Just because we perceive something, doesn't mean it's true.
Ten people can witness an accident, and all perceive different things.
Often, our eyes see, and our ears hear, just what we expect them to see or hear.
And with news, rumors, and urban myths, it is important to remember that just because many people say something – it doesn't mean it's true either.
Confirmation bias is dangerous whether we are looking for a reason to do something or not do something. Likewise, confirmation bias is dangerous whether you are looking to buy or sell.
The truth is that humans can make things up ... but we also can notice things and infer meanings that aren't there. Sometimes we also assume cause when coincidence is more likely.
I suppose there was an evolutionary benefit to our ancestors who were able to infer danger before it ate them. Nowadays, it's probably better if we temper those instincts a little.
Why Do We See Patterns In Random Data?
The human mind is especially good at finding patterns in data.
Often, I believe that I can see a pattern in random data. OK, I understand that I don't really see patterns in random data; but to me, it seems like there are patterns in the random data.
This happens because we don't look at data neutrally. That means when the human eye scans a chart, not all data points get equal weight. Instead, we tend to focus on outstanding cases, and we tend to form our opinions on the basis of these special cases.
In other words, it is human nature to pick up the stunning successes (or failures) of the method and to overlook the more common performances. It's one of the reasons that I moved from marking up charts myself, to using computers, to leveraging a team of data scientists and advanced A.I.
Human fear, greed, and discretionary mistakes make it hard for humans to understand or predict markets.
Understanding Markets
In reality, there is no such thing as a "Market" ... It is really just a collection of separate traders - and only some are human.
One of the reasons that markets experience great volatility is that different groups buy or sell for different reasons at different times.
Consequently, even if one group trades using a consistent set of rules, a strategy that effectively combats it only works until that group stops trading those rules.
And though there are "patterns" in trading, they're essentially random to you or me. Because they can happen in different time frames, or scales, or orders.
I shot a video that goes into more detail.
Conclusion
In trading, predicting markets is much different than using math and statistics to measure the performance of a technique (or a library of techniques). If markets are random, why waste even a minute trying to predict random. Instead, figure out something valuable that you can predict or know.
While I often believe I see patterns in markets, I know better than to make trading decisions off of those perceptions.
The amount of traders is growing, the diversity of traders is growing, and the speed at which trades are made is growing. As a result, there's more confusion, more volatility, and more noise.
It's all about finding the signal from the noise, and making finer distinctions - because if you don't know what your edge is, you don't have one.
Hope that helps.
Enter The Hivemind
It can be hard to visualize AI.
You might imagine something based on pop culture references of virtual lifeforms with sentience and free will ... but, at least for now, that's far from the truth.
Here's an infographic debunking 8 common AI myths.
Modern AI does many things and has many applications, but it's still relatively primitive. It works in the background, silently collecting vast amounts of data, and performs increasing amounts of work.
AI may not currently compare with the Star Trek character Data, yet it already is transforming our economy at warp speed. For a recent example, McDonald's is now doing a 10-store pilot replacing their human drive-thru attendants with AI.
Some current uses of AI and robotics are genuinely impressive. Here's a video taking you into "The Hive" a supermarket warehouse run by a "Hivemind" AI. With thousands of "bots" and various other forms of AI and technology, this will give you a glimpse of the future of AI and automation.
via Tom Scott
This system is from Ocado in the UK. If you want more info, here is an article from Forbes about it.
Pretty cool!
Posted at 05:22 PM in Business, Current Affairs, Film, Gadgets, Ideas, Just for Fun, Market Commentary, Science, Web/Tech | Permalink | Comments (0)
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