Showing posts with label uncertainty. Show all posts
Showing posts with label uncertainty. Show all posts

Wednesday, February 26, 2014

Godel's principle and respect for failure

In 1931 Kurt Godel shocked the mathematical world.  Math is the ultimate sanctuary for those who believe that some ultimately Platonic sense there is absolute, universal, unexceptionable--and understandable truth. The facts of geometry and mathematics are cosmically true (the Pythagorean theorem, the sum of angles =180 degrees, etc., 2+2=4, and the fact that the derivative of x-squared is 2x, etc). The way we do math may be a human or cultural convention, but the facts are not.  Our cultural convention of how we do it, or whatever it is, may for cultural or historical reasons simply overlook many equivalent truths, but it is working with at least some set of ultimate truths.  But how is it that Pythagorean theorem is true about right triangles, but there are no actual, perfect right triangles in the world??

2+2=4

At least, at the turn of the 20th century, for those studying such ultimate truths, it was widely thought that the principles of logic and logical reasoning were essentially the same as the principles of mathematics.  Not only were both equally true but logical reasoning could be expressed in the same kinds of terms as those of mathematics.  This would make the world a certain place, in a sense.  Truth is truth. Truth is internally consistent.  And truth is discoverable!

Infinity symbol in various typefaces; Wikipedia


There were some problems.  For example, what do we do with or about the notion of 'infinity'?  Nineteenth century mathematicians, notably Cantor, showed that there are even different levels of infinity.  The whole numbers are one level.  You can match even numbers up one for one with odd numbers.  But you can't match either up like that for the numbers between just 0 and 1.  That's because there are far more of the latter:  if we match 0, 1, and 2 with 0, 0.1, and 0.2 it might seem fine, but then how do we match up 0.001, 0.002, 0.00001, and so on?

The constant π is represented in thismosaic outside the mathematics building at the Technische Universität Berlin. Wikipedia

And then there is the little problem of what 'randomness' means.  For example, I recently learned that the digits in the value of  pi (relating radius to circumference in a circle) are randomly distributed.  Take any sequence, like 7623116, and you'll find it, on average every 10 million 7-digit sequencs in pi.  Or look at Stephan Wolfram's 'cellular automata'; these are simple rules for transitions in a string of (say) black or white boxes if each box produces a 'descendant' box and the rule says what color it is based on the array of colors in the current generation.  The resulting black/white pattern, determined by a simple rule, is, Wolfram says, indistinguishable from random: no pattern can be found along the string at any given time.  Yet 'random' seems such an obvious concept...until you think about them too much, and then they become quite disturbing.

And I have not mentioned the very problematic notion of probability.  We know how a cause can lead to an effect--well, we think we know that--but it is totally unclear how a cause can only lead to the future probabilistically.   Usually, the probabilistic nature of such results is attributed to measurement error, poor theoretical understanding, and so on, in a cosmos that, were we to know everything, would be purely and rigidly law-like.  But how could something cause something else 'with 27% probability'?  If you think about it, it is not at all clear what that means, in terms of actual causation, beyond errors and sampling effects.

And then there is 'chaos' theory.  Even in a purely deterministic, rule-bound process of cause and effect, where there is no uncertainty or probability involved, unless you have 100% measurement accuracy of things at some given time, you cannot predict with any accuracy what things will be like over the future.  Your predictive power, even with perfectly true theory, is zilch.  But how can you know what the underlying reason is?

Such things fly in the face of the views of the cosmos as a law-like place where certainty rules.  We want a knowable universe.  We spend our puny lives as scientists trying to understand it, and assuming it at least exists, even if it's hard to understand!

What we have learned
To general chagrin, what mathematician Kurt Godel showed halfway through the last century, was that even if it were true that the mathematical realm was all-of-perfection, an unknown fraction of it was unknowable.  That is, things that are true can't be proved and, worse, you could never know whether something you thought were true and were trying to prove it, was in reality untrue or just unprovably true.

Given all of this, it is surprising that in so many cases what we have learned is that the universe may not be law-like in the way we'd thought, true probability may or may not exist, not all things can be shown to be true even if they are true, and (in quantum mechanics and relativitiy and gravity at least) there are phenomena that seem truly to be unlike any of the above concepts or, as physicists often say, just are not consistent with 'common sense'....even if they're true.

Even physics and chemistry, not to mention biology and psychology or economics, are often swimming in uncertainty and claims of knowledge that, no matter how confidently asserted, simply don't hold up.

These various incarnations of indeterminacy, like probability, can shake our faith in the idea of a knowable universe whose causal nature we can pin down tight.  In ordinary sciences, and sometimes even in our daily lives, we don't know exactly how we should be viewing, much less approaching, causation.  What we end up doing is designing studies or experiments that we know how to design, using methods we know how to use, and crossing our fingers.  Whether we're being ostriches to our peril, or whether it doesn't matter and we should just carry on regardless, is unclear.

To the young and thoughtful, these provide things to think about, both in the practical sense of actually moving the science forward more than a millimeter at a time.....and in terms of our ultimate hope to understand life as it really is, not just in a statistical analysis.

Wednesday, February 23, 2011

Runner's high: a healthy dose of skepticism

Ultramarathoner
Everyone knows what causes "runner's high", right?  It's endorphins.  We know that because someone reported increased levels of endorphins in a runner's blood after a long run sometime in the 80's.  Case closed.

Or not.  A post by Gretchen Reynolds at the Well blog in the NYTimes points out that endorphins don't cross the blood brain barrier, so can't be responsible for the euphoria of a good run.  Instead, neuroscientists are talking now about the 'endocannabinoid system', a neurochemical pathway in the brain, with receptors elsewhere in the body, that is involved in the reduction of pain and anxiety.

An experiment in 2003 found increased levels of endocannabinoid molecules in the blood of student subjects after doing hard exercise. 
The endocannabinoid system was first mapped some years before that, when scientists set out to determine just how cannabis, a k a marijuana, acts upon the body. They found that a widespread group of receptors, clustered in the brain but also found elsewhere in the body, allow the active ingredient in marijuana to bind to the nervous system and set off reactions that reduce pain and anxiety and produce a floaty, free-form sense of well-being. Even more intriguing, the researchers found that with the right stimuli, the body creates its own cannabinoids (the endocannabinoids). These cannabinoids are composed of molecules known as lipids, which are small enough to cross the blood-brain barrier, so cannabinoids found in the blood after exercise could be affecting the brain.
And new research is showing that, for example, mice love to exercise, and choose to do so -- until their endocannabinoid system is knocked out.  So indications are good that this is in fact the system that gets people addicted to running.  

We were interested in the report of all this in the Times, though, because it was written in a way that hit many of the buttons we try to hit here on MT. 
Whether this accumulating new science establishes, or ever can establish, definitively, that endocannabinoids are behind runner’s high, is uncertain. As Francis Chaouloff, a researcher at the University of Bordeaux in France and lead author of the genetically modified mouse study, pointed out in an e-mail, rodents, although fine models for studying endocannabinoid action, “do not fill questionnaires to express their feelings related to running,” and runners’ high is a subjective human experience.
First, a canonical belief was challenged -- endorphins cause runner's high.  And, a new explanation was offered based on what seems to be solid experimental evidence that makes sense -- it's endocannabinoids.  But, Reynolds cautions that we still don't know for certain that endocannabinoids cause runner's high, we may never know for certain, and we certainly can't know for certain from studying mice. But it's an intriguing possibility.

We love a healthy dose of skepticism -- or reality -- mixed in with some promising research.

Monday, December 13, 2010

The Climate climate and a big footprint in the sand

Well, it seems that there's to be little change about climate change.  Yet another UN climate meeting goes belly up because peoples' various types of greed over-ride agreement.

Too bad!  If people have to change the way they live, and perhaps especially if rich people have to live less rich, then naturally they'll find reasons to scuttle any agreement that's actually going to do something.  There's enough to be cynical about already, but one can add, perhaps, something about hypocritical UN cynicism that may reinforce why some don't want to go along.


Where was this meeting held?  The delegates humbly treated themselves to Cancun, which is nothing other than a hard-to-reach fancy resort.  This was not a low carbon footprint meeting!  Lots of flying to get there, fancy (air conditioned?) hotel, fancy food at least much of which had to be transported in from afar.  Lots of delegates from everywhere spewing out CO2 to get there.

It appears that the result of this costly conference is a vague and largely non-committal, non-enforceable agreement to say something will be done, without being compelled to actually do much.  So the delegates left a footprint, in the sand on the beach as well as the carbon footprint of the main emissions that seem to have come from the meeting: hot air.

Too bad.  We would view this as a triumph of the problems of uncertainty in science.  If science is honest, and acknowledges weaknesses in data and uncertainty, as climate scientists have done, then the core things that do seem certain can be washed away by the blow of dissembling by those whose lives or wealth might have to be curtailed if the science were recognized.  The desire of scientists for their message to be heard has led to some overstatements, but these have been trivial compared to the core of solid evidence. So when science comes up against politics, politics seems to have the upper footprint.

Even some of the posturing doubters recognize that climate is, empirically, changing.  They can argue truthfully that it's always changing, but even if they are right that human activity is not responsible (and there's no good reason to think they're right about that), it is still true that if we try to ameliorate the problem, lots of dislocation and who knows what other untoward events or cataclysms could be avoided by modifying how we as a species live.