Good books for hackers interested in quant finance?
21–30 of 62 posts
Re: Good books for hackers interested in quant finance?
#22The above will help you design trading strategies. For modelling derivatives and such, you'll have to check out books on stochastic calculus (not my thing, so can't help there).
Re: Good books for hackers interested in quant finance?
#23Causality by Judea Pearl, Probability by Jaynes & Elements of Information Theory by Cover. The above will help you design trading strategies. For modelling derivatives and such, you'll have to check out books on stochastic calculus (not my thing, so can't help there).
Re: Good books for hackers interested in quant finance?
#24Earlier quoted context omitted.
Disclaimer: I'm not a quant and don't know where to source data on this topic. But from what I'e read, the size of the derivatives market was approximately 5-6X global GDP in the mid 00's. Now, it's over 20X global GDP. If that market ever crashed, we'd be looking back at the crash of '08 as 'good times'.
those numbers are really bad measures of risk. those are probably notionals on derivatives. if you're trading a swap, the notional may be 100B, but the amount actually at risk may be something like 10 bps, which is just 100MM. Also, its not like if the market crashed, all of the value of the derivatives go to zero. Derivative holdings always have counterparties. If you make 100MM, someone else loses 100MM and vice ve…
Re: Good books for hackers interested in quant finance?
#25If you want some practical discussions, "Trading and Exchanges" by Larry Harris is a bit dated, but nothing comes close. Most of the descriptions are still valid today (even if some of the mechanics have changed)
If you want something more along the lines of what a financial engineer would know:
- "Options, Futures, and other Derivatives" by John Hull (goes over basic models without delving too deeply into theoretical math aspects)
- "Stochastic Calculus for Finance II" by Steve Shreve (goes over the basic stuff but has enough stats to keep a grad student happy)
- "Monte Carlo Methods in Financial Engineering" by Paul Glasserman (much more practical, and goes over subtleties of monte carlo simulation and other stuff like low discrepancy sampling)
- "Modelling Fixed Income Securities and Interest Rate Options" by Robert Jarrow (walks through how to perform certain simulations, covers lots of little details most theoretical books skip)
If you want something more theoretical:
- "Introduction to Stochastic Calculus Applied to Finance" by Lamberton and Lapeyre (Nice little intro)
- "Arbitrage Theory in Continuous Time" by Tomas Bjork (Slower discussion, larger breadth)
- "Brownian Motion and Stochastic Calculus" and "Methods of Mathematical Finance" by Karatzas and Shreve (Solid theoretical foundation, for the more mathematically inclined)
There was a good non-measure theoretic discussion of financial models but the name escapes me ATM.
Re: Good books for hackers interested in quant finance?
#26Re: Good books for hackers interested in quant finance?
#27Isn't veyron a quant (or someone who works in finance)? I'm hoping to see a response from him/her.
Re: Good books for hackers interested in quant finance?
#28Quantitative finance is all math, so in order to really understand it, you need a solid background in probability and statistics. Even the most basic concepts make heavy use of probability, so without strong fundamentals you won't get very far.
There are other concepts, such as risk-free returns, etc that also play a big part in quant finance. A book that I really enjoyed that gave a good background in a lot of these concepts was "Trading Strategies for Capital Markets".
One of the basic concepts of quantitative finance revolves around the Black-Scholes equation, which calculates a price for an option. I would suggest first looking this up as well as how it was derived, to see if you want to pursue this further. If you're having a hard time with this, then quant finance may not be what you're looking for.
A video tutorial website that seems decent for quant finance is Nathan's Lessons:
http://nathanslessons.com/?paged=3
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If what you REALLY mean is you want to program trading algorithms, that's a bit of a different beast. For that you really need to understand how algorithmic trading works, how the market microstructure works, how to place trades, etc. For this there are a bunch of books but the best introductory book is definitely "Trading and Exchanges: Market Microstructure for Practitioners". It's a bit old, but still largely relevant and gives you a lot of the history. I really wish they would update this book, because I would buy it again. Another decent book is "Algorithmic Trading and DMA".
Re: Good books for hackers interested in quant finance?
#29Earlier quoted context omitted.
those numbers are really bad measures of risk. those are probably notionals on derivatives. if you're trading a swap, the notional may be 100B, but the amount actually at risk may be something like 10 bps, which is just 100MM. Also, its not like if the market crashed, all of the value of the derivatives go to zero. Derivative holdings always have counterparties. If you make 100MM, someone else loses 100MM and vice ve…
I'm not challenging you on this, but I still remember Buffet's comment from years ago that they were weapons of mass destruction. What is the risk and how do regulators ensure that any untoward risk is mitigated?
"The brilliance behind Buffett’s investment in Berkshire is astounding. He effectively used (and uses) Berkshire as the world’s largest option writing house. The premiums and cash flow from his insurance business created dividends that he could invest in other businesses. But Buffett wasn’t just buying Coca-Cola and Geico as many have been led to believe. Buffett was placing some (short-term AND long-term) complex bets in derivatives markets, options markets, and bond markets."
Re: Good books for hackers interested in quant finance?
#30Earlier quoted context omitted.
Disclaimer: I'm not a quant and don't know where to source data on this topic. But from what I'e read, the size of the derivatives market was approximately 5-6X global GDP in the mid 00's. Now, it's over 20X global GDP. If that market ever crashed, we'd be looking back at the crash of '08 as 'good times'.
those numbers are really bad measures of risk. those are probably notionals on derivatives. if you're trading a swap, the notional may be 100B, but the amount actually at risk may be something like 10 bps, which is just 100MM. Also, its not like if the market crashed, all of the value of the derivatives go to zero. Derivative holdings always have counterparties. If you make 100MM, someone else loses 100MM and vice ve…
https://derivativedribble.wordpress.com/2008/10/24/netting-d...