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	<title>阅微堂 &#187; 婚姻模型</title>
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		<title>37-rule-is-optimal</title>
		<link>http://zhiqiang.org/blog/science/37-rule-is-optimal.html</link>
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		<pubDate>Fri, 18 May 2007 14:55:18 +0000</pubDate>
		<dc:creator>zhiqiang</dc:creator>
				<category><![CDATA[自然科学]]></category>
		<category><![CDATA[头脑风暴]]></category>
		<category><![CDATA[婚姻模型]]></category>
		<category><![CDATA[约会]]></category>

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		<description><![CDATA[博客 » 自然科学 » 头脑风暴，婚姻模型，约会 » 系列：头脑风暴 查看该系列所有文章 Theorem: Any protocol of date problem has success probability less than which is about . Here is the biggest number such that . Proof: First, let's introduce some notation. is the set of permutations of . For any two permutations and , we say if and fit [...]]]></description>
			<content:encoded><![CDATA[<p id="breadcrumb" class="breadcrumb"><a href="http://zhiqiang.org/blog/">博客</a> » <a href="http://zhiqiang.org/blog/category/science">自然科学</a> » <a href="http://zhiqiang.org/blog/tag/%e5%a4%b4%e8%84%91%e9%a3%8e%e6%9a%b4" rel="tag">头脑风暴</a>，<a href="http://zhiqiang.org/blog/tag/%e5%a9%9a%e5%a7%bb%e6%a8%a1%e5%9e%8b" rel="tag">婚姻模型</a>，<a href="http://zhiqiang.org/blog/tag/%e7%ba%a6%e4%bc%9a" rel="tag">约会</a> » </p><div class="series"><span>系列：<b>头脑风暴</b></span><br/>
<a href="http://zhiqiang.org/blog/tag/%e5%a4%b4%e8%84%91%e9%a3%8e%e6%9a%b4">查看该系列所有文章</a>
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</div>  <p>Theorem: Any protocol of date problem has success probability less than <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_7604d2b37aeb5066d9e65832b3e642b1.gif' style='vertical-align: middle; border: none; ' class='tex' alt="\frac{u}{n}\sum_{i=u}^{n-1}\frac1i" /></span><script type='math/tex'>\frac{u}{n}\sum_{i=u}^{n-1}\frac1i</script> which is about <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_9e18dc07bf72a3e93caaf415b4034fd1.gif' style='vertical-align: middle; border: none; ' class='tex' alt="37\%" /></span><script type='math/tex'>37\%</script>. Here <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_7b774effe4a349c6dd82ad4f4f21d34c.gif' style='vertical-align: middle; border: none; padding-bottom:2px;' class='tex' alt="u" /></span><script type='math/tex'>u</script> is the biggest number such that <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_267b4fd38aa0297dc89216a16d551031.gif' style='vertical-align: middle; border: none; ' class='tex' alt="\sum_{i=u}^{n-1}\frac1i\leq 1" /></span><script type='math/tex'>\sum_{i=u}^{n-1}\frac1i\leq 1</script>.</p>
<p>Proof: First, let's introduce some notation. <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_00a90587036019f4279b0ec99206f3a7.gif' style='vertical-align: middle; border: none; ' class='tex' alt="\Pi_n" /></span><script type='math/tex'>\Pi_n</script> is the set of permutations of <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_2eaae5421b1017c0710b6349c77bf40f.gif' style='vertical-align: middle; border: none; ' class='tex' alt="\{1,2,\cdots, n\}" /></span><script type='math/tex'>\{1,2,\cdots, n\}</script>.</p>
<p>For any two permutations <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_0316d4ba6b24222e12f158c5a9e9deca.gif' style='vertical-align: middle; border: none; ' class='tex' alt="\alpha\in \Pi_a" /></span><script type='math/tex'>\alpha\in \Pi_a</script> and <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_e093e87ea6e5804301ad92a4ab5e911e.gif' style='vertical-align: middle; border: none; ' class='tex' alt="\beta\in \Pi_b" /></span><script type='math/tex'>\beta\in \Pi_b</script>, we say <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_ba6baa5339a8cdc0c7a5c208e27fd024.gif' style='vertical-align: middle; border: none; ' class='tex' alt="\alpha \leq \beta" /></span><script type='math/tex'>\alpha \leq \beta</script> if <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_d7356d20677cd7949b92ae77480fe9fe.gif' style='vertical-align: middle; border: none; ' class='tex' alt="a\leq b" /></span><script type='math/tex'>a\leq b</script> and <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_7b7f9dbfea05c83784f8b85149852f08.gif' style='vertical-align: middle; border: none; padding-bottom:2px;' class='tex' alt="\alpha" /></span><script type='math/tex'>\alpha</script> fit with the first a-th entries with <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_b0603860fcffe94e5b8eec59ed813421.gif' style='vertical-align: middle; border: none; ' class='tex' alt="\beta" /></span><script type='math/tex'>\beta</script> (i.e. for any <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_5d4d7b0cce391d8ce216c14ea58bd3b0.gif' style='vertical-align: middle; border: none; ' class='tex' alt="1\leq i,j\leq a" /></span><script type='math/tex'>1\leq i,j\leq a</script>, <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_3264c7bb1a258726dc0e7e75929264dc.gif' style='vertical-align: middle; border: none; ' class='tex' alt="\alpha_i < \alpha_j \Leftrightarrow \beta_i < \beta_j" /></span><script type='math/tex'>\alpha_i < \alpha_j \Leftrightarrow \beta_i < \beta_j</script>)</p>
<p>For <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_84bd1a2d135ee2f580398c6370c273f8.gif' style='vertical-align: middle; border: none; ' class='tex' alt="\alpha\in\Pi_n" /></span><script type='math/tex'>\alpha\in\Pi_n</script>, let <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_1ae44360b71b71d58cc690f653ea67b7.gif' style='vertical-align: middle; border: none; ' class='tex' alt="F_k(\alpha)" /></span><script type='math/tex'>F_k(\alpha)</script> is the permutation<span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_b33ad31ab050269e6554b417aaedb8c8.gif' style='vertical-align: middle; border: none; ' class='tex' alt="\beta\in \Pi_k" /></span><script type='math/tex'>\beta\in \Pi_k</script> who <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_62e3a69f53aecf33744e4cbfef783c67.gif' style='vertical-align: middle; border: none; ' class='tex' alt="\leq \alpha" /></span><script type='math/tex'>\leq \alpha</script>.</p>
<p>Because the expectation of any randomized protocol is no more than the maximum of some deterministic protocol (randomized protocol is actually a distribution on the set of deterministic protocols), it suffice to consider deterministic protocol.</p>
<p>Let's look out how a protocol works. The protocol check the permutation one by one and determine when to stop. When the protocol examine the permutation <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_7b7f9dbfea05c83784f8b85149852f08.gif' style='vertical-align: middle; border: none; padding-bottom:2px;' class='tex' alt="\alpha" /></span><script type='math/tex'>\alpha</script> to the <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_8ce4b16b22b58894aa86c421e8759df3.gif' style='vertical-align: middle; border: none; padding-bottom:1px;' class='tex' alt="k" /></span><script type='math/tex'>k</script>-th entries, the protocol doesn't have all the information of <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_7b7f9dbfea05c83784f8b85149852f08.gif' style='vertical-align: middle; border: none; padding-bottom:2px;' class='tex' alt="\alpha" /></span><script type='math/tex'>\alpha</script> but only knows <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_1ae44360b71b71d58cc690f653ea67b7.gif' style='vertical-align: middle; border: none; ' class='tex' alt="F_k(\alpha)" /></span><script type='math/tex'>F_k(\alpha)</script>. Supposed <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_7cc8924c80fc069acc077f6084f8e266.gif' style='vertical-align: middle; border: none; ' class='tex' alt="S_k\in \Pi_k" /></span><script type='math/tex'>S_k\in \Pi_k</script> be the set of permutations who make the protocol stop. Let <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_6b9ce5eab76c15b1322bb0d90e9f2bb6.gif' style='vertical-align: middle; border: none; ' class='tex' alt="s_k=|S_k|" /></span><script type='math/tex'>s_k=|S_k|</script>.</p>
<p>Obviously, any <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_735de11478037a85c117949b8f4537de.gif' style='vertical-align: middle; border: none; ' class='tex' alt="\alpha\in S_k" /></span><script type='math/tex'>\alpha\in S_k</script> satisfies <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_1a4b4b9374968184694803a7b74f86d2.gif' style='vertical-align: middle; border: none; ' class='tex' alt="\alpha_k=k" /></span><script type='math/tex'>\alpha_k=k</script>.</p>
<p>For any <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_735de11478037a85c117949b8f4537de.gif' style='vertical-align: middle; border: none; ' class='tex' alt="\alpha\in S_k" /></span><script type='math/tex'>\alpha\in S_k</script>, there are <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_1f1c4cce51cfd19accf123dc1b9ed05e.gif' style='vertical-align: middle; border: none; ' class='tex' alt="\frac{n!}{k!}" /></span><script type='math/tex'>\frac{n!}{k!}</script> permutations larger than <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_7b7f9dbfea05c83784f8b85149852f08.gif' style='vertical-align: middle; border: none; padding-bottom:2px;' class='tex' alt="\alpha" /></span><script type='math/tex'>\alpha</script>. Among them, there are<span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_defa193da36cbed99890afea55325417.gif' style='vertical-align: middle; border: none; ' class='tex' alt="\frac{(n-1)!}{(k-1)!}" /></span><script type='math/tex'>\frac{(n-1)!}{(k-1)!}</script> success permutations (i.e. the k-th entry is <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_7b8b965ad4bca0e41ab51de7b31363a1.gif' style='vertical-align: middle; border: none; padding-bottom:2px;' class='tex' alt="n" /></span><script type='math/tex'>n</script>). So the success probability is</p>
<p><p style='text-align:center;'><span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_db90f2a3f33405f2bdd72ed8adbb3407.gif' style='vertical-align: middle; border: none;' class='tex' alt="P=\frac{1}{n!}\sum_k\frac{(n-1)!}{(k-1)!}\cdot s_k" /></span><script type='math/tex;  mode=display'>P=\frac{1}{n!}\sum_k\frac{(n-1)!}{(k-1)!}\cdot s_k</script></p></p>
<p>Lemma 1: <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_85c5cb7c4e2ae43f3450a97e3e6a9a39.gif' style='vertical-align: middle; border: none; ' class='tex' alt="S_k" /></span><script type='math/tex'>S_k</script> is disorder with each other, i.e. for any <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_617a84df314579d8a8f63efb98141f5c.gif' style='vertical-align: middle; border: none; ' class='tex' alt="i<j" /></span><script type='math/tex'>i<j</script>,<span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_a576982ada3a186a38f6d3f1f1b71e28.gif' style='vertical-align: middle; border: none; ' class='tex' alt="\alpha\in S_i" /></span><script type='math/tex'>\alpha\in S_i</script> and <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_b80b1a4dbed8fc54670b8cc95d48cc56.gif' style='vertical-align: middle; border: none; ' class='tex' alt="\beta\in S_j" /></span><script type='math/tex'>\beta\in S_j</script>, <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_7b7f9dbfea05c83784f8b85149852f08.gif' style='vertical-align: middle; border: none; padding-bottom:2px;' class='tex' alt="\alpha" /></span><script type='math/tex'>\alpha</script> couldn't be smaller than <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_b0603860fcffe94e5b8eec59ed813421.gif' style='vertical-align: middle; border: none; ' class='tex' alt="\beta" /></span><script type='math/tex'>\beta</script>.</p>
<p>Otherwise the protocol will stop at <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_865c0c0b4ab0e063e5caa3387c1a8741.gif' style='vertical-align: middle; border: none; padding-bottom:1px;' class='tex' alt="i" /></span><script type='math/tex'>i</script>-th entry when encounter permutation <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_b0603860fcffe94e5b8eec59ed813421.gif' style='vertical-align: middle; border: none; ' class='tex' alt="\beta" /></span><script type='math/tex'>\beta</script>, then <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_b0603860fcffe94e5b8eec59ed813421.gif' style='vertical-align: middle; border: none; ' class='tex' alt="\beta" /></span><script type='math/tex'>\beta</script> can't be in <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_04c8fd52917642ff9ec6b7e1ad2b711b.gif' style='vertical-align: middle; border: none; ' class='tex' alt="S_j" /></span><script type='math/tex'>S_j</script>.</p>
<p>From Lemma 1, we know that for any <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_865c0c0b4ab0e063e5caa3387c1a8741.gif' style='vertical-align: middle; border: none; padding-bottom:1px;' class='tex' alt="i" /></span><script type='math/tex'>i</script>, </p>
<p><code class='tex2jax_ignore'>\[\sum_{j=1}^{j-1}s_j\frac{(i-1)!}{j!} + s_i\leq (i-1)\]</code> </p>
<p>by computing the number of permutation <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_b60595ca1953b724acd69e8ed3cfe9fc.gif' style='vertical-align: middle; border: none; ' class='tex' alt="\gamma\in \Pi_i" /></span><script type='math/tex'>\gamma\in \Pi_i</script> whose <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_865c0c0b4ab0e063e5caa3387c1a8741.gif' style='vertical-align: middle; border: none; padding-bottom:1px;' class='tex' alt="i" /></span><script type='math/tex'>i</script>-th entry is <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_865c0c0b4ab0e063e5caa3387c1a8741.gif' style='vertical-align: middle; border: none; padding-bottom:1px;' class='tex' alt="i" /></span><script type='math/tex'>i</script>.</p>
<p>Let <code class='tex2jax_ignore'>\(t_i=s_i/i\)</code> and <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_7b774effe4a349c6dd82ad4f4f21d34c.gif' style='vertical-align: middle; border: none; padding-bottom:2px;' class='tex' alt="u" /></span><script type='math/tex'>u</script> be the largest number makes<span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_267b4fd38aa0297dc89216a16d551031.gif' style='vertical-align: middle; border: none; ' class='tex' alt="\sum_{i=u}^{n-1}\frac1i\leq 1" /></span><script type='math/tex'>\sum_{i=u}^{n-1}\frac1i\leq 1</script>, then for any <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_865c0c0b4ab0e063e5caa3387c1a8741.gif' style='vertical-align: middle; border: none; padding-bottom:1px;' class='tex' alt="i" /></span><script type='math/tex'>i</script>,</p>
<p><p style='text-align:center;'><span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_4bd15853193bb96da78f53ddd11ee821.gif' style='vertical-align: middle; border: none;' class='tex' alt="\sum_{j=1}^{i-1}t_j+it_i\leq 1" /></span><script type='math/tex;  mode=display'>\sum_{j=1}^{i-1}t_j+it_i\leq 1</script></p> </p>
<p>and</p>
<p><p style='text-align:center;'><span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_11759afe25cd1d1961d508eae5a6a17e.gif' style='vertical-align: middle; border: none;' class='tex' alt="\begin{array}{rcl}P&=&\frac1n\sum\limits_{k=1}^n kt_k\\&\leq&\frac1n\sum\limits_{i=u}^n(\sum\limits_{j=1}^{i-1}t_j+it_i)(1-\sum\limits_{j=i}^{n-1}\frac1i)\\&=&\frac1n\sum\limits_{i=u}^n(1-\sum\limits_{j=i}^{n-1}\frac1i)\\&=&\frac{u}{n}\sum\limits_{i=u}^{n-1}\frac1i\end{array}" /></span><script type='math/tex;  mode=display'>\begin{array}{rcl}P&=&\frac1n\sum\limits_{k=1}^n kt_k\\&\leq&\frac1n\sum\limits_{i=u}^n(\sum\limits_{j=1}^{i-1}t_j+it_i)(1-\sum\limits_{j=i}^{n-1}\frac1i)\\&=&\frac1n\sum\limits_{i=u}^n(1-\sum\limits_{j=i}^{n-1}\frac1i)\\&=&\frac{u}{n}\sum\limits_{i=u}^{n-1}\frac1i\end{array}</script></p></p>
<p>And the equality is made when the protocol ignores the first <span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_7b774effe4a349c6dd82ad4f4f21d34c.gif' style='vertical-align: middle; border: none; padding-bottom:2px;' class='tex' alt="u" /></span><script type='math/tex'>u</script>entries then stop at the first entry who is larger than the first<span class='MathJax_Preview'><img src='http://zhiqiang.org/blog/wp-content/plugins/latex/cache/tex_7b774effe4a349c6dd82ad4f4f21d34c.gif' style='vertical-align: middle; border: none; padding-bottom:2px;' class='tex' alt="u" /></span><script type='math/tex'>u</script>-th entries.</p>
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