AI-Models: MPM and 7s. (See TWO charts further down on this page) Markets stable. We remain long, all-in.
The "Research Log" button has - the research log! You can follow our Perilous Experiments.
With the research log, and our videos, You can follow our Perilous Experiments!
Remember: "Vita Brevis, Ars Longa, Ocassio Praeceps, Experimentum Periculosum & Iudicium Difficile."
[Mar 28, 2024 update: Our AI called it again successfully again. See charts below.] [Mar. 19, 2024 update: I've posted updated results of our statistical AI efforts in charts down the page]
Page down to page-bottom, to see our forecasts from our AI, for one of our main holdings. The AI works better than the humans, which is why AI is so popular. Humans are bad investors. They sell at the lows, and buy at the tops. The AI-driven model can do the opposite, since it has no emotions. Simple as that, it is. [Update: New Projection as of March 19st, 2024 - page down to view]
(Note: If you are running an OLD browser, and this button does not work, you can view our Research Log page by clicking on: http://www.gemesysresearch.com/Gemesys_Page_2.html )
The results shown for neural-networks are different datasets. This data is important, and is a tad more harshly random. With our custom NN's, we can read and write the trained weights, adjust network learning-rate as training epochs evolve, and check-point and re-start training with different parameters, to enhance fit-accuracy. This allows batched-training, so that we are less likely to train to noise.
Our custom neural-net uses a home-built variant of backpropagation - still training to a sum-squared loss reduction strategy (as opposed to minimizing cross-entropy), and the thing is working well. The image above shows it training to 80% accuracy on our messy dataset. We can push it to over 90%, but then evaluation dataset predictive accuracy falls below the 50% level.
We train and save and retrain with previous data, and now have a semi-production set of weights that give a 55% accuracy across the sets. Trying to integrate this into our picture of the world. We have not done any trading yet from any of this. We grow concerned that a major re-pricing event is being set up. There is just too much that is going too wrong, too quickly. It looks like years 1974 and 2007 in a nasty amalgam. Yield curves are inverted in USA, US dollar is too strong for global health, too many are holding too much debt, and governments would be bankrupt if their finances were private-sector evaluated. As governments, they can just print currency (via computer-driven forms of open-market operations), and inflation ticks up. Average new car price in USA is $47,338, which is roughly $65,200 Canadian. My father bought a 1972 Pontiac LeMans for $3500 in 1972, which was a nice-but-average V8 car. This implies over the last 52 years, and actual inflation rate of 5.75% annually. ( 3,500 * (1.0575 ** 52yrs) = 3,500 * 18.31 = 64,085.)
The true long-run inflation rate is - roughly - greater than 5%. It't at *least* 5%, we suspect. Expecting to be able to force it down to below 5%, by setting short rates to 5%, is just plain crazy. Rates will need 7% to 8% or higher, to lower inflation. In 1979-82, it took rates of over 20% to bring the out-of-control inflation under control. Many businesses were destroyed, the economy in Canada collapsed and I know, because I was job-hunting. There were - literally - no jobs advertised as available. It was a curious time.
With the debt levels our governments have now, 8% rates will break their funding schemes, and probably break their financial structures in curious ways. Current tax takes will not cover the required financing costs of existing and newly rolled-over debt, so new debt will be taken on.
We worry about this. The 2007-2009 "financial crisis" was caused by folks who took out "liar-loans" being unable to service their debt-costs, once the teaser-rates on their mortgages reset (after two years) from 5% to 11% and so on. And by bogus "Lehman Liar" financial statements showing phantom cash on 30-times leveraged US financial-centre investment firms packaging CDO's and CDS's that were backstopped by "bbb" (below investment-grade) crap-bonds that were not likely to be fully repaid.
What scares my little business, is that, this time, it is the governments themselves that are over-leveraged badly. They (historically, typically) fix this problem first by having a bunch of stupid, horrible destructive wars, and then by trashing the values of ALL their collective curriencies. The banks go "phut". And so do all your financial assets.
Everyone can dig deep into their family histories, and find someone who got the "phut" treatment from some financial assets.
My father had shares in "Investors Overseas Services". Bogus. Went to zero. I had some shares of First Republic Bank. "Phut". (Taken over by the FDIC. Shareholders wiped out.)
Hilarious.
What happens when it happens to the entire economy? To the money itself? Is this possible, now in our modern age? Unclear. Maybe, I think rationally. My nasty "Inner Trader" says: "You fucking moron. It can't NOT happen. Examine history, and then try to tell me I'm wrong." I actually don't like him. I keep him around, because he makes me money, and keeps me from getting killed by bad people. "Crazy" has it's benefits... :)
Full Disclosure: We STILL remain long and all-in on our bank stocks, telecoms and the mining shares also. Holding onto the Bank shares, has proved to be a less-than-optimal choice. Their performance this year, has been pretty awful. We expected them to recover, and they now seem to be doing so. Curious times, with war, economic uncertainty, bad leaders, and magical technology.
Click on the Research log-entry button for more notes on our "Dismal-Science" view of things.
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