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	<title>Offtopia</title>
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	<link>http://www.offtopia.net</link>
	<description>nothing personal</description>
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		<title>Keeping simple and stupid is a robust optimization</title>
		<link>http://www.offtopia.net/?p=51</link>
		<comments>http://www.offtopia.net/?p=51#comments</comments>
		<pubDate>Tue, 25 May 2010 11:59:05 +0000</pubDate>
		<dc:creator>dvd</dc:creator>
				<category><![CDATA[Artificial Intelligence]]></category>
		<category><![CDATA[Computer Science]]></category>

		<guid isPermaLink="false">http://www.offtopia.net/?p=51</guid>
		<description><![CDATA[A good design is approximately optimal. When a reasonable probabilistic model is available, the design can be optimized in expectation: flight delays should be rare, e-mails should arrive within seconds, and buildings should protect from elements and provide comfort on most days of the year. But a single disaster can cause big trouble.

Most objective functions [...]]]></description>
			<content:encoded><![CDATA[<p>A good design is approximately optimal. When a reasonable probabilistic model is available, the design can be optimized in expectation: flight delays should be rare, e-mails should arrive within seconds, and buildings should protect from elements and provide comfort on most days of the year. But a single disaster can cause big trouble.</p>
<p><span id="more-51"></span></p>
<p>Most objective functions assume that  the probability distributions have short tails, and few probabilistic models provide accurate representations of long tails: Newton&#8217;s laws of mechanics assume that an object does not move too fast, and most objects comply with the assumption.</p>
<p>Occasionally long tails matter. Negative consequences of a highly improbable event outweigh benefits of good behaviour in an average case. A model in which very rare events are neglected leads to designs optimized towards wrong goals; but discovering and analyzing a model which takes care of rare but harmful disasters properly isn&#8217;t easy.</p>
<p>Since long tails are difficult to handle, they should be avoided. Chances of rare bad luck grow with the complexity of design: an iron hammer with a wooden handle is  slow in application, but almost nothing can inpair its ability of hitting nails.  On the other hand, an electronically controlled high power nail gun is very efficient, but a failure in the electronic circuit renders the tool useless.</p>
<p>Speed, resource consumption, ergonomics are important most of the time; but simplicity is the only reliable mean to achieve robustness &#x2014; the promise that a tool or a system remains usable when things  go wrong. </p>
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		<title>Pure strategy for swine flu vaccination</title>
		<link>http://www.offtopia.net/?p=36</link>
		<comments>http://www.offtopia.net/?p=36#comments</comments>
		<pubDate>Wed, 23 Dec 2009 12:55:40 +0000</pubDate>
		<dc:creator>dvd</dc:creator>
				<category><![CDATA[Computer Science]]></category>
		<category><![CDATA[Game Theory]]></category>

		<guid isPermaLink="false">http://www.offtopia.net/?p=36</guid>
		<description><![CDATA[Everyone should be vaccinated against swine flu, and the government funds the vaccination campaign. Should everyone be vaccinated against swine flu?
The vaccine immunizes but can cause complications, even death. The vaccine worsens the patient&#8217;s condition if the patient is both infected and vaccinated at the same time. The vaccine stops the flu from spreading, if [...]]]></description>
			<content:encoded><![CDATA[<p>Everyone should be vaccinated against swine flu, and the government funds the vaccination campaign. Should everyone be vaccinated against<span id="more-36"></span> swine flu?</p>
<p>The vaccine immunizes but can cause complications, even death. The vaccine worsens the patient&#8217;s condition if the patient is both infected and vaccinated at the same time. The vaccine stops the flu from spreading, if enough people are vaccinated. If enough people are vaccinated, the patient should not be vaccinated since the infection stopped spreading. </p>
<p>Thus, if everyone is just like everyone else, there is no pure strategy equilibrium, and the patient should throw a coin to choose whether to take the injection. On the other hand, if some are more equal than others, they can skip on the vaccine and let others suffer for their good.</p>
<p>Only computer scientists understand why a pure strategy  exists if computer scientists behave differently from normal people. So, the pure strategy is to vaccinate everyone except for computer scientists.</p>
<p>Flawless, isn&#8217;t it?</p>
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		<title>Offtopia has been re-born</title>
		<link>http://www.offtopia.net/?p=3</link>
		<comments>http://www.offtopia.net/?p=3#comments</comments>
		<pubDate>Sat, 31 Oct 2009 17:41:08 +0000</pubDate>
		<dc:creator>admin</dc:creator>
				<category><![CDATA[Uncategorized]]></category>

		<guid isPermaLink="false">http://www.offtopia.net/?p=3</guid>
		<description><![CDATA[Offtopia has just been re-born as my professional blog. Other sorts of things are at davidashen.net.
]]></description>
			<content:encoded><![CDATA[<p>Offtopia has just been re-born as my professional blog. Other sorts of things are at <a href="http://davidashen.net">davidashen.net</a>.</p>
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