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		<id>https://en.formulasearchengine.com/index.php?title=Generalized_linear_model&amp;diff=6456</id>
		<title>Generalized linear model</title>
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		<summary type="html">&lt;p&gt;2001:4CA0:4E01:0:20F:FEFF:FE5F:B33E: /* Link function */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;In [[combinatorics|combinatorial]] [[mathematics]], the &#039;&#039;&#039;Lubell–Yamamoto–Meshalkin inequality&#039;&#039;&#039;, more commonly known as the &#039;&#039;&#039;LYM inequality&#039;&#039;&#039;, is an inequality on the sizes of sets in a [[Sperner family]], proved by {{harvtxt|Bollobás|1965}}, {{harvtxt|Lubell|1966}}, {{harvtxt|Meshalkin|1963}}, and  {{harvtxt|Yamamoto|1954}}. It is named for the initials of three of its discoverers.&lt;br /&gt;
&lt;br /&gt;
This inequality belongs to the field of [[combinatorics]] of sets, and has many applications in combinatorics. In particular, it can be used to prove [[Sperner&#039;s theorem]]. Its name is also used for similar inequalities.&lt;br /&gt;
&lt;br /&gt;
==Statement of the theorem==&lt;br /&gt;
Let &#039;&#039;U&#039;&#039; be an &#039;&#039;n&#039;&#039;-element set, let &#039;&#039;A&#039;&#039; be a family of subsets of &#039;&#039;U&#039;&#039; such that no set in &#039;&#039;A&#039;&#039; is a subset of another set in &#039;&#039;A&#039;&#039;, and let &#039;&#039;a&amp;lt;sub&amp;gt;k&amp;lt;/sub&amp;gt;&#039;&#039; denote the number of sets of size &#039;&#039;k&#039;&#039; in &#039;&#039;A&#039;&#039;. Then&lt;br /&gt;
: &amp;lt;math&amp;gt;\sum_{k=0}^n\frac{a_k}{{n \choose k}} \le 1.&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
==Lubell&#039;s proof==&lt;br /&gt;
{{harvtxt|Lubell|1966}} proves the Lubell–Yamamoto–Meshalkin inequality by a [[double counting (proof technique)|double counting argument]] in which he counts the [[permutation]]s of &#039;&#039;U&#039;&#039; in two different ways. First, by counting all permutations of &#039;&#039;U&#039;&#039; directly, one finds that there are &#039;&#039;n&#039;&#039;! of them.  But secondly, one can generate a permutation of &#039;&#039;U&#039;&#039; by selecting a set &#039;&#039;S&#039;&#039; in &#039;&#039;A&#039;&#039; and concatenating a permutation of the elements of &#039;&#039;S&#039;&#039; with a permutation of the nonmembers. If |&#039;&#039;S&#039;&#039;|&amp;amp;nbsp;=&amp;amp;nbsp;&#039;&#039;k&#039;&#039;, it will be associated in this way with &#039;&#039;k&#039;&#039;!(&#039;&#039;n&#039;&#039;&amp;amp;nbsp;&amp;amp;minus;&amp;amp;nbsp;&#039;&#039;k&#039;&#039;)! permutations.&lt;br /&gt;
Each permutation can only be associated with a single set in &#039;&#039;A&#039;&#039;, for if two prefixes of a permutation both formed sets in &#039;&#039;A&#039;&#039; then one would be a subset of the other. Therefore, the number of permutations that can be generated by this procedure is&lt;br /&gt;
:&amp;lt;math&amp;gt;\sum_{S\in A}|S|!(n-|S|)!=\sum_{k=0}^n a_k k! (n-k)!.&amp;lt;/math&amp;gt;&lt;br /&gt;
Since this number is at most the total number of all permutations,&lt;br /&gt;
:&amp;lt;math&amp;gt;\sum_{k=0}^n a_k k! (n-k)!\le n!.&amp;lt;/math&amp;gt;&lt;br /&gt;
Finally dividing the above inequality by &#039;&#039;n&#039;&#039;! leads to the result.&lt;br /&gt;
&lt;br /&gt;
== References ==&lt;br /&gt;
&lt;br /&gt;
*{{citation&lt;br /&gt;
 | first = B. | last = Bollobás | authorlink = Béla Bollobás&lt;br /&gt;
 | title = On generalized graphs&lt;br /&gt;
 | journal = Acta Mathematica Academiae Scientiarum Hungaricae&lt;br /&gt;
 | volume = 16 | issue = 3–4 | pages = 447–452 | year = 1965&lt;br /&gt;
 | doi = 10.1007/BF01904851 |mr=0183653 }}.&lt;br /&gt;
&lt;br /&gt;
*{{citation&lt;br /&gt;
 | last = Lubell | first = D.&lt;br /&gt;
 | year = 1966&lt;br /&gt;
 | title = A short proof of Sperner&#039;s lemma&lt;br /&gt;
 | journal = Journal of Combinatorial Theory&lt;br /&gt;
 | volume = 1 | issue = 2 | pages = 299&lt;br /&gt;
 | doi = 10.1016/S0021-9800(66)80035-2 |mr=0194348 }}.&lt;br /&gt;
&lt;br /&gt;
*{{citation&lt;br /&gt;
 | last = Meshalkin | first = L. D.&lt;br /&gt;
 | year = 1963&lt;br /&gt;
 | title = Generalization of Sperner&#039;s theorem on the number of subsets of a finite set&lt;br /&gt;
 | journal = Theory of Probability and its Applications&lt;br /&gt;
 | volume = 8 | issue = 2 | pages = 203–204&lt;br /&gt;
 | doi = 10.1137/1108023 |mr=0150049 }}.&lt;br /&gt;
&lt;br /&gt;
*{{citation&lt;br /&gt;
 | last = Yamamoto | first = Koichi&lt;br /&gt;
 | year = 1954&lt;br /&gt;
 | title = Logarithmic order of free distributive lattice&lt;br /&gt;
 | journal = Journal of the Mathematical Society of Japan&lt;br /&gt;
 | volume = 6 | pages = 343–353&lt;br /&gt;
 |mr=0067086 }}.&lt;br /&gt;
&lt;br /&gt;
{{DEFAULTSORT:Lubell-Yamamoto-Meshalkin inequality}}&lt;br /&gt;
[[Category:Combinatorics]]&lt;br /&gt;
[[Category:Inequalities]]&lt;br /&gt;
[[Category:Order theory]]&lt;br /&gt;
[[Category:Set families]]&lt;br /&gt;
[[Category:Articles containing proofs]]&lt;/div&gt;</summary>
		<author><name>2001:4CA0:4E01:0:20F:FEFF:FE5F:B33E</name></author>
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