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Automated Trading with R: Quantitative Research and Platform Development

Automated Trading with R: Quantitative Research and Platform Development


Automated Trading with R: Quantitative Research and Platform Development


Download PDF Automated Trading with R: Quantitative Research and Platform Development

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Automated Trading with R: Quantitative Research and Platform Development

From the Back Cover

All the tools you need are provided in this book to trade algorithmically with your existing brokerage, from data management, to strategy optimization, to order execution, using free and publicly available data. Connect to your brokerage’s API, and the source code is plug-and-play.Automated Trading with R explains the broad topic of automated trading, starting with its mathematics and moving to its computation and execution. Readers will gain a unique insight into the mechanics and computational considerations taken in building a back-tester, strategy optimizer, and fully functional trading platform.The platform built in this book can serve as a complete replacement for commercially available platforms used by retail traders and small funds. Software components are strictly decoupled and easily scalable, providing opportunity to substitute any data source, trading algorithm, or brokerage. This book will:Provide a flexible alternative to common strategy automation frameworks, like Tradestation, Metatrader, and CQG, to small funds and retail tradersOffer an understanding of the internal mechanisms of an automated trading systemStandardize discussion and notation of real-world strategy optimization problemsWhat You’ll Learn:To optimize strategies, generate real-time trading decisions, and minimize computation time while programming an automated strategy in R and using its package libraryHow to best simulate strategy performance in its specific use case to derive accurate performance estimatesImportant optimization criteria for statistical validity in the context of a time seriesAn understanding of critical real-world variables pertaining to portfolio management and performance assessment, including latency, drawdowns, varying trade size, portfolio growth, and penalization of unused capital

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About the Author

Chris Conlan began his career as an independent data scientist specializing in trading algorithms. He attended the University of Virginia where he completed his undergraduate statistics coursework in three semesters. During his time at UVA, he secured initial fundraising for a privately held high-frequency forex group as president and chief trading strategist. He is currently managing the development of private technology companies in high-frequency forex, machine vision, and dynamic reporting.

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Product details

Paperback: 205 pages

Publisher: Apress; 1st ed. edition (September 29, 2016)

Language: English

ISBN-10: 9781484221778

ISBN-13: 978-1484221778

ASIN: 148422177X

Product Dimensions:

7 x 0.5 x 10 inches

Shipping Weight: 1 pounds (View shipping rates and policies)

Average Customer Review:

3.6 out of 5 stars

13 customer reviews

Amazon Best Sellers Rank:

#510,897 in Books (See Top 100 in Books)

Automated Trading with R jumps quickly into to building simulations in R. The book assumes you are proficient in R, and have an understanding of trading already.The first chapter introduces a lot of mathematical forumlas for calculations we may need such as an equity curve, Sharpe ratio, or max drawdown ratio. There was a table of formulas for these metrics. I would have preferred a bit more on the logical explanation side than math formulas although the code listings show how to calculate these metrics.One of the next topics covered is how to get the data for trading. R code is provided for fetching data from the Yahoo finance API, the YQL Web Service, and a library called zoo. There was also some dicussion and code for cleaning data, and next are some indicators.Chapter six felt a bit out of place to me. It was a discussion about high performance computing, but much of the chapter was discussing hardware design unrelated to finance. There was a section about compiled versus interpreted languages. Some examples of how different for loops perform in R was shown.There are some decent sections on backtesting and optimizing. These were the most complicated chapters of the book, and I thought these sections could have definitely used some more fleshing out, as complex concepts often got a small paragraph.Finally there is a section about executing the trades with the platform. I cannot say I would be confident enough to use a platform like this for actual trading myself.However, if you are building a trading platform with R this book is an excellent selection. It is quite short but provides a lot of information, and the code samples I tried worked. I think the book could have been longer to help explain some of the ideas.

Book was published in 2016. Already most of the source code is outdated and irrelevant. Chris has made some efforts to keep the code updated through his own page, but still leaves a lot to be desired. This book is still good for understanding the principles of automated production trading but fails to live up to it's promise of providing everything needed for your own personal algorithmic back-testing strategy and trading platform.

As scripts on github depend on Yahoo API, which has been decommissioned, this book needs some updates on how to gather data from other sources different than Yahoo. The repo is being updated with other methods and can be used as reference.First chapters are good for educational purposes and github code is being updated and reviewed.Chris is keeping an eye on the code repo in case additional contributors would like to collaborate.

Automated Trading with R is a thoughtful, clearly laid out, and complete description of how to build trading systems that actually work. So often books of this nature leave out crucial pieces of system construction either out of incompetence or "as an exercise for the reader," but that is not the case here. The scope is broad enough and each subject addressed with enough specificity that anybody from a relative novice to a seasoned pro can gain something from reading this book.Conlan takes us through:- Networking: how to get data and make trades via the internet- Data Preparation: what to do with data once you have it- Indicators: how to construct the signals that inform trading decisions- Rule Sets: combining indicators at the portfolio level to decide when & how to trade- High-Performance Computing: where to look for performance gains in one's code- Simulation and Backtesting: putting everything together to predict historical performance- Optimization: finding strategies that workIn addition to covering the fundamental theory and technical hurdles involved in each topic, the author focuses on providing functional example code which by the end amounts to a fully functional trading system. I look forward to implementing the lessons learned in my own trading system, including much of the example code provided.Disclosure: I was provided with a copy of the book in exchange for my honest review.

It could be named something like "How to build a simple automated system with R".The only thing I miss is more detail about integrating the system with a broker.

There are many bright minded traders/investors who are limited by their technical abilities. This book does a great job of helping you get over those technical hurdles so you can start brining your ideas to life. In the book, the author teaches you how to implement a variety of popular trading strategies in R. However, the book is not about copy-pasting code. It teaches you the framework for building your own trading models. And since R is a comprehensive programming language, you can even pull Twitter feeds, news feeds, earnings reports. etc. combined with sentiment analysis, natural language processing, or whatever your heart desires to build just about any trading engine you can imagine.

If you're looking for a readable book for learning trading in R, that is also incredibly in-depth, then this is a great buy. The author has a way about explaining the development of the code as well as the making of the platform which makes it incredibly easy to grasp. This book gave great insights into the theory behind automated trading, and I highly recommend it for anyone interested in getting into this field. 10/10

The author does a great job of walking the reader through all aspects of automated trading.The examples, code, and technical details are all highly relevant, up to date, and useful for designing a trading system.This book is a must for anyone building out an automated trading platform, or even just someone learning the theory and code behind trading.I learned a lot, thank you.

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Machinery's Handbook Guide

Machinery's Handbook Guide


Machinery's Handbook Guide


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Machinery's Handbook Guide

About the Author

Erik Valdemar Oberg, born 1881, died 1951.

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Product details

Series: Machinery's Handbook

Paperback: 296 pages

Publisher: Industrial Press, Inc.; Thirtieth edition (March 1, 2016)

Language: English

ISBN-10: 0831130946

ISBN-13: 978-0831130947

Product Dimensions:

5 x 0.7 x 7 inches

Shipping Weight: 9.6 ounces (View shipping rates and policies)

Average Customer Review:

3.7 out of 5 stars

18 customer reviews

Amazon Best Sellers Rank:

#31,018 in Books (See Top 100 in Books)

Should have passed on this book. First two things that I looked up kept giving me references pages to another book that explained what I was looking for.

Very exhaustive compendium of knowledge that builds and builds on years of machinery expertise. Good buy.

This isn't the Machinerys Handbook, but a guide, that helps you use the handbook. Kind of silly. I'll see if it has any use.

This is only the guide, not the actual handbook so husband was kind of disappointed. Wife's Xmas present fail.

This is NOT what I was expecting! It's nothing more than mathematical equations and references to the main book. I thought it might have some useful conversion tables or SOMETHING useful for a home machinist! What a waste. I can't find one single thing in this book that would be useful to me. Will be selling my copy as quickly as possible if anyone will buy it! (wish I didn't!!!)

The larger print with Tabs are very user friendly.

Handy to have

Great reference for the shop recommended

Machinery's Handbook Guide PDF
Machinery's Handbook Guide EPub
Machinery's Handbook Guide Doc
Machinery's Handbook Guide iBooks
Machinery's Handbook Guide rtf
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Machinery's Handbook Guide PDF

Machinery's Handbook Guide PDF

Machinery's Handbook Guide PDF
Machinery's Handbook Guide PDF
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