Making Money with statistical Arbitrage: Generating Alpha in sideway Markets with this Option Strategy

Making Money with statistical Arbitrage: Generating Alpha in sideway Markets with this Option Strategy PDF Author: Jan Becker
Publisher: Anchor Academic Publishing (aap_verlag)
ISBN: 3954895137
Category : Political Science
Languages : en
Pages : 51

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Book Description
In the following study, I am going to present a short survey of the hedge fund industry, its regulation and the existent hedge fund strategies. Statistical arbitrage in particular is explained in further detail, and major performance measurement ratios are presented. In the second part, I am going to introduce a semi-variance model for statistical arbitrage. The model is compared to the standard Garch model, which is often used in daily option trading, derivate pricing and risk management. As investment returns are not equally distributed over time, sources for statistical arbitrage occur. The semi-variance model takes skewness into account and provides higher returns at lower volatility than the Garch model. The concept is aimed to be a synopsis of mean reversion and chart pattern detection. The computer model is generated with respect to Brownian motion and technical analysis and provides significant returns to the investment. While the market efficiency hypothesis states the impossibility of long-term arbitrage opportunities, market anomalies outstand significantly. Connecting both elements creates a profitable trading system. The combination of both approaches delivers a sensible hedge fund concept. The out-of-sample backtest verifies out-performance and implies the need for further research in the area of higher moment CAPM and additional market timing strategies as sources of statistical arbitrage.

Making Money with statistical Arbitrage: Generating Alpha in sideway Markets with this Option Strategy

Making Money with statistical Arbitrage: Generating Alpha in sideway Markets with this Option Strategy PDF Author: Jan Becker
Publisher: Anchor Academic Publishing (aap_verlag)
ISBN: 3954895137
Category : Political Science
Languages : en
Pages : 51

Get Book

Book Description
In the following study, I am going to present a short survey of the hedge fund industry, its regulation and the existent hedge fund strategies. Statistical arbitrage in particular is explained in further detail, and major performance measurement ratios are presented. In the second part, I am going to introduce a semi-variance model for statistical arbitrage. The model is compared to the standard Garch model, which is often used in daily option trading, derivate pricing and risk management. As investment returns are not equally distributed over time, sources for statistical arbitrage occur. The semi-variance model takes skewness into account and provides higher returns at lower volatility than the Garch model. The concept is aimed to be a synopsis of mean reversion and chart pattern detection. The computer model is generated with respect to Brownian motion and technical analysis and provides significant returns to the investment. While the market efficiency hypothesis states the impossibility of long-term arbitrage opportunities, market anomalies outstand significantly. Connecting both elements creates a profitable trading system. The combination of both approaches delivers a sensible hedge fund concept. The out-of-sample backtest verifies out-performance and implies the need for further research in the area of higher moment CAPM and additional market timing strategies as sources of statistical arbitrage.

Statistical Arbitrage

Statistical Arbitrage PDF Author: Andrew Pole
Publisher: John Wiley & Sons
ISBN: 1118160738
Category : Business & Economics
Languages : en
Pages : 230

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Book Description
While statistical arbitrage has faced some tough times?as markets experienced dramatic changes in dynamics beginning in 2000?new developments in algorithmic trading have allowed it to rise from the ashes of that fire. Based on the results of author Andrew Pole?s own research and experience running a statistical arbitrage hedge fund for eight years?in partnership with a group whose own history stretches back to the dawn of what was first called pairs trading?this unique guide provides detailed insights into the nuances of a proven investment strategy. Filled with in-depth insights and expert advice, Statistical Arbitrage contains comprehensive analysis that will appeal to both investors looking for an overview of this discipline, as well as quants looking for critical insights into modeling, risk management, and implementation of the strategy.

Trading Pairs

Trading Pairs PDF Author: Mark Whistler
Publisher: John Wiley & Sons
ISBN: 9780471584285
Category : Business & Economics
Languages : en
Pages : 316

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Book Description
An accessible guide to the pairs trading technique A leading arbitrage expert gives traders real tools for using pairs trading, including customizable Excel worksheets available on the companion website. Mark Whistler (Denver, CO) is the key developer of pairstrader.com as well as a licensed securities trader and broker and leading arbitrage expert.

Algorithmic Trading

Algorithmic Trading PDF Author: Ernie Chan
Publisher: John Wiley & Sons
ISBN: 1118460146
Category : Business & Economics
Languages : en
Pages : 230

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Book Description
Praise for Algorithmic TRADING “Algorithmic Trading is an insightful book on quantitative trading written by a seasoned practitioner. What sets this book apart from many others in the space is the emphasis on real examples as opposed to just theory. Concepts are not only described, they are brought to life with actual trading strategies, which give the reader insight into how and why each strategy was developed, how it was implemented, and even how it was coded. This book is a valuable resource for anyone looking to create their own systematic trading strategies and those involved in manager selection, where the knowledge contained in this book will lead to a more informed and nuanced conversation with managers.” —DAREN SMITH, CFA, CAIA, FSA, Managing Director, Manager Selection & Portfolio Construction, University of Toronto Asset Management “Using an excellent selection of mean reversion and momentum strategies, Ernie explains the rationale behind each one, shows how to test it, how to improve it, and discusses implementation issues. His book is a careful, detailed exposition of the scientific method applied to strategy development. For serious retail traders, I know of no other book that provides this range of examples and level of detail. His discussions of how regime changes affect strategies, and of risk management, are invaluable bonuses.” —ROGER HUNTER, Mathematician and Algorithmic Trader

Pairs Trading

Pairs Trading PDF Author: Ganapathy Vidyamurthy
Publisher: John Wiley & Sons
ISBN: 111804570X
Category : Business & Economics
Languages : en
Pages : 295

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Book Description
The first in-depth analysis of pairs trading Pairs trading is a market-neutral strategy in its most simple form. The strategy involves being long (or bullish) one asset and short (or bearish) another. If properly performed, the investor will gain if the market rises or falls. Pairs Trading reveals the secrets of this rigorous quantitative analysis program to provide individuals and investment houses with the tools they need to successfully implement and profit from this proven trading methodology. Pairs Trading contains specific and tested formulas for identifying and investing in pairs, and answers important questions such as what ratio should be used to construct the pairs properly. Ganapathy Vidyamurthy (Stamford, CT) is currently a quantitative software analyst and developer at a major New York City hedge fund.

The Algorithmic Trading Guide: How To Leverage Technology To Make Money In Finance Markets

The Algorithmic Trading Guide: How To Leverage Technology To Make Money In Finance Markets PDF Author: Lyron Foster
Publisher: Career Kick Start Books, LLC
ISBN:
Category : Business & Economics
Languages : en
Pages : 174

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Book Description
The Algorithmic Trading Guide: How To Leverage Technology To Make Money In Finance Markets is a comprehensive guidebook for anyone interested in algorithmic trading, covering everything from basic concepts to advanced strategies and techniques. This book provides practical examples and case studies, demonstrating how to apply the concepts and techniques discussed in real-world trading scenarios. The book begins with an overview of algorithmic trading, its importance in financial markets, and the terminology and concepts related to it. It then moves on to cover popular trading strategies used in algorithmic trading and the installation and configuration of a trading platform. The book also delves into data analysis and visualization techniques, using Python and popular data analysis libraries, creating trading signals and indicators, and backtesting trading strategies using historical data. Readers will learn about building trading models using machine learning and reinforcement learning techniques, as well as backtesting and evaluating these models. Additionally, the book covers implementing trading strategies, developing trading algorithms using Python, and integrating these algorithms with a trading platform. It also explores market microstructure, high-frequency trading, and trading in different market conditions, as well as best practices for algorithmic trading and market microstructure. Risk management is a crucial aspect of algorithmic trading, and the book includes techniques for measuring and managing risk in trading strategies, using portfolio optimization techniques for risk management, and best practices for risk management in algorithmic trading. Finally, the book covers the regulatory landscape of algorithmic trading, compliance requirements, and best practices for complying with regulatory requirements in algorithmic trading. It also discusses future trends and challenges in algorithmic trading and regulation. The Algorithmic Trading Guide: How To Leverage Technology To Make Money In Finance Markets is an essential resource for traders and financial professionals looking to expand their knowledge and skills in the field of algorithmic trading. It is also suitable for novice traders just starting to explore algorithmic trading.

Trades, Quotes and Prices

Trades, Quotes and Prices PDF Author: Jean-Philippe Bouchaud
Publisher: Cambridge University Press
ISBN: 1108639062
Category : Science
Languages : en
Pages : 464

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Book Description
The widespread availability of high-quality, high-frequency data has revolutionised the study of financial markets. By describing not only asset prices, but also market participants' actions and interactions, this wealth of information offers a new window into the inner workings of the financial ecosystem. In this original text, the authors discuss empirical facts of financial markets and introduce a wide range of models, from the micro-scale mechanics of individual order arrivals to the emergent, macro-scale issues of market stability. Throughout this journey, data is king. All discussions are firmly rooted in the empirical behaviour of real stocks, and all models are calibrated and evaluated using recent data from Nasdaq. By confronting theory with empirical facts, this book for practitioners, researchers and advanced students provides a fresh, new, and often surprising perspective on topics as diverse as optimal trading, price impact, the fragile nature of liquidity, and even the reasons why people trade at all.

Finding Alphas

Finding Alphas PDF Author: Igor Tulchinsky
Publisher: John Wiley & Sons
ISBN: 1119057868
Category : Business & Economics
Languages : en
Pages : 272

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Book Description
Design more successful trading systems with this practical guide to identifying alphas Finding Alphas seeks to teach you how to do one thing and do it well: design alphas. Written by experienced practitioners from WorldQuant, including its founder and CEO Igor Tulchinsky, this book provides detailed insight into the alchemic art of generating trading signals, and gives you access to the tools you need to practice and explore. Equally applicable across regions, this practical guide provides you with methods for uncovering the hidden signals in your data. A collection of essays provides diverse viewpoints to show the similarities, as well as unique approaches, to alpha design, covering a wide variety of topics, ranging from abstract theory to concrete technical aspects. You'll learn the dos and don'ts of information research, fundamental analysis, statistical arbitrage, alpha diversity, and more, and then delve into more advanced areas and more complex designs. The companion website, www.worldquantchallenge.com, features alpha examples with formulas and explanations. Further, this book also provides practical guidance for using WorldQuant's online simulation tool WebSim® to get hands-on practice in alpha design. Alpha is an algorithm which trades financial securities. This book shows you the ins and outs of alpha design, with key insight from experienced practitioners. Learn the seven habits of highly effective quants Understand the key technical aspects of alpha design Use WebSim® to experiment and create more successful alphas Finding Alphas is the detailed, informative guide you need to start designing robust, successful alphas.

High-frequency Trading And Probability Theory

High-frequency Trading And Probability Theory PDF Author: Wang Zhaodong
Publisher: World Scientific
ISBN: 9814616532
Category : Business & Economics
Languages : en
Pages : 192

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Book Description
This book is the first of its kind to treat high-frequency trading and technical analysis as accurate sciences. The authors reveal how to build trading algorithms of high-frequency trading and obtain stable statistical arbitrage from the financial market in detail. The authors' arguments are based on rigorous mathematical and statistical deductions and this will appeal to people who believe in the theoretical aspect of the topic.Investors who believe in technical analysis will find out how to verify the efficiency of their technical arguments by ergodic theory of stationary stochastic processes, which form a mathematical background for technical analysis. The authors also discuss technical details of the IT system design for high-frequency trading.

Bics 4 Derivatives

Bics 4 Derivatives PDF Author: Obi-Wan Yoda
Publisher: BICs Press
ISBN: 0976425300
Category :
Languages : en
Pages : 367

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Book Description
Please Checkout http://www.4bics.com/