These are my musings about strategies, statistics, computer science, numerical techniques, etc. I am a quant / developer, now trader, living in the New York area, just back from the UK, where I headed an algo pricing & strategies team. I have now set up shop on my own to trade a mixture of medium high-freq and low frequency strategies.
I arrived here via a twisted road. To be honest, I never had any intention to join Wall Street. My area of study was parallel computing and physics. I got involved with Lehman Brothers in 1992 as they had a joint research group with American Express researching Neural Nets, VR, Parallel Processing, and Voice Recognition. I joined the Parallel Processing group as a consultant.
We developed approaches for the parallel evaluation of financial models such as: a prepayment model for CMOs and later HJM for exotic path dependent interest rate models. Gradually was pulled into the business. I went to Tokyo in 1994 with Lehman and was thrown in the deep end of the pool to learn the IR derivatives business.
So I was sucked into it. The problems were interesting and the software on wall street was still nascent / bleading-edge. Things changed gradually, I tired of it, and left the street to pursue other interests — for a while.
The idea of systematic trading always appealed to me. I had the opportunity to do this with a firm in 2004. I love the fact that it pulls the best of mathematics, computer science, market knowledge, and creativity into one package. Thus it has been my focus for the last 5 years — now a career.

Just found your blog recently and have been glued to my computer since. I very much enjoy reading your insights and was particularly fond your piece on equity clustering from last December. Very nicely illustrated and practical piece.
Thank you for the great work,
Steve
thanks
I was looking for your e-mail address to discuss a couple of in-depth topics about strategy development. If you are interested, you’ve now got mine.
Hello,
We spoke briefly before, in the comments I believe because I can’t seem to find your e-mail addy now. Shoot me one if you have a chance
just found this blog, I look forward to reading through all the previous and posts and new ones.
well, hope it is useful. There is some amount of trial and error in some of the posts …
Thank you very much for writing this blog. I never expected to enjoy learning about finance, but your writing is too lucid to resist. Have you considered publishing a book?
Alex, thanks for the complement. I try to avoid using academic prose (took a few years to kick the habit). Anyway, a book would be fun, but alas no time.
I took a look at your website (nice). Looks like you are doing some interesting stuff in machine learning. (are you at NYU)?
That’s a good reminder to update my website! I am at NYU, but machine learning has drifted to the back-burner since I started working on compiling array-oriented programs to graphics processors.
I’m also taking a detour into algorithmic currency exchange over the summer (something I know very little about), so finding a clear CS-minded blog like yours has been a godsend.
HFT is something we occasionally discuss on the podcast I co-host – TechZing (as I have a background in the field) and I would love to have you on as a guest to talk about your experiences. Please send me an email to let me know if you’d be interested.
Hi, I came across your site and wasn’t able to get an email address to contact you. Would you please consider adding a link to my website on your page. Please email me back.
Thanks!
Harry
^likewise, I came across your website and did not see an e-mail address. I was wondering were could I contact you?
Great Blog!