Mastering Financial Pattern Recognition

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Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1098120442
Total Pages : 291 pages
Book Rating : 4.0/5 (981 download)

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Book Synopsis Mastering Financial Pattern Recognition by : Sofien Kaabar

Download or read book Mastering Financial Pattern Recognition written by Sofien Kaabar and published by "O'Reilly Media, Inc.". This book was released on 2022-10-18 with total page 291 pages. Available in PDF, EPUB and Kindle. Book excerpt: Candlesticks have become a key component of platforms and charting programs for financial trading. With these charts, traders can learn underlying patterns for interpreting price action history and forecasts. This A-Z guide shows portfolio managers, quants, strategists, and analysts how to use Python to recognize, scan, trade, and back-test the profitability of candlestick patterns. Financial author, trading consultant, and institutional market strategist Sofien Kaabar shows you how to create a candlestick scanner and indicator so you can compare the profitability of these patterns. With this hands-on book, you'll also explore a new type of charting system similar to candlesticks, as well as new patterns that have never been presented before. With this book, you will: Create and understand the conditions required for classic and modern candlestick patterns Learn the market psychology behind them Use a framework to learn how back-testing trading strategies are conducted Explore different charting systems and understand their limitations Import OHLC historical FX data in Python in different time frames Use algorithms to scan for and reproduce patterns Learn a pattern's potential by evaluating its profitability and predictability

Mastering Financial Pattern Recognition

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Author :
Publisher : O'Reilly Media
ISBN 13 : 9781098120474
Total Pages : 300 pages
Book Rating : 4.1/5 (24 download)

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Book Synopsis Mastering Financial Pattern Recognition by : Sofien Kaabar

Download or read book Mastering Financial Pattern Recognition written by Sofien Kaabar and published by O'Reilly Media. This book was released on 2023-01-31 with total page 300 pages. Available in PDF, EPUB and Kindle. Book excerpt: Candlesticks have become a key component of trading platforms and charting programs for financial trading. A candlestick is a financial chart that helps reveal underlying patterns for traders when interpreting price action history and forecasts. We are often taught how specific patterns behave in a certain way, but we have never really been taught how to trade or back-test them. This hands-on guide will teach you how to recognize, scan, trade, and back-test the profitability of candlestick patterns with Python. Furthermore, this book will introduce new patterns that have never been presented before, revealing the fruits of my research.Other topics discussed in the book include creating a candlestick scanner and indicator, as well as comparing the profitability of the patterns. We will also see a new type of charting system which is similar to candlesticks. This proposed book aims to be the A-Z guide to all candlestick patterns!

Python for Finance

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Author :
Publisher : BPB Publications
ISBN 13 : 9355516894
Total Pages : 480 pages
Book Rating : 4.3/5 (555 download)

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Book Synopsis Python for Finance by : Dmytro Zherlitsyn

Download or read book Python for Finance written by Dmytro Zherlitsyn and published by BPB Publications. This book was released on 2024-07-30 with total page 480 pages. Available in PDF, EPUB and Kindle. Book excerpt: DESCRIPTION Python's intuitive syntax and beginner-friendly nature makes it an ideal programming language for financial professionals. It acts as a bridge between the world of finance and data analysis. This book will introduce essential concepts in financial analysis methods and models, covering time-series analysis, graphical analysis, technical and fundamental analysis, asset pricing and portfolio theory, investment and trade strategies, risk assessment and prediction, and financial ML practices. The Python programming language and its ecosystem libraries, such as Pandas, NumPy, SciPy, Statsmodels, Matplotlib, Seaborn, Scikit-learn, Prophet, and other data science tools will demonstrate these rooted financial concepts in practice examples. This book will help you understand the concepts of financial market dynamics, estimate the metrics of financial asset profitability, predict trends, evaluate strategies, optimize portfolios, and manage financial risks. You will also learn data analysis techniques using Python programming language to understand the basics of data preparation, visualization, and manipulation in the world of financial data. KEY FEATURES ● Comprehensive guide to Python for financial data analysis and modeling. ● Practical examples and real-world applications for immediate implementation. ● Covers advanced topics like regression, Machine Learning and time series forecasting. WHAT YOU WILL LEARN ● Learn financial data analysis using Python data science libraries and techniques. ● Learn Python visualization tools to justify investment and trading strategies. ● Learn asset pricing and portfolio management methods with Python. ● Learn advanced regression and time series models for financial forecasting. ● Learn risk assessment and volatility modeling methods with Python. WHO THIS BOOK IS FOR This book is designed for financial analysts and other professionals interested in the financial industry with a basic understanding of Python programming and statistical analysis. It is also suitable for students in finance and data science who wish to apply Python tools to financial data analysis and decision-making. TABLE OF CONTENTS 1. Getting Started with Python for Finance 2. Python Tools for Data Analysis: Primer to Pandas and NumPy 3. Financial Data Manipulation with Python 4. Exploratory Data Analysis for Finance 5. Investment and Trading Strategies 6. Asset Pricing and Portfolio Management 7. Time Series Analysis and Financial Data Forecasting 8. Risk Assessment and Volatility Modelling 9. Machine Learning and Deep Learning in Finance 10. Time Series Analysis and Forecasting with FB Prophet Library Appendix A: Python Code Examples for Finance Appendix B: Glossary Appendix C: Valuable Resources

Deep Learning for Finance

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Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1098148363
Total Pages : 362 pages
Book Rating : 4.0/5 (981 download)

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Book Synopsis Deep Learning for Finance by : Sofien Kaabar

Download or read book Deep Learning for Finance written by Sofien Kaabar and published by "O'Reilly Media, Inc.". This book was released on 2024-01-08 with total page 362 pages. Available in PDF, EPUB and Kindle. Book excerpt: Deep learning is rapidly gaining momentum in the world of finance and trading. But for many professional traders, this sophisticated field has a reputation for being complex and difficult. This hands-on guide teaches you how to develop a deep learning trading model from scratch using Python, and it also helps you create and backtest trading algorithms based on machine learning and reinforcement learning. Sofien Kaabar—financial author, trading consultant, and institutional market strategist—introduces deep learning strategies that combine technical and quantitative analyses. By fusing deep learning concepts with technical analysis, this unique book presents outside-the-box ideas in the world of financial trading. This A-Z guide also includes a full introduction to technical analysis, evaluating machine learning algorithms, and algorithm optimization. Understand and create machine learning and deep learning models Explore the details behind reinforcement learning and see how it's used in time series Understand how to interpret performance evaluation metrics Examine technical analysis and learn how it works in financial markets Create technical indicators in Python and combine them with ML models for optimization Evaluate the models' profitability and predictability to understand their limitations and potential

Python for Finance

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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.

Guide to Precision Harmonic Pattern Trading

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Author :
Publisher : www.algotrading-investment.com
ISBN 13 :
Total Pages : 245 pages
Book Rating : 4./5 ( download)

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Book Synopsis Guide to Precision Harmonic Pattern Trading by : Young Ho Seo

Download or read book Guide to Precision Harmonic Pattern Trading written by Young Ho Seo and published by www.algotrading-investment.com. This book was released on with total page 245 pages. Available in PDF, EPUB and Kindle. Book excerpt: Harmonic Pattern trading uses the direct pattern recognition from the price chart to predict the potential turning point of the financial market. Although the history of the harmonic pattern goes back to the Gartley’s book “Profits in the Stock Market” in 1935, Harmonic Pattern trading became popular in last few decades. In comparison to many contemporary predictive techniques, there are far less literature available to study this technique in several different scientific angles. Most of harmonic pattern trader focuses on the visual aspect of the pattern keeping very small attention on the precision aspect. In this book, we want to introduce the brand new precision concept, Pattern Completion Interval and Potential Continuation Zone, for harmonic pattern trading. In the first few chapters of this book, we will illustrate the concept and the operating mechanism behind these new techniques. After that, we will focus on how to manage your order and risk with Harmonic pattern. We will illustrate how to apply this precision concept for both market order and pending order setup for your practical trading. At the end of the book, we describe the rolling ball effect and we show how it can affect your turning point strategy. In the final chapter, we introduce Mutual Pattern Turning Point Strategy for your practical trading. Then we show you three essential but powerful steps to trade with turning point strategy. Please note that we use our own custom ratio sets for harmonic patterns presented in this book because our backtesting and forward testing results indicates that they perform better than the original patterns. The studies presented in this book are the results after the intensive computerized research using Harmonic Patterns. If you want to dig deeper on the rolling ball effect and the mutual pattern strategy for turning point prediction, you can also read our book: Scientific Guide to Price Action and Pattern Trading.

Mastering Technical Analysis, Chapter 3 - Pattern Recognition

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Author :
Publisher : McGraw Hill Professional
ISBN 13 : 0071730672
Total Pages : 27 pages
Book Rating : 4.0/5 (717 download)

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Book Synopsis Mastering Technical Analysis, Chapter 3 - Pattern Recognition by : John C. Brooks

Download or read book Mastering Technical Analysis, Chapter 3 - Pattern Recognition written by John C. Brooks and published by McGraw Hill Professional. This book was released on 2005-09-09 with total page 27 pages. Available in PDF, EPUB and Kindle. Book excerpt: Here is a chapter from Mastering Technical Analysis, a practical examination of the key tools of technical analysis--how they work, why they work, and which work best in specific situations. Written by one of the founding members of the Market Technicians Association, it will provide you with the guidance and insights you need to improve your trading performance, by removing the guesswork from every move you make.

Breakthrough Strategies for Predicting Any Market

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Publisher : John Wiley & Sons
ISBN 13 : 1118716019
Total Pages : 437 pages
Book Rating : 4.1/5 (187 download)

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Book Synopsis Breakthrough Strategies for Predicting Any Market by : Jeff Greenblatt

Download or read book Breakthrough Strategies for Predicting Any Market written by Jeff Greenblatt and published by John Wiley & Sons. This book was released on 2013-09-30 with total page 437 pages. Available in PDF, EPUB and Kindle. Book excerpt: The revised and updated edition of the book that changed the way you think about trading In the Second Edition of this groundbreaking book by star trader Jeff Greenblatt, he continues to shares his hard-won lessons on what it takes to be a professional trader, while detailing his proven techniques for mastering market timing. With the help of numerous case studies and charts, Greenblatt develops his original high-probability pattern recognition system which, once mastered, endows its user with a deeper understanding of how the markets really work and boosts the efficiency of any trading methodology. Following in the footsteps of the great W.D. Gann, Jeff Greenblatt helps investors gain greater precision with any instrument they trade, during any time frame. Shows how to combine a variety of technical indicators to pinpoint turning points in the financial markets Makes even the most complex subject matter easy to understand with crystal-clear explanations and step-by-step guidance on all concepts, terms, processes, and techniques Reveals how to use Elliott Wave Analysis, Fibonacci, candlesticks, and momentum indicators to interpret market movements Breakthrough Strategies for Predicting Any Market shares fascinating and enlightening personal anecdotes from Jeff Greenblatt's career along with his candid reflection on developing and maintaining the mental discipline of a successful trader.

The Book of Trading Strategies

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Publisher :
ISBN 13 :
Total Pages : 330 pages
Book Rating : 4.5/5 (328 download)

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Book Synopsis The Book of Trading Strategies by : Sofien Kaabar

Download or read book The Book of Trading Strategies written by Sofien Kaabar and published by . This book was released on 2021-07-06 with total page 330 pages. Available in PDF, EPUB and Kindle. Book excerpt: Trading strategies come in different shapes and colors, and having a detailed view on their structure and functioning is very useful towards the path of creating a robust and profitable trading system. The book presents various technical strategies and the way to back-test them in Python. You can think of the book as a mix between introductory Python and an Encyclopedia of trading strategies with a touch of reality.

Technical Analysis

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Publisher : FT Press
ISBN 13 : 0132599627
Total Pages : 700 pages
Book Rating : 4.1/5 (325 download)

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Book Synopsis Technical Analysis by : Charles D. Kirkpatrick II

Download or read book Technical Analysis written by Charles D. Kirkpatrick II and published by FT Press. This book was released on 2010-11-08 with total page 700 pages. Available in PDF, EPUB and Kindle. Book excerpt: Already the field's most comprehensive, reliable, and objective guidebook, Technical Analysis: The Complete Resource for Financial Market Technicians, Second Edition has been thoroughly updated to reflect the field's latest advances. Selected by the Market Technicians Association as the official companion to its prestigious Chartered Market Technician (CMT) program, this book systematically explains the theory of technical analysis, presenting academic evidence both for and against it. Using hundreds of fully updated illustrations, the authors explain the analysis of both markets and individual issues, and present complete investment systems and portfolio management plans. They present authoritative, up-to-date coverage of tested sentiment, momentum indicators, seasonal affects, flow of funds, testing systems, risk mitigation strategies, and many other topics. This edition thoroughly covers the latest advances in pattern recognition, market analysis, and systems management. The authors introduce new confidence tests; cover increasingly popular methods such as Kagi, Renko, Kase, Ichimoku, Clouds, and DeMark indicators; present innovations in exit stops, portfolio selection, and testing; and discuss the implications of behavioral bias for technical analysis. They also reassess old formulas and methods, such as intermarket relationships, identifying pitfalls that emerged during the recent market decline. For traders, researchers, and serious investors alike, this is the definitive book on technical analysis.

The Trading Book: A Complete Solution to Mastering Technical Systems and Trading Psychology

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Author :
Publisher : McGraw Hill Professional
ISBN 13 : 0071767002
Total Pages : 273 pages
Book Rating : 4.0/5 (717 download)

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Book Synopsis The Trading Book: A Complete Solution to Mastering Technical Systems and Trading Psychology by : Anne-Marie Baiynd

Download or read book The Trading Book: A Complete Solution to Mastering Technical Systems and Trading Psychology written by Anne-Marie Baiynd and published by McGraw Hill Professional. This book was released on 2011-07-08 with total page 273 pages. Available in PDF, EPUB and Kindle. Book excerpt: THE SMARTEST TRADES. THE HOTTEST MARKETS. THE ONLY BOOK YOU NEED. You don’t have to be a professional trader to win big in the stock market. That’s what Anne-Marie Baiynd learned when she changed her career from neuroscience researcher to full-time momentum trader. Now, with her popular website and this brilliant new book, she teaches other traders how to master the market using her proven combination of analytics and psychology. The Trading Book shows you how to: Master the power of technical trading Increase profits using probabilities and pattern recognition Focus on precision trading for consistent results Discover the benefits of waves and fibs Embrace the habits of highly effective traders This one-of-a-kind guide goes beyond the numbers and statistics to show you the complex psychology behind the trades—from the greatest gains to the hardest losses. You’ll discover how other traders deal with making counterintuitive decisions; how to use technical indicators to identify the momentum and direction of the markets; and how to achieve your long-term financial goals through discipline, dedication, and endurance. Filled with insightful case studies, interviews, exercises, and guidelines for keeping a personal trading journal, this is more than a crash course for beginners or an industry guide for experts. This is the book on trading. Praise for The Trading Book: “Anne-Marie is an amazing trader who loves to share ideas. She knows it makes her smarter and so sharing is not really giving away anything. Anne Marie can explain complex trading ideas in a digestible manner, and any level of trader or investor will benefit from this book.” —Howard Lindzon, cofounder and CEO of StockTwits and author of The StockTwits Edge “The Trading Book does an outstanding job of offering step-by step explanations of trading strategies and methods. Anyone looking for a clear path to profits in the markets will find the pre-trade checklist especially helpful for staying disciplined during the trading day. The lessons on reading stock charts are some of the best I’ve seen and worth reading multiple times.” —Tim Bourquin, Traderinterviews.com “This excellent book balances trading wisdom, psychology, common sense, and valuable strategies that you can put to work immediately. I think that the ‘woman’s perspective’ really adds something that most trading books are missing. Read this book; trust me!” —Brian Shannon, author of Technical Analysis Using Multiple Timeframes and President of Alphatrends.net

Pattern Recognition and Trading Decisions

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Publisher : McGraw Hill Professional
ISBN 13 : 0071454802
Total Pages : 370 pages
Book Rating : 4.0/5 (714 download)

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Book Synopsis Pattern Recognition and Trading Decisions by : Chris Satchwell

Download or read book Pattern Recognition and Trading Decisions written by Chris Satchwell and published by McGraw Hill Professional. This book was released on 2004-10-22 with total page 370 pages. Available in PDF, EPUB and Kindle. Book excerpt: Success in technical analysis is all about recognizing, and quickly acting on, patterns of market behavior. Pattern Recognition and Trading Decisions shows active traders how to realize when a pattern is developing, distinguish between a genuine pattern and a misleading series of events, and apply this recognition for success in specific trading situations. A how-to guide that steers clear of difficult calculations and formulas, this dynamic book--from an author tabbed "far ahead of anyone else" by technical analysis guru Martin Pring--is destined to be on the desktop of every serious technical trader.

Candlestick Charting Explained:Timeless Techniques for Trading Stocks and Futures

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Publisher : McGraw Hill Professional
ISBN 13 : 0071632174
Total Pages : 552 pages
Book Rating : 4.0/5 (716 download)

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Book Synopsis Candlestick Charting Explained:Timeless Techniques for Trading Stocks and Futures by : Greg L. Morris

Download or read book Candlestick Charting Explained:Timeless Techniques for Trading Stocks and Futures written by Greg L. Morris and published by McGraw Hill Professional. This book was released on 2006-04-17 with total page 552 pages. Available in PDF, EPUB and Kindle. Book excerpt: Master this powerful trading system and identify the best trades Inside this book you will discover candlestick charting, one of the most popular tools in technical analysis. Candlestick Charting Explained features updated charts and analysis as well as new material on integrating Western charting analysis with Japanese candlestick analysis, grouping candlesticks into families, detecting and avoiding false signals, and more.

Mastering Technical Analysis

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Publisher : McGraw Hill Professional
ISBN 13 : 0071751025
Total Pages : 289 pages
Book Rating : 4.0/5 (717 download)

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Book Synopsis Mastering Technical Analysis by : John C. Brooks

Download or read book Mastering Technical Analysis written by John C. Brooks and published by McGraw Hill Professional. This book was released on 2010-04-21 with total page 289 pages. Available in PDF, EPUB and Kindle. Book excerpt: Mastering Technical Analysis explores a wide range of technical analysis tools, detailing how to use each to improve trading performance. Topics explored include moving averages and the importance of crossovers; popular indicators from the VIX index and 10-30 DMA to stochastics; trends and pattern recognition; and more. In addition, this book examines how exchange-traded funds and other new securities as well as the emergence of China, India, and other international markets will impact present and future technical analysis applications.

Mastering Candlesticks

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Publisher :
ISBN 13 : 9781081390860
Total Pages : 142 pages
Book Rating : 4.3/5 (98 download)

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Book Synopsis Mastering Candlesticks by : M J Kelley II

Download or read book Mastering Candlesticks written by M J Kelley II and published by . This book was released on 2019-07-18 with total page 142 pages. Available in PDF, EPUB and Kindle. Book excerpt: Candlestick patterns have become indisputably essential in technical analysis, and traders have come to respect its usefulness. These graphical representations of price movements over specific periods have been the reason traders keep smiling at their balance over the years. Because technical analysis is so important to trading, not knowing how to implement it as a profit strategy is almost a sin, yet, many traders just don't know the power behind what this technical analysis tool can do for them let alone how to use them.To both professional and amateur traders, trading is never complete without the use of the candlestick chart, especially in cryptocurrency trading. Which is the purpose of why this book "Mastering Candlesticks Step by Step" was written. This book contains a compiled detailed list of the various candlestick patterns, along with what they are, how they form, what they mean, and how to trade with them. From simple to complex candlestick pattern, this book will show you how to master candlestick patterns that can transform your trading account from amateur to professional in less time than you thought possible.

The Handbook of Exotic Trading Strategies

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Publisher :
ISBN 13 : 9781091345379
Total Pages : 200 pages
Book Rating : 4.3/5 (453 download)

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Book Synopsis The Handbook of Exotic Trading Strategies by : Sofien Kaabar

Download or read book The Handbook of Exotic Trading Strategies written by Sofien Kaabar and published by . This book was released on 2019-03-23 with total page 200 pages. Available in PDF, EPUB and Kindle. Book excerpt: What is this book all about?You can think of the book as a small encyclopedia of well-sorted trading strategies and ideas that are not very well-known or addressed to the public. The strategies are presented in an easy and clear way so as to make the reader curious about testing them.What am I going to gain?You will gain exposure to many new techniques, strategies, pitfalls, concepts, and conclusions of many types of analyses which will change the way you think about trading and you will find yourself busy experimenting and choosing the strategy that suits you the best. How is it organized?The order of chapters is not important, although reading the introductory chapters of each part is helpful. The book is divided into three parts; technical analysis, sentiment analysis, and machine learning. The reader, depending on her preferences may decide to begin reading at any point in the book.What is the bias of this book?This book is neutral. It does not favor any type of analysis over the others and believes in the usefulness of them all. Not only that, but we encourage using a mix of strategies to create a strong and healthy trading system.What level of knowledge do I need to follow this book?Although a basic or a good understanding of trading and the economy is considered very helpful, it is not absolutely necessary, as every part will begin by an introduction to what we will be discussing and to the basics of the field. Also, the last chapter includes an introduction to fundamental measures that will help refresh any knowledge about the economy.How is this book written?The language used is very friendly and will not feature any complex mathematical formulas. Intuition and understanding are the main focus and many chapters are not very quantitative, therefore, no troubles should be encountered while reading through the chapters. Some statistical formulas may be presented but in a straight-forward way.What about the trading results presented in some chapters?All back-testing results have been conducted on out-of-sample data exclusively. They are presented as gross returns unless instructed otherwise. The reader is encouraged to experiment with them, as the field of data and analysis is immense and countless ways of strategizing exist.What will I need to be able to replicate and use these strategies?For the technical strategies, you will only need a trading software that has the basic packages. For the sentiment strategies, you will most likely be using a spreadsheet. As for the machine learning topics, you might need to install a Python interpreter in order to enjoy the full experience.

Business Cycles and Equilibrium

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Author :
Publisher : John Wiley & Sons
ISBN 13 : 0470499176
Total Pages : 224 pages
Book Rating : 4.4/5 (74 download)

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Book Synopsis Business Cycles and Equilibrium by : Fischer Black

Download or read book Business Cycles and Equilibrium written by Fischer Black and published by John Wiley & Sons. This book was released on 2009-11-02 with total page 224 pages. Available in PDF, EPUB and Kindle. Book excerpt: An updated look at what Fischer Black's ideas on business cycles and equilibrium mean today Throughout his career, Fischer Black described a view of business fluctuations based on the idea that a well-developed economy will be continually in equilibrium. In the essays that constitute this book, which is one of only two books Black ever wrote, he explores this idea thoroughly and reaches some surprising conclusions. With the newfound popularity of quantitative finance and risk management, the work of Fischer Black has garnered much attention. Business Cycles and Equilibrium-with its theory that economic and financial markets are in a continual equilibrium-is one of his books that still rings true today, given the current economic crisis. This Updated Edition clearly presents Black's classic theory on business cycles and the concept of equilibrium, and contains a new introduction by the person who knows Black best: Perry Mehrling, author of Fischer Black and the Revolutionary Idea of Finance (Wiley). Mehrling goes inside Black's life to uncover what was occurring during the time Black wrote Business Cycles and Equilibrium, while also shedding light on what Black would make of today's financial and economic meltdown and how he would best advise to move forward. The essays within this book reach some interesting conclusions concerning the role of equilibrium in a developed economy Warns about the use and abuse of modeling Explains the risky business of risk in a straightforward and accessible style Contains chapters dedicated to "the effects of uncontrolled banking," "the trouble with econometric models," and "the effects of noise on investing" Includes commentary on Black's life and work at the time Business Cycles and Equilibrium was written as well as insight as to what Black would make of the current financial meltdown Engaging and informative, the Updated Edition of Business Cycles and Equilibrium will give you a better understanding of what is really going on during these uncertain and volatile financial times.