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	<title>Comments on: A conversation about complexity lower bounds, X</title>
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	<description>Mathematics related discussions</description>
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		<title>By: Troy Lee</title>
		<link>http://gowers.wordpress.com/2009/11/10/a-conversation-about-complexity-lower-bounds-x-2/#comment-4298</link>
		<dc:creator><![CDATA[Troy Lee]]></dc:creator>
		<pubDate>Tue, 10 Nov 2009 17:30:17 +0000</pubDate>
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		<description><![CDATA[There is a closely related norm which I find it easier to think 
about, the $latex \gamma_2$ norm, also known as the Schur product operator 
norm.  This is defined as $latex \gamma_2(A)=\max_{u,v} \&#124;A \circ uv^t\&#124;_{tr}$ 
where the max is over unit vectors, and you take the trace norm of A entrywise 
product with the rank one matrix $latex uv^t$.  From this expression you can 
see that the $latex \gamma_2$ norm of the $latex 2^k$-by-$latex 2^k$ Walsh 
matrix is at least $latex 2^{k/2}$, taking $latex u,v$ to be uniform unit 
vectors.  In fact, this is the exact value.    

An equivalent formulation is $latex \gamma_2(A)=min_{XY^t=A} r(X)r(Y)$ 
where $latex r(X)$ is the largest $latex \ell_2$ norm of a row of $latex X$.  
From this formulation you can see that $latex \gamma_2$ of the identity 
matrix is at most one (taking $latex X,Y$ to be identities).  Again this is 
the exact value.

Using both of these formulations, one can show 
$latex \gamma_2(A \otimes B)=\gamma_2(A) \gamma_2(B)$, which can give
the norm for the intermediate $latex V_{j,k}$ matrices you talk about.

It is somewhat disheartening that the obvious bound here, that 
$latex \gamma_2$ can increase by at most one with each row operation, seems 
to just give a lower bound of $latex \sqrt{N}$ operations to transform the 
$latex N$-by-$latex N$ Walsh matrix to identity.]]></description>
		<content:encoded><![CDATA[<p>There is a closely related norm which I find it easier to think<br />
about, the <img src='http://s0.wp.com/latex.php?latex=%5Cgamma_2&amp;bg=ffffff&amp;fg=333333&amp;s=0' alt='&#92;gamma_2' title='&#92;gamma_2' class='latex' /> norm, also known as the Schur product operator<br />
norm.  This is defined as <img src='http://s0.wp.com/latex.php?latex=%5Cgamma_2%28A%29%3D%5Cmax_%7Bu%2Cv%7D+%5C%7CA+%5Ccirc+uv%5Et%5C%7C_%7Btr%7D&amp;bg=ffffff&amp;fg=333333&amp;s=0' alt='&#92;gamma_2(A)=&#92;max_{u,v} &#92;|A &#92;circ uv^t&#92;|_{tr}' title='&#92;gamma_2(A)=&#92;max_{u,v} &#92;|A &#92;circ uv^t&#92;|_{tr}' class='latex' /><br />
where the max is over unit vectors, and you take the trace norm of A entrywise<br />
product with the rank one matrix <img src='http://s0.wp.com/latex.php?latex=uv%5Et&amp;bg=ffffff&amp;fg=333333&amp;s=0' alt='uv^t' title='uv^t' class='latex' />.  From this expression you can<br />
see that the <img src='http://s0.wp.com/latex.php?latex=%5Cgamma_2&amp;bg=ffffff&amp;fg=333333&amp;s=0' alt='&#92;gamma_2' title='&#92;gamma_2' class='latex' /> norm of the <img src='http://s0.wp.com/latex.php?latex=2%5Ek&amp;bg=ffffff&amp;fg=333333&amp;s=0' alt='2^k' title='2^k' class='latex' />-by-<img src='http://s0.wp.com/latex.php?latex=2%5Ek&amp;bg=ffffff&amp;fg=333333&amp;s=0' alt='2^k' title='2^k' class='latex' /> Walsh<br />
matrix is at least <img src='http://s0.wp.com/latex.php?latex=2%5E%7Bk%2F2%7D&amp;bg=ffffff&amp;fg=333333&amp;s=0' alt='2^{k/2}' title='2^{k/2}' class='latex' />, taking <img src='http://s0.wp.com/latex.php?latex=u%2Cv&amp;bg=ffffff&amp;fg=333333&amp;s=0' alt='u,v' title='u,v' class='latex' /> to be uniform unit<br />
vectors.  In fact, this is the exact value.    </p>
<p>An equivalent formulation is <img src='http://s0.wp.com/latex.php?latex=%5Cgamma_2%28A%29%3Dmin_%7BXY%5Et%3DA%7D+r%28X%29r%28Y%29&amp;bg=ffffff&amp;fg=333333&amp;s=0' alt='&#92;gamma_2(A)=min_{XY^t=A} r(X)r(Y)' title='&#92;gamma_2(A)=min_{XY^t=A} r(X)r(Y)' class='latex' /><br />
where <img src='http://s0.wp.com/latex.php?latex=r%28X%29&amp;bg=ffffff&amp;fg=333333&amp;s=0' alt='r(X)' title='r(X)' class='latex' /> is the largest <img src='http://s0.wp.com/latex.php?latex=%5Cell_2&amp;bg=ffffff&amp;fg=333333&amp;s=0' alt='&#92;ell_2' title='&#92;ell_2' class='latex' /> norm of a row of <img src='http://s0.wp.com/latex.php?latex=X&amp;bg=ffffff&amp;fg=333333&amp;s=0' alt='X' title='X' class='latex' />.<br />
From this formulation you can see that <img src='http://s0.wp.com/latex.php?latex=%5Cgamma_2&amp;bg=ffffff&amp;fg=333333&amp;s=0' alt='&#92;gamma_2' title='&#92;gamma_2' class='latex' /> of the identity<br />
matrix is at most one (taking <img src='http://s0.wp.com/latex.php?latex=X%2CY&amp;bg=ffffff&amp;fg=333333&amp;s=0' alt='X,Y' title='X,Y' class='latex' /> to be identities).  Again this is<br />
the exact value.</p>
<p>Using both of these formulations, one can show<br />
<img src='http://s0.wp.com/latex.php?latex=%5Cgamma_2%28A+%5Cotimes+B%29%3D%5Cgamma_2%28A%29+%5Cgamma_2%28B%29&amp;bg=ffffff&amp;fg=333333&amp;s=0' alt='&#92;gamma_2(A &#92;otimes B)=&#92;gamma_2(A) &#92;gamma_2(B)' title='&#92;gamma_2(A &#92;otimes B)=&#92;gamma_2(A) &#92;gamma_2(B)' class='latex' />, which can give<br />
the norm for the intermediate <img src='http://s0.wp.com/latex.php?latex=V_%7Bj%2Ck%7D&amp;bg=ffffff&amp;fg=333333&amp;s=0' alt='V_{j,k}' title='V_{j,k}' class='latex' /> matrices you talk about.</p>
<p>It is somewhat disheartening that the obvious bound here, that<br />
<img src='http://s0.wp.com/latex.php?latex=%5Cgamma_2&amp;bg=ffffff&amp;fg=333333&amp;s=0' alt='&#92;gamma_2' title='&#92;gamma_2' class='latex' /> can increase by at most one with each row operation, seems<br />
to just give a lower bound of <img src='http://s0.wp.com/latex.php?latex=%5Csqrt%7BN%7D&amp;bg=ffffff&amp;fg=333333&amp;s=0' alt='&#92;sqrt{N}' title='&#92;sqrt{N}' class='latex' /> operations to transform the<br />
<img src='http://s0.wp.com/latex.php?latex=N&amp;bg=ffffff&amp;fg=333333&amp;s=0' alt='N' title='N' class='latex' />-by-<img src='http://s0.wp.com/latex.php?latex=N&amp;bg=ffffff&amp;fg=333333&amp;s=0' alt='N' title='N' class='latex' /> Walsh matrix to identity.</p>
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		<title>By: Kristal Cantwell</title>
		<link>http://gowers.wordpress.com/2009/11/10/a-conversation-about-complexity-lower-bounds-x-2/#comment-4297</link>
		<dc:creator><![CDATA[Kristal Cantwell]]></dc:creator>
		<pubDate>Tue, 10 Nov 2009 16:56:33 +0000</pubDate>
		<guid isPermaLink="false">http://gowers.wordpress.com/?p=1195#comment-4297</guid>
		<description><![CDATA[Here are 54 attempts to resolve P vs NP:

http://www.win.tue.nl/~gwoegi/P-versus-NP.htm]]></description>
		<content:encoded><![CDATA[<p>Here are 54 attempts to resolve P vs NP:</p>
<p><a href="http://www.win.tue.nl/~gwoegi/P-versus-NP.htm" rel="nofollow">http://www.win.tue.nl/~gwoegi/P-versus-NP.htm</a></p>
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		<title>By: gowers</title>
		<link>http://gowers.wordpress.com/2009/11/10/a-conversation-about-complexity-lower-bounds-x-2/#comment-4295</link>
		<dc:creator><![CDATA[gowers]]></dc:creator>
		<pubDate>Tue, 10 Nov 2009 15:06:39 +0000</pubDate>
		<guid isPermaLink="false">http://gowers.wordpress.com/?p=1195#comment-4295</guid>
		<description><![CDATA[The problem of trying to find circuit lower bounds for pretty much anything is pretty much out in my view. I just don&#039;t have any feeling that I had with DHJ(3) that there was an approach that deserved to be investigated. In a sense you could say that these dialogues were a sort of pseudo-Polymath that went nowhere very much.

Having said that, I don&#039;t completely rule out the idea of having a complexity-related Polymath project. There were some interesting questions about Boolean polynomials a few posts back, and one or two questions I quite like in this most recent instalment about trying to formulate more precisely the difference between an NP property that trivially reformulates the problem and one that doesn&#039;t. (The motivation for that would be to have a more general natural-proofs barrier that rules out &quot;potentially fruitful&quot; NP properties and just leaves you with the useless ones.) I also had one or two thoughts about how one might go about trying to find a new public-key cryptosystem, though I was slightly thrown when Richard Lipton recently &lt;a href=&quot;http://rjlipton.wordpress.com/2009/11/04/on-mathematical-diseases/&quot; rel=&quot;nofollow&quot;&gt;described this as a mathematical disease&lt;/a&gt;. Anyhow, I might ignore that, think a little bit more about my idea, and if I can get it to stop looking hopeless then I might try to turn it into a proposal.

Another idea might be if any experts in theoretical computer science had a good idea for a complexity-type project that is hard enough to be interesting but not super-hard in the way that many of the notorious problems are. (There were one or two suggestions early on -- it might be a good idea to discuss them a little further.)]]></description>
		<content:encoded><![CDATA[<p>The problem of trying to find circuit lower bounds for pretty much anything is pretty much out in my view. I just don&#8217;t have any feeling that I had with DHJ(3) that there was an approach that deserved to be investigated. In a sense you could say that these dialogues were a sort of pseudo-Polymath that went nowhere very much.</p>
<p>Having said that, I don&#8217;t completely rule out the idea of having a complexity-related Polymath project. There were some interesting questions about Boolean polynomials a few posts back, and one or two questions I quite like in this most recent instalment about trying to formulate more precisely the difference between an NP property that trivially reformulates the problem and one that doesn&#8217;t. (The motivation for that would be to have a more general natural-proofs barrier that rules out &#8220;potentially fruitful&#8221; NP properties and just leaves you with the useless ones.) I also had one or two thoughts about how one might go about trying to find a new public-key cryptosystem, though I was slightly thrown when Richard Lipton recently <a href="http://rjlipton.wordpress.com/2009/11/04/on-mathematical-diseases/" rel="nofollow">described this as a mathematical disease</a>. Anyhow, I might ignore that, think a little bit more about my idea, and if I can get it to stop looking hopeless then I might try to turn it into a proposal.</p>
<p>Another idea might be if any experts in theoretical computer science had a good idea for a complexity-type project that is hard enough to be interesting but not super-hard in the way that many of the notorious problems are. (There were one or two suggestions early on &#8212; it might be a good idea to discuss them a little further.)</p>
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		<title>By: Jason Dyer</title>
		<link>http://gowers.wordpress.com/2009/11/10/a-conversation-about-complexity-lower-bounds-x-2/#comment-4294</link>
		<dc:creator><![CDATA[Jason Dyer]]></dc:creator>
		<pubDate>Tue, 10 Nov 2009 14:10:27 +0000</pubDate>
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		<description><![CDATA[I just wanted to thank you for a wonderful series.

(Also, I find it interesting that this last post is much less technical -- at least to me -- than many of the other ones.)

Is this problem still a potential polymath, or is it out?]]></description>
		<content:encoded><![CDATA[<p>I just wanted to thank you for a wonderful series.</p>
<p>(Also, I find it interesting that this last post is much less technical &#8212; at least to me &#8212; than many of the other ones.)</p>
<p>Is this problem still a potential polymath, or is it out?</p>
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