62 books like Algorithmic and High-Frequency Trading

By Alvaro Cartea, Sebastian Jaimungal, Jose Penalva

Here are 62 books that Algorithmic and High-Frequency Trading fans have personally recommended if you like Algorithmic and High-Frequency Trading. Shepherd is a community of 10,000+ authors and super readers sharing their favorite books with the world.

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Book cover of Statistics and Data Analysis for Financial Engineering: With R Examples

Ernest P. Chan Author Of Quantitative Trading: How to Build Your Own Algorithmic Trading Business

From my list on quantitative trading for beginners.

Why am I passionate about this?

A noted quantitative hedge fund manager and quant finance author, Ernie is the founder of QTS Capital Management and Predictnow.ai. Previously he has applied his expertise in machine learning at IBM T.J. Watson Research Center’s Human Language Technologies group, at Morgan Stanley’s Data Mining and Artificial Intelligence Group, and at Credit Suisse’s Horizon Trading Group. Ernie was quoted by Bloomberg, the Wall Street Journal, New York Times, Forbes, and the CIO magazine, and interviewed on CNBC’s Closing Bell program. He is an adjunct faculty at Northwestern University’s Master’s in Data Science program and supervises student theses there. Ernie holds a Ph.D. in theoretical physics from Cornell University.

Ernest's book list on quantitative trading for beginners

Ernest P. Chan Why did Ernest love this book?

I have used this book to teach my Financial Risk Analytics course at Northwestern University for many years. As a textbook, it is surprisingly easy to read, and the abundant exercises are great. This would be a foundational text to read after you have read my own books. It puts you on solid ground to understand all the financial babble that you may read elsewhere. It includes extensive coverage of most basic topics important to a serious quantitative trader, while not being overly mathematical. Easily understandable if you have basic programming and math background from first year of university.

Everything is practical in this book, which isn’t what you would expect from a textbook! There is no math for math’s sake. I have used the techniques discussed in this book for real trading, and for creating features at my machine learning SaaS predictnow.ai. Examples: What’s the difference between net…

By David Ruppert, David S. Matteson,

Why should I read it?

1 author picked Statistics and Data Analysis for Financial Engineering as one of their favorite books, and they share why you should read it.

What is this book about?

The new edition of this influential textbook, geared towards graduate or advanced undergraduate students, teaches the statistics necessary for financial engineering. In doing so, it illustrates concepts using financial markets and economic data, R Labs with real-data exercises, and graphical and analytic methods for modeling and diagnosing modeling errors. These methods are critical because financial engineers now have access to enormous quantities of data. To make use of this data, the powerful methods in this book for working with quantitative information, particularly about volatility and risks, are essential. Strengths of this fully-revised edition include major additions to the R code…


Book cover of Asset Management: A Systematic Approach to Factor Investing

Ernest P. Chan Author Of Quantitative Trading: How to Build Your Own Algorithmic Trading Business

From my list on quantitative trading for beginners.

Why am I passionate about this?

A noted quantitative hedge fund manager and quant finance author, Ernie is the founder of QTS Capital Management and Predictnow.ai. Previously he has applied his expertise in machine learning at IBM T.J. Watson Research Center’s Human Language Technologies group, at Morgan Stanley’s Data Mining and Artificial Intelligence Group, and at Credit Suisse’s Horizon Trading Group. Ernie was quoted by Bloomberg, the Wall Street Journal, New York Times, Forbes, and the CIO magazine, and interviewed on CNBC’s Closing Bell program. He is an adjunct faculty at Northwestern University’s Master’s in Data Science program and supervises student theses there. Ernie holds a Ph.D. in theoretical physics from Cornell University.

Ernest's book list on quantitative trading for beginners

Ernest P. Chan Why did Ernest love this book?

As the book’s name suggests, it focuses on factor investing – i.e. long-term investments. Example: what do you think is the real (inflation-adjusted) return of the US stock vs bond markets over time? What is the best way to hedge inflation? (The answer may surprise you!) Nevertheless, a trader will also find inspiration in many of the market themes discussed. Example: Why is a mean-reverting strategy equivalent to shorting realized volatility?

This book has even less math than my 1st book pick, since Andrew Ang used it for his investment class for MBAs. Andrew was a well-known finance professor at Columbia University (where Warren Buffet got his Master’s). He is now Head of BlackRock (AUM=$9.5T!) Systematic Wealth Solutions. I have exchanged emails with him, and he is very friendly and patient with questions.

By Andrew Ang,

Why should I read it?

1 author picked Asset Management as one of their favorite books, and they share why you should read it.

What is this book about?

Stocks and bonds? Real estate? Hedge funds? Private equity? If you think those are the things to focus on in building an investment portfolio, Andrew Ang has accumulated a body of research that will prove otherwise.
In his new book Asset Management: A Systematic Approach to Factor Investing, Ang upends the conventional wisdom about asset allocation by showing that what matters aren't asset class labels but the bundles of overlapping risks they represent. Making investments is like eating a healthy diet, Ang says: you've got to look through the foods you eat to focus on the nutrients they contain. Failing…


Book cover of Advances in Financial Machine Learning

Ernest P. Chan Author Of Quantitative Trading: How to Build Your Own Algorithmic Trading Business

From my list on quantitative trading for beginners.

Why am I passionate about this?

A noted quantitative hedge fund manager and quant finance author, Ernie is the founder of QTS Capital Management and Predictnow.ai. Previously he has applied his expertise in machine learning at IBM T.J. Watson Research Center’s Human Language Technologies group, at Morgan Stanley’s Data Mining and Artificial Intelligence Group, and at Credit Suisse’s Horizon Trading Group. Ernie was quoted by Bloomberg, the Wall Street Journal, New York Times, Forbes, and the CIO magazine, and interviewed on CNBC’s Closing Bell program. He is an adjunct faculty at Northwestern University’s Master’s in Data Science program and supervises student theses there. Ernie holds a Ph.D. in theoretical physics from Cornell University.

Ernest's book list on quantitative trading for beginners

Ernest P. Chan Why did Ernest love this book?

By now, you may notice that I like to recommend textbooks. I use this bestseller for my course in Financial Machine Learning at Northwestern University, but really, nobody interested in financial machine learning hasn’t read this book. The topics are highly relevant to every investor or trader – I read it at least 5 times to digest every nugget and have put them to very productive use in my trading as well as in my fintech firm predictnow.ai. It covers basic techniques such as random forest to advanced techniques such as Hierarchical Risk Parity, which is a big improvement over traditional portfolio optimization methods.

Marcos used to be Head of Machine Learning at AQR (AUM=$143B), and now is the Global Head of Quant Research at Abu Dhabi Investment Authority. He is also very approachable to his readers and students. There was seldom an email or message from me to which…

By Marcos Lopez de Prado,

Why should I read it?

1 author picked Advances in Financial Machine Learning as one of their favorite books, and they share why you should read it.

What is this book about?

Learn to understand and implement the latest machine learning innovations to improve your investment performance

Machine learning (ML) is changing virtually every aspect of our lives. Today, ML algorithms accomplish tasks that - until recently - only expert humans could perform. And finance is ripe for disruptive innovations that will transform how the following generations understand money and invest.

In the book, readers will learn how to:

Structure big data in a way that is amenable to ML algorithms Conduct research with ML algorithms on big data Use supercomputing methods and back test their discoveries while avoiding false positives

Advances…


Book cover of Option Trading: Pricing and Volatility Strategies and Techniques

Ernest P. Chan Author Of Quantitative Trading: How to Build Your Own Algorithmic Trading Business

From my list on quantitative trading for beginners.

Why am I passionate about this?

A noted quantitative hedge fund manager and quant finance author, Ernie is the founder of QTS Capital Management and Predictnow.ai. Previously he has applied his expertise in machine learning at IBM T.J. Watson Research Center’s Human Language Technologies group, at Morgan Stanley’s Data Mining and Artificial Intelligence Group, and at Credit Suisse’s Horizon Trading Group. Ernie was quoted by Bloomberg, the Wall Street Journal, New York Times, Forbes, and the CIO magazine, and interviewed on CNBC’s Closing Bell program. He is an adjunct faculty at Northwestern University’s Master’s in Data Science program and supervises student theses there. Ernie holds a Ph.D. in theoretical physics from Cornell University.

Ernest's book list on quantitative trading for beginners

Ernest P. Chan Why did Ernest love this book?

Disclaimer: I like Euan’s books not because he is a friend and has endorsed my books. Long before we became friends, I have bought his book, and said to myself “Wow! This is the first book about options trading that is not just a bunch of trite statements about payouts from various straddles and spreads positions!” It talks about some unique arbitrage opportunities that only professionals knew about. On the other hand, the amount of mathematics is very manageable, and can largely be skipped without affecting the practical applications of the concepts. 

By Euan Sinclair,

Why should I read it?

1 author picked Option Trading as one of their favorite books, and they share why you should read it.

What is this book about?

An A to Z options trading guide for the new millennium and the new economy Written by professional trader and quantitative analyst Euan Sinclair, Option Trading is a comprehensive guide to this discipline covering everything from historical background, contract types, and market structure to volatility measurement, forecasting, and hedging techniques. This comprehensive guide presents the detail and practical information that professional option traders need, whether they're using options to hedge, manage money, arbitrage, or engage in structured finance deals. It contains information essential to anyone in this field, including option pricing and price forecasting, the Greeks, implied volatility, volatility measurement…


Book cover of Red-Blooded Risk: The Secret History of Wall Street

Guy Thomas Author Of Free Capital: How 12 private investors made millions in the stock market

From my list on making a fortune in the stock market.

Why am I passionate about this?

I’ve been an independent investor for nearly 25 years. In my previous life as an employee, I was a research actuary for a firm of pension consultants, and then a university lecturer. I left my last academic job at the age of 35 because I had made enough money to survive, and freedom was worth more to me than a salary. FIRE (Financial Independence – Retire Early) is what it’s called these days, but with two differences. First, I’m not retired: I spend most of my time on investing, but entirely on my own terms. Second, and relatedly, I’m an active investor, albeit a cheap one, nearly as cheap as an index fund.

Guy's book list on making a fortune in the stock market

Guy Thomas Why did Guy love this book?

All investing is risk-taking, and this is the best book on risk-taking that I know. Not just risk-taking as mathematics or games (although both of those are important), but risk-taking as a philosophy of life.

I would pick out two main insights. First, risk is intrinsically neither good nor bad, it is just a dial you can turn up or down. Second, your aim should be neither to minimise nor maximise risk, but rather to take the right amount of risk, and so achieve what this book calls “risk ignition”.

One contextual caveat: the value I see here is a deep understanding of risk, not specific recipes.  

By Aaron Brown,

Why should I read it?

1 author picked Red-Blooded Risk as one of their favorite books, and they share why you should read it.

What is this book about?

An innovative guide that identifies what distinguishes the best financial risk takers from the rest

From 1987 to 1992, a small group of Wall Street quants invented an entirely new way of managing risk to maximize success: risk management for risk-takers. This is the secret that lets tiny quantitative edges create hedge fund billionaires, and defines the powerful modern global derivatives economy. The same practical techniques are still used today by risk-takers in finance as well as many other fields. Red-Blooded Risk examines this approach and offers valuable advice for the calculated risk-takers who need precise quantitative guidance that will…


Book cover of One Up on Wall Street: How to Use What You Already Know to Make Money in the Market

Gautam Baid Author Of The Joys of Compounding: The Passionate Pursuit of Lifelong Learning

From my list on value investing from a longtime investor.

Why am I passionate about this?

I am the Founder of Stellar Wealth Partners, a SEBI-registered Research Analyst firm and small case manager for investors in the Indian stock market. I am the author of the international best-seller on value investing, The Joys of Compounding. Once a strong foundation is created for a business, owners don’t work for money. Rather, money works for them. As an investor, your money is working for you 24/7. You are becoming wealthier with each passing second, alongside the increasing intrinsic value of your businesses. An investor builds earnings power through a business ownership mindset. 

Gautam's book list on value investing from a longtime investor

Gautam Baid Why did Gautam love this book?

In this book, Peter Lynch teaches how a common investor can get great returns from his investment in the stock market if he follows a few general investing principles and a common-sense investing approach. Lynch believes that with a little research and steady discipline, every common person can outperform the so-called investment gurus and make good returns. He suggests that many great investments could be right under their nose, if the investor is ready to do some research. Most people just have to look around the place where they work or the spots where they visit to grab those opportunities. A common person is exposed to many interesting local companies and products years before professional investors would even hear of them. If these investors find and invest in these growing local companies, they can make handsome returns.

By Peter Lynch, John Rothchild,

Why should I read it?

1 author picked One Up on Wall Street as one of their favorite books, and they share why you should read it.

What is this book about?

Peter Lynch believes that average investors have advantages over Wall Street experts. Since the best opportunities can be found at the local mall or in their own places of employment, beginners have the chance to learn about potentially successful companies long before before professional analysts discover them. This headstart on the experts is what produces 'tenbaggers', the stocks that appreciate tenfold or more and turn an average stock portfolio into a star performer. In this fully updated edition of his classic bestseller, Lynch explains how to research stocks and offers easy-to-follow directions for sorting out the long shots from the…


Book cover of Capital Returns: Investing Through the Capital Cycle: A Money Manager's Reports 2002-15

Guy Thomas Author Of Free Capital: How 12 private investors made millions in the stock market

From my list on making a fortune in the stock market.

Why am I passionate about this?

I’ve been an independent investor for nearly 25 years. In my previous life as an employee, I was a research actuary for a firm of pension consultants, and then a university lecturer. I left my last academic job at the age of 35 because I had made enough money to survive, and freedom was worth more to me than a salary. FIRE (Financial Independence – Retire Early) is what it’s called these days, but with two differences. First, I’m not retired: I spend most of my time on investing, but entirely on my own terms. Second, and relatedly, I’m an active investor, albeit a cheap one, nearly as cheap as an index fund.

Guy's book list on making a fortune in the stock market

Guy Thomas Why did Guy love this book?

This book comprises an edited compendium of investment reports from Marathon Investment Management, with three broad themes.

First, stock markets are about capitalism, not macroeconomics.

Second, successful investment requires an understanding of the relative size and composition of supply, demand, production, and consumption. You need to compare heterogeneity, fragmentation, and growth (positive or negative) on both sides of a company’s market.

Third, pay attention to the capital cycle. Seek out sectors from which investors’ capital and attention are being withdrawn, and be wary of sectors which are attracting increasing capital and attention.

By Edward Chancellor (editor),

Why should I read it?

2 authors picked Capital Returns as one of their favorite books, and they share why you should read it.

What is this book about?

We live in an age of serial asset bubbles and spectacular busts. Economists, policymakers, central bankers and most people in the financial world have been blindsided by these busts, while investors have lost trillions. Economists argue that bubbles can only be spotted after they burst and that market moves are unpredictable. Yet Marathon Asset Management, a London-based investment firm managing over $50 billion of assets has developed a relatively simple method for identifying and potentially avoiding them: follow the money, or rather the trail of investment. Bubbles whether they affect a whole economy or merely a single industry, tend to…


Book cover of The Three Skills of Top Trading: Behavioral Systems Building, Pattern Recognition, and Mental State Management

Rubén Villahermosa Author Of The Wyckoff Methodology in Depth

From my list on stock market price and volume analysis.

Why am I passionate about this?

I am Rubén Villahermosa, independent trader and author. My logical and rational mind led me to question the why of market movements, which allowed me to learn the principles of the Wyckoff method. I have deepened in the study of the interaction between supply and demand through high-level Technical Analysis tools such as Wyckoff, VSA, Price Action, Volume Profile, and Order Flow; knowledge that I share through my books from principles of honesty, transparency, and responsibility.

Rubén's book list on stock market price and volume analysis

Rubén Villahermosa Why did Rubén love this book?

Professor Hank Pruden's book covers a more holistic perspective as he develops elements of system building, pattern recognition, and mental state discipline.

In the technical section he teaches us key concepts of the Wyckoff Method such as the protocolization of the development of accumulation and distribution structures through phases, a fundamental contribution to the Wyckoffian community.

By Hank Pruden,

Why should I read it?

1 author picked The Three Skills of Top Trading as one of their favorite books, and they share why you should read it.

What is this book about?

Praise for The Three Skills of Top Trading "Professor Pruden's new book, The Three Skills of Top Trading, is unquestionably the best book on a specific trading method and the necessary attributes for trading that I have read. His logic, understanding of human foibles, and use of the Wyckoff method of trading are broadly referenced, readable, understandable, and entertaining." - Charles D. Kirkpatrick, II, CMT, coauthor of Technical Analysis: The Complete Resource for Financial Market Technicians, Editor of the Journal of Technical Analysis, and board member of the Market Technicians Association "At long last, someone has taken the time and…


Book cover of Trader Vic--Methods of a Wall Street Master

Barbara Rockefeller Author Of Technical Analysis For Dummies

From my list on for traders using technical analysis.

Why am I passionate about this?

Economics isn't really a good starting point for financial market analysis for the simple reason that its models are wildly inaccurate. As behaviorial economists like Daniel Kahneman have been showing, irrationality and the inability to measure risk properly are a very big component of the investment and trading decisions. But statistical risk management is also sloppy when applied to human behavior because people are not objects that reliably behave the same way under similar circumstances. So when you read an economist about markets or an engineer about risk management, you're missing a lot of the story. In the end, technical analysis is fascinating because how and why humans behave is an enduring mystery.

Barbara's book list on for traders using technical analysis

Barbara Rockefeller Why did Barbara love this book?

This book is a classic and the best of the many books written by traders describing trading situations and what they did to conquer the market. Sperandeo delivers concise, specific definitions of how he defines and uses trends with some of the clearest charts you will ever see. I find myself going back to some of the same pages over the years in which he discusses how to tell if a trend is undergoing a correction or is an authentic reversal.

By Victor Sperandeo, T. Sullivan Brown,

Why should I read it?

1 author picked Trader Vic--Methods of a Wall Street Master as one of their favorite books, and they share why you should read it.

What is this book about?

Trader Vic -- Methods of a Wall Street Master Investment strategies from the man Barron's calls "The Ultimate Wall Street Pro" "Victor Sperandeo is gifted with one of the finest minds I know. No wonder he's compiled such an amazing record of success as a money manager. Every investor can benefit from the wisdom he offers in his new book. Don't miss it!" --Paul Tudor Jones Tudor Investment Corporation "Here's a simple review in three steps: 1. Buy this book! 2. Read this book! 3. See step 2. For those who can't take a hint, Victor Sperandeo with T. Sullivan…


Book cover of Trading from Your Gut: How to Use Right Brain Instinct & Left Brain Smarts to Become a Master Trader

Alan Northcott Author Of Mastering Technical Analysis: Strategies and Tactics for Trading the Financial Markets

From my list on cracking the trading code.

Why am I passionate about this?

I came from a left-brained family, with my father a bank Forex manager and my mother in the tax office before motherhood. I've always been mathematically minded and went into mechanical engineering before my second career in trading and finance. But saying this sustains the fallacy that you have to have a head for numbers to trade. That is nothing like the truth, and I hope my last book pick shows that I have learnt and come a long way from my initial beliefs. Trading is anything but mathematical, mechanistic, or even natural, you have to study and learn new ways of thinking and doing, and you can only succeed if you are open to this.

Alan's book list on cracking the trading code

Alan Northcott Why did Alan love this book?

Subtitled How to Use Right Brain Instinct & Left Brain Smarts to Become a Master Trader, this book is written by one of the original Turtle Traders and draws on Curtis' experience in developing a whole-brain approach to trading. As such, it is a quantum leap from the run-of-the-mill trading book, and very worthy of some study.

I was privileged to get a review copy which so impressed me that I provided inside and back cover endorsements. I've only done so with a couple of other books, which should show you how greatly I believe in what he is presenting.

By Curtis Faith,

Why should I read it?

1 author picked Trading from Your Gut as one of their favorite books, and they share why you should read it.

What is this book about?

"For all those who wonder if the powers of right brain thinking could apply to the trends-and-charts universe of stock and options trading, Curtis Faith has their answer. In Trading from Your Gut, Faith taps brain research, neurological models, and the wisdom of experience to provide a roadmap for decision making in a new era of volatility."

-Daniel H. Pink, author of A Whole New Mind and Drive

"I consider a book to be worth reading if it helps me develop a major paradigm shift. The section in this book about how to train your brain to help you become…


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