<?xml version="1.0" encoding="UTF-8"?><rss version="2.0"
	xmlns:content="http://purl.org/rss/1.0/modules/content/"
	xmlns:wfw="http://wellformedweb.org/CommentAPI/"
	xmlns:dc="http://purl.org/dc/elements/1.1/"
	xmlns:atom="http://www.w3.org/2005/Atom"
	xmlns:sy="http://purl.org/rss/1.0/modules/syndication/"
	xmlns:slash="http://purl.org/rss/1.0/modules/slash/"
	>

<channel>
	<title>process randomness &#8211; webmindset</title>
	<atom:link href="https://webmindset.net/tag/process-randomness/feed/" rel="self" type="application/rss+xml" />
	<link>https://webmindset.net</link>
	<description>Content marketing and Content strategy</description>
	<lastBuildDate>Mon, 15 Aug 2016 18:41:43 +0000</lastBuildDate>
	<language>en-US</language>
	<sy:updatePeriod>
	hourly	</sy:updatePeriod>
	<sy:updateFrequency>
	1	</sy:updateFrequency>
	<generator>https://wordpress.org/?v=6.9.7</generator>
	<item>
		<title>Basic Concepts: Definition of Randomness</title>
		<link>https://webmindset.net/definition-of-randomness/</link>
		
		<dc:creator><![CDATA[Mohammadreza Shabanali]]></dc:creator>
		<pubDate>Wed, 08 Jul 2015 05:11:44 +0000</pubDate>
				<category><![CDATA[meaning of living]]></category>
		<category><![CDATA[predictability]]></category>
		<category><![CDATA[Complex Systems]]></category>
		<category><![CDATA[complexity]]></category>
		<category><![CDATA[meaning]]></category>
		<category><![CDATA[process randomness]]></category>
		<category><![CDATA[product randomness]]></category>
		<category><![CDATA[randomness]]></category>
		<guid isPermaLink="false">http://www.webmindset.net/?p=472</guid>

					<description><![CDATA[<p>When we talked about predictability and living things, I have noted that we need a more precise definition of randomness before diving into the details of complex living systems. The [&#8230;]</p>
<p>The post <a rel="nofollow" href="https://webmindset.net/definition-of-randomness/">Basic Concepts: Definition of Randomness</a> appeared first on <a rel="nofollow" href="https://webmindset.net">webmindset</a>.</p>
]]></description>
										<content:encoded><![CDATA[<p style="text-align: justify;">When we talked about <a href="http://www.shabanali.com/en/?p=71">predictability and living things</a>, I have noted that we need a more precise definition of randomness before diving into the details of complex living systems.</p>
<p style="text-align: justify;">The concept of randomness seems obvious at first glance. <em>Random</em> and <em>Randomness </em>are so popular in our daily talks which we never think about their exact definition.</p>
<p style="text-align: justify;"><a href="http://www.shabanali.com/en/wp-content/uploads/2015/07/definition-of-randomness.jpg"><img fetchpriority="high" decoding="async" class="aligncenter size-full wp-image-474" src="http://www.shabanali.com/en/wp-content/uploads/2015/07/definition-of-randomness.jpg" alt="Definition of randomness" width="600" height="399" srcset="https://webmindset.net/wp-content/uploads/2015/07/definition-of-randomness.jpg 600w, https://webmindset.net/wp-content/uploads/2015/07/definition-of-randomness-300x200.jpg 300w, https://webmindset.net/wp-content/uploads/2015/07/definition-of-randomness-226x150.jpg 226w, https://webmindset.net/wp-content/uploads/2015/07/definition-of-randomness-150x100.jpg 150w" sizes="(max-width: 600px) 100vw, 600px" /></a></p>
<p style="text-align: justify;">Let me start with a simple question. Which of the following series of the numbers can be called random:</p>
<p style="text-align: center;">1  0  0  1  0  0  1  0  0  1  0  0 1  0  0  1  0  0  1  0  0  1  0  0 1  0  0  1  0  0  1  0  0  1  0  0</p>
<p style="text-align: center;">1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1</p>
<p style="text-align: center;">1  0  1  1  1  1  0  1  1  0  1  0  0  0  0  1  0  1  1  1  0  1  1  0  0  0  1  0  1  0  0  0  1  1  0</p>
<p style="text-align: justify;">Most of us consider the third-row as a random series of bits. The second-row doesn&#8217;t seem a random serie and the first-row is something in the middle. Not as random as the third-row and not as ordered as the second row. But sure it has a pattern inside. It&#8217;s just a &#8216;1  0  0&#8217; repeated 12 times.</p>
<p style="text-align: justify;">Now let me tell you that all these 3 rows are the result of consecutive tossing a coin. Anyone familiar with the basics of probability knows that if you toss a coin for 36 times all of the above series have exactly the same chance of appearance. Actually the chance is 0.000000000014551915. So they all can be called a random series of numbers somehow.</p>
<p style="text-align: justify;">In theory, it&#8217;s understandable but we all feel that there&#8217;s a difference between these 3 series. The first and the second series have some pattern, but the third one seems absolutely patternless.</p>
<p style="text-align: justify;">Here we can define two different concepts of randomness: Product Randomness and Process Randomness. As far as I know, this distinction between the product randomness and the process randomness was done by <a href="https://www.cs.auckland.ac.nz/~chaitin/acm66.pdf">Gregory Chaitin</a>. Although he didn&#8217;t use the same names, but sure he distinguishes the two different approaches to the randomness.</p>
<p style="text-align: justify;">So let&#8217;s make a brief definition of the both terms:</p>
<p style="text-align: justify;"><em><strong>Product Randomness</strong> </em>is an attribute of a series of events with no visible pattern.  So any patternless series of events can be called as a sample of product randomness.</p>
<p style="text-align: justify;"><em><strong>Process Randomness </strong></em>is an attribute of a series of events resulting from a process with two or more products which all have the same probability of happening.</p>
<p style="text-align: justify;">So considering my question at the start of this article, all three rows can be called random if we consider the <em><strong>process definition of randomness, </strong></em>but only the third one can be called random if we consider the <em><strong>product definition of randomness.</strong></em></p>
<p style="text-align: justify;">Gregory Chaitin has an amazing definition of product randomness: Any series of numbers can be considered as random if there is no shorter way to communicate them with someone else (or with a computer) than <em>copying the whole series of numbers itself</em>.</p>
<p style="text-align: justify;">So in his point of view the second row is not a random row as you can describe it for a computer in this way:</p>
<p style="text-align: justify;">Print &#8216;1&#8217; for 36 times</p>
<p style="text-align: justify;">Even the first raw is not random because you can write:</p>
<p style="text-align: justify;">Print &#8216;1  0  0&#8217; for 12 times</p>
<p style="text-align: justify;">But the third one can be considered random as there&#8217;s no way to <em><strong>compress </strong></em>it to a shorter message.</p>
<p style="text-align: justify;">But what if our computer understands other commands too? Let&#8217;s suppose that our computer understands DecToBin command for converting decimal numbers to binaries.</p>
<p style="text-align: justify;">then all of the three rows are not random anymore (or they are at the equal randomness level):</p>
<p>First row: DecToBin(39268272420)</p>
<p>Second row: DecToBin(68719476735)</p>
<p>Third row: DecToBin(25451802950)</p>
<p style="text-align: justify;">Here Chaitin has a very simple answer: as far you can make it shorter, just do it. when it&#8217;s not absolutely possible then you have a random series in hand!</p>
<p style="text-align: justify;">So this is an understandable yet non-measurable definition of product randomness. Anyway, he is a mathematician and for the mathematicians the most important concern is to prove that there exists an answer. To know the actual answer is not the first priority.</p>
<p style="text-align: justify;">But in the real world we need an exactly quantifiable definition. The whole existing world is a series of events. So considering it as a sample of process randomness means that this nice pattern-full world has the same value as any other pattern-less world which could happen.  On the other hand considering the whole world as a result of a process randomness has its own implications and complications.</p>
<p style="text-align: justify;">The most serious challenge in understanding the world is limitation of our brain as it is hardwired to look for pattern and meaning even in pattern-less and meaningless things.</p>
<div class="wpcm-subscribe"><a href="javascript:void(0);"  class="wpcm-wrapper-link" data-get-id="472">Read Mode</a></div><p>The post <a rel="nofollow" href="https://webmindset.net/definition-of-randomness/">Basic Concepts: Definition of Randomness</a> appeared first on <a rel="nofollow" href="https://webmindset.net">webmindset</a>.</p>
]]></content:encoded>
					
		
		
			</item>
	</channel>
</rss>
