, risk analysts, and quantitative and algorithmic analysts will examine Python-based machine learning and deep learning models for assessing financial risk. Building hands-on AI-based financial modeling skills, you'll learn how to replace traditional financial risk models with ML models. Author Abdullah Karasan helps you explore the theory behind financial risk modeling before diving into practical ways of employing ML models in modeling financial risk using Python. With this book, you will: Review classical time series applications and compare them with deep learning models Explore volatility modeling to measure degrees of risk, using support vector regression, neural networks, and deep learning Improve market risk models (VaR and ES) using ML techniques and including liquidity dimension Develop a credit risk analysis using clustering and Bayesian approaches Capture different aspects of liquidity risk with a Gaussian mixture model and Copula model Use machine learning models for fraud detection Predict stock price crash and identify its determinants using machine learning models

ICEMME 2022

ICEMME 2022
Author: Nikolaos Freris
Publisher: European Alliance for Innovation
Total Pages: 2592
Release: 2023-02-15
Genre: Business & Economics
ISBN: 1631903853

It is our great pleasure to have you at the 2022 4th International Conference on Economic Management and Model Engineering (ICEMME 2022), which was held in Nanjing, China from November 18th to 20th (virtual event). It is an international forum for academic communications between experts and scholars in the fields of economic management and model engineering. The main objective of ICEMME 2022 is to provide a platform to deliberate latest developments and future directions in the fields of economic management and model engineering. The conference provided opportunities for the delegates to exchange research ideas and scientific information, and established business or research relations for all participants to find global partners for future collaboration.

Sustainable Partnership and Investment Strategies for Startups and SMEs

Sustainable Partnership and Investment Strategies for Startups and SMEs
Author: Paul, Biswajit
Publisher: IGI Global
Total Pages: 352
Release: 2024-04-15
Genre: Business & Economics
ISBN:

Sustainable development is a bigger issue than it has ever been before. The relationship between present needs and future imperatives defines our contemporary challenges, especially within the realms of societal aspirations, business enterprises, startups, and SMEs. The dynamic nature of today's entrepreneurial landscape, characterized by ceaseless challenges and constant change, underscores the urgency to align strategies with the imperatives of sustainable development. Sustainable Partnership and Investment Strategies for Startups and SMEs examines this issue and the intersection between sustainable development and the practical nuances of navigating the modern entrepreneurial landscape. The book serves as a comprehensive scholarly source, providing in-depth insights into the challenges of formulating strategies for ventures within the framework of Sustainable Development Goals (SDGs). From 'no poverty' to 'Partnerships for the Goals,' it scrutinizes the latest research, theoretical frameworks, and powerful approaches that lie at the heart of sustainable and responsible entrepreneurship. Against the backdrop of a constantly evolving world, the objective of the book comes to the forefront. Today's business and entrepreneurial practices grapple with an ever-changing environment, demanding contemporary and flexible business and investment strategies. Focusing on a select set of SDGs is not just a strategic imperative but a requirement for societal well-being and enduring business success.