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"The Fear Index"
"Dear investor. Over the past 3 years, Hoffmann has generated Alpha of 112%. That''s why we twice have been voted Algorithmic Hedge Fund of the Year. It's now our opinion that our new system, VIXAL-4, is robust enough to cope with portfolio extension.... I agree, we can't analyze every aspect of human behavior in the markets and its likely trigger over the past 20 years, however much data now is available and however fast our hardware scans it. We realized from the start we would have to narrow the focus right down. The solution we came up with was to pick on one particular emotion for which we have substantive data : Fear".
Yet another brilliant book by Robert Harris. But the novel really kicks off just minutes after this investors' meeting when compliance enters the scene during the risk committee : "What we really need to focus on is the level of our risk exposure once the markets rally; it's not only the size of our exposure, tens of millions in options since Tuesday night, but the fact that they are all huge one-way bets ; - Next to our shorts on individual stocks, how many contracts has VIXAL accumulated on the VIX ? - Twenty thousand ; frankly, I am seriously worried : we are long gold, long dollar, short every equity futures you can imagine, our book has gone all out of shape"
And at that point I started wondering about a lot of things. I won't open the debate on technical analysis and self fulfilling prophecies. But this High Frequency trading has every ingredient to exponentially force markets to escalate. Recent stats on their growing importance show that they cover already at least 60% - 70% more likely - of daily volume on the US stock market : all pre-programmed trades by super computers based upon historical correlation, executed and settled in nano seconds without the intervention of human action. But there is more.
The huge one-way bets also reminded me on the remarks on CDO algorithmics (Gaussian Coppula) and its inventor David Li. After the debacle, he testified himself : "The most dangerous part is when everybody believes everything which comes out of the model". And in addition, the more people in the market rely on the same model, a new correlation risk appears with all structures designed the same way. Hence, if there is a storm, all boats capsize the same way.
Applying the previous remark on this half fictive, half true story. Algorithmic high frequency trading relies very much on correlation. And the algorithm is conceived in such a way that it can "learn". Which most likely will have tendencies to create even more stronger correlations in the market and potential strong flash-crashes. Some months ago, we blogged on RO-RO, the so-called risk-on-risk-off trades and performed a simple cross-correlation matrix on various financial assets. Already then, we had some evidence on strong significant correlations between various assets and with the sample, we also had a majority of one-way correlations amongst a set of various variables (AUD/JPY, S&P index, EUR/USD, bank spread, CRB commodity index etc). I performed the same matrix today on 2011 and we came to the same hard conclusion : highly significant cross-correlations and coefficients which are high as well (cfr infra, apologies for the quality of image)
But the thing which bothers me the most, a paradox but may be not in view of the fact that we are dealing here with human beings : we are "scientifically" programming our own "flash crash" annex "black swan" events.

11 Comments
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Bart D.
On 26 Oct, 2011
Wacht maar tot bepaalde ETF's zullen ontploffen, vooral diegenen gefocust op vrij illiquide markten.
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Theo
On 27 Oct, 2011
Problem is there are people out there who really believe in Artificial Intelligence as opposed to Evolution.
The output of a machine = input + processes
We have Japan as an example of a society which is standardised & mechanised - it simply dies a slow death.
It is a myth that only advanced societies survive. Quite the opposite actually.
Human history teaches us that all "lost" civilizations have been conquered by primitive ones at the peak of their technological and intellectual development. All we do for the past 1500 years is rediscover lost knowledge and try to understand it...
So yes, we are creating our black swan event... but again, can we really call it black swan if we know we are actually doing it?
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CHRISTof
On 27 Oct, 2011
No, you have a point there wrt black swans ; but are we actually knowing what we are doing ? We might be fooling ourselves and to that extent be surprised when something out of the blue happens.
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Theo
On 27 Oct, 2011
The point is that it isn't "we" who are doing anything. Machines are doing it. They haven't learned from their mistakes yet.
This is why "we" learn History... the one of the facts-
christof Govaerts
On 27 Oct, 2011
Theo,
Although the machine can learn, somebody/something has to program the damned thing. That's also why I finish with the pardaox, the fact that we are programming the thing-
Theo
On 27 Oct, 2011
Exactly. It's what I said too: The output of a machine = input + processes
Those are done by people... people who believe in Artificial Intelligence or Supreme Beings... in other words people who think they have been created in the image of God and are now creating a God in their image to do God's work for them and instead of them
This is not a joke!
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Theo
On 27 Oct, 2011
The correlation you see reflects the "point of creation" process... it is not a product of "evolution".
It is the same with the 2 in all matters of finance and economics:
2% price stability
2% inflation
2% growth
2 beta
2% income growth trend
where does that 2 come from?-
Christof
On 27 Oct, 2011
A very good point ; i can explain 3 and 60 in maastricht which coincidentally involves 2 as well but the other ones are enigma ; but read the book, as all others from Harris, knowing your passion for history you will love it
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Theo
On 27 Oct, 2011
I was going to ask you about the book. Is that the title "The fear index"?
I'll get it. Thank you
Intellectually & philosophically I'm interested in the subject - how algorithms and the information they analyse creates the "Markets". This brings the other side of the coin - the way information is formed and presented to the "Markets" ... EMH - we know it is bogus (this year Nobel) but everybody is waltzing...
This week I'm reading
"The Medieval Super-Companies: A Study of the Peruzzi Company of Florence" By Edwin S. Hunt
It's the "Too Big to Fail" of the Middle Ages ;-)
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Christof
On 28 Oct, 2011
@theo
Yes, the title is the fear index. Robert harris is a master in mixing historical facts with reality (it could have been that way). Enigma (alan turing, code breaking WWII), fatherland (1964, kennedy and hitler still in power), archangel (stalin), pompei and 2 out of 3 books concerning the rise of ceasar (imperium, lustrum). This one involves artificial intelligence, Cern geneva, and financial markets. Briefly, well written, exciting and fun -
Theo
On 7 Nov, 2011
@christof Govaerts
My comment "The correlation you see reflects the "point of creation" process... it is not a product of "evolution" from above...
0Hedge explains it in more technical terms which you guys can understand.
It's that section about the EUR/USD & French-Bund spread...
http://www.zerohedge.com/news/biggest-market-headfake-ever-wholesale-french-bank-liquidity-run-sole-reason-euro-and-sp-surge
That's comparable to the VIX hedge in the book, isn't it?


















