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		<title>Positive-definite kernel</title>
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		<summary type="html">&lt;p&gt;2001:470:8B2D:80C:FD7F:BEFD:2360:E059: /* Embedding probability distributions in a RKHS */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;In [[mathematics]], specifically in [[differential geometry]],  &#039;&#039;&#039;isothermal coordinates&#039;&#039;&#039; on a [[Riemannian manifold]] &lt;br /&gt;
are local coordinates where the [[metric tensor|metric]] is&lt;br /&gt;
[[Conformal geometry|conformal]] to the [[Euclidean metric]]. This means that in isothermal&lt;br /&gt;
coordinates, the [[Riemannian metric]] locally has the form&lt;br /&gt;
:&amp;lt;math&amp;gt; g = e^\varphi (dx_1^2 + \cdots + dx_n^2),&amp;lt;/math&amp;gt;&lt;br /&gt;
where &amp;lt;math&amp;gt;\varphi&amp;lt;/math&amp;gt; is a [[smooth function]]. &lt;br /&gt;
&lt;br /&gt;
Isothermal coordinates on surfaces were first introduced by [[Carl Friedrich Gauss|Gauss]]. Korn and Lichtenstein proved that isothermal coordinates exist around any point on a two dimensional Riemannian manifold. On higher dimensional Riemannian manifolds a necessary and sufficient condition for their local existence is the vanishing of the [[Weyl tensor]] and of the [[Cotton tensor]]. &lt;br /&gt;
&lt;br /&gt;
==Isothermal coordinates on surfaces==&lt;br /&gt;
{{harvtxt|Gauss|1822}} proved the existence of isothermal coordinates on an arbitrary surface with a real analytic metric, following results of&lt;br /&gt;
{{harvtxt|Lagrange|1779}} on surfaces of revolution.  Results for Hölder continuous metrics were obtained by {{harvtxt|Korn|1916}} and {{harvtxt|Lichtenstein|1916}}. Later accounts were given by {{harvtxt|Morrey|1938}}, {{harvtxt|Ahlfors|1955}}, {{harvtxt|Bers|1952}} and {{harvtxt|Chern|1955}}. A particularly simple account using the [[Hodge star operator]] is given in {{harvtxt|DeTurck|Kazdan|1981}}. &lt;br /&gt;
&lt;br /&gt;
===Beltrami equation===&lt;br /&gt;
The existence of isothermal coordinates can be proved&amp;lt;ref&amp;gt;{{harvnb|Imayoshi|Taniguchi|1992|pp=20&amp;amp;ndash;21}}&amp;lt;/ref&amp;gt; by applying known existence theorems for the [[Beltrami equation]], which rely on L&amp;lt;sup&amp;gt;p&amp;lt;/sup&amp;gt; estimates for [[singular integral operator]]s of [[Alberto Calderon|Calderon]] and [[Antoni Zygmund|Zygmund]].&amp;lt;ref&amp;gt;{{harvnb|Ahlfors|1966|pp=85&amp;amp;ndash;115}}&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;{{harvnb|Imayoshi|Taniguchi|1992|pp=92&amp;amp;ndash;104}}&amp;lt;/ref&amp;gt; A  simpler approach to the Beltrami equation has been given more recently by the late [[Adrien Douady]].&amp;lt;ref&amp;gt;{{harvnb|Douady|Buff|2000}}&amp;lt;/ref&amp;gt;&lt;br /&gt;
&lt;br /&gt;
If the Riemannian metric is given locally as&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; ds^2 = E \, dx^2 + 2F \, dx \, dy + G \, dy^2,&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
then in the complex coordinate &#039;&#039;z&#039;&#039; = &#039;&#039;x&#039;&#039; + i&#039;&#039;y&#039;&#039;, it takes the form&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; ds^2 = \lambda| \, dz +\mu \, d\overline{z}|^2,&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
where λ and μ are smooth with λ &amp;gt; 0 and |μ| &amp;lt; 1. In fact&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \lambda={1\over 4} ( E + G +2\sqrt{EG -F^2}),\,\,\, \mu=(E - G + 2iF)/4\lambda.&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
In isothermal coordinates (&#039;&#039;u&#039;&#039;, &#039;&#039;v&#039;&#039;) the metric should take the form&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; ds^2 = \rho (du^2 + dv^2)&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
with ρ &amp;gt; 0 smooth. The complex coordinate &#039;&#039;w&#039;&#039; = &#039;&#039;u&#039;&#039; + i &#039;&#039;v&#039;&#039; satisfies&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;\rho \, |dw|^2 = \rho |w_{z}|^2 | \, dz + {w_{\overline {z}}\over w_z} \, d\overline{z}|^2,&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
so that the coordinates (&#039;&#039;u&#039;&#039;, &#039;&#039;v&#039;&#039;) will be isothermal if the &#039;&#039;&#039;Beltrami equation&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; {\partial w\over \partial \overline{z}} = \mu {\partial w\over \partial z}&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
has a diffeomorphic solution. Such a solution has been proved to exist in any neighbourhood where ||μ||&amp;lt;sub&amp;gt;∞&amp;lt;/sub&amp;gt; &amp;lt;&amp;amp;nbsp;1.&lt;br /&gt;
&lt;br /&gt;
===Hodge star operator===&lt;br /&gt;
New coordinates &#039;&#039;u&#039;&#039; and &#039;&#039;v&#039;&#039; are isothermal provided that&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \star du =dv,&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
where &amp;lt;math&amp;gt;\star&amp;lt;/math&amp;gt; is the [[Hodge star operator]] defined by the metric.&amp;lt;ref&amp;gt;{{harvnb|DeTurck|Kazdan|1981}}; {{harvnb|Taylor|1996|pp=377&amp;amp;ndash;378}}&amp;lt;/ref&amp;gt; &lt;br /&gt;
&lt;br /&gt;
Let &amp;lt;math&amp;gt; \Delta=d^*d&amp;lt;/math&amp;gt; be the [[Laplace&amp;amp;ndash;Beltrami operator]] on functions.&lt;br /&gt;
&lt;br /&gt;
Then by standard elliptic theory, &#039;&#039;u&#039;&#039; can be chosen to be [[harmonic]] near a given point, i.e. Δ &#039;&#039;u&#039;&#039; = 0,  with &#039;&#039;du&#039;&#039; non-vanishing.&lt;br /&gt;
&lt;br /&gt;
By the [[Poincaré lemma]] &amp;lt;math&amp;gt;\star du=dv&amp;lt;/math&amp;gt; has a local solution &#039;&#039;v&#039;&#039; exactly when &amp;lt;math&amp;gt;d\star d u =0&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Since &lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;\star d \star = d^*,&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
this is equivalent to Δ&amp;amp;nbsp;&#039;&#039;u&#039;&#039; =&amp;amp;nbsp;0, and hence a local solution exists. &lt;br /&gt;
&lt;br /&gt;
Since &#039;&#039;du&#039;&#039; is non-zero and the square of the Hodge star operator is &amp;amp;minus;1 on 1-forms, &#039;&#039;du&#039;&#039; and &#039;&#039;dv&#039;&#039; are necessarily linearly independent, and therefore give local isothermal coordinates.&lt;br /&gt;
&lt;br /&gt;
===Gaussian curvature===&lt;br /&gt;
In the isothermal coordinates (&#039;&#039;u&#039;&#039;, &#039;&#039;v&#039;&#039;), the [[Gaussian curvature]] takes the simpler form&lt;br /&gt;
&lt;br /&gt;
: &amp;lt;math&amp;gt; K = -\frac{1}{2} e^{-\varphi} \left(\frac{\partial^2 \varphi}{\partial u^2} + \frac{\partial^2 \varphi}{\partial v^2}\right),&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
where &amp;lt;math&amp;gt; \rho = e^\varphi&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
==See also==&lt;br /&gt;
*[[Conformal map]]&lt;br /&gt;
*[[Liouville&#039;s equation]]&lt;br /&gt;
*[[Quasiconformal map]]&lt;br /&gt;
&lt;br /&gt;
==Notes==&lt;br /&gt;
{{reflist}}&lt;br /&gt;
==References==&lt;br /&gt;
* {{citation|last=Ahlfors|first=Lars V.|authorlink=Lars Ahlfors|title=Conformality with respect to Riemannian metrics.|series=Ann. Acad. Sci. Fenn. Ser. A. I.|year=1952|volume= 206|pages=1–22}}&lt;br /&gt;
* {{citation|last=Ahlfors|first=Lars V.|authorlink=Lars Ahlfors|title=Lectures on quasiconformal mappings|publisher=Van Nostrand|year=1966}}&lt;br /&gt;
* {{citation|last=Bers|first=Lipman|authorlink=Lipman Bers|title=Riemann Surfaces, 1951&amp;amp;ndash;1952|publisher=New York University|year=1952|pages=15–35}}&lt;br /&gt;
* {{citation|first= Shiing-shen|last=Chern|authorlink=S. S. Chern|title=An elementary proof of the existence of isothermal parameters on a surface|&lt;br /&gt;
journal=Proc. Amer. Math. Soc.|volume= 6 |year=1955|pages= 771–782|doi= 10.2307/2032933|jstor= 2032933|issue= 5|publisher= American Mathematical Society}} &lt;br /&gt;
* {{Citation | last1=DeTurck | first1=Dennis M. | last2=Kazdan | first2=Jerry L. | author2-link=Jerry Kazdan | title=Some regularity theorems in Riemannian geometry | url=http://www.numdam.org/item?id=ASENS_1981_4_14_3_249_0 | id={{MathSciNet | id = 644518}} | year=1981 | journal=Annales Scientifiques de l&#039;École Normale Supérieure. Quatrième Série | issn=0012-9593 | volume=14 | issue=3 | pages=249–260}}.&lt;br /&gt;
* {{citation|first=Manfredo |last=do Carmo| title=Differential Geometry of Curves and Surfaces|publisher=Prentice Hall|year=1976|id=ISBN 0-13-212589-7}}&lt;br /&gt;
*{{citation|last=Douady|first= Adrien|authorlink=Adrien Douady|last2= Buff|first2= X.|title=Le théorème d&#039;intégrabilité des structures presque complexes. [Integrability theorem for almost complex structures]|pages= 307–324|&lt;br /&gt;
series=London Math. Soc. Lecture Note Ser.|volume= 274|year= 2000|publisher =Cambridge Univ. Press}}&lt;br /&gt;
*{{citation|first=C.F.|last=Gauss|title=On Conformal Representation|year=1822|translator=Smith, Eugene|url=http://archive.org/details/sourcebookinmath00smit|pages=463-475}}&lt;br /&gt;
*{{citation|first=Y. |last=Imayoshi|first2=M.|last2=Taniguchi|title=An Introduction to Teichmüller spaces|publisher=Springer-Verlag|year=1992|id=ISBN 0-387-70088-9}}&lt;br /&gt;
*{{citation|first=A.|last=Korn|title=Zwei Anwendungen der Methode der sukzessiven Annäherungen|series=Schwarz Abhandlungen|year=1916|pages=215–219}}&lt;br /&gt;
*{{citation|first=J.|last= Lagrange|title=Sur la construction des cartes géographiques|year=1779|url=http://math-doc.ujf-grenoble.fr/cgi-bin/oeitem?id=OE_LAGRANGE__4_637_0}}&lt;br /&gt;
*{{citation|first=L.|last= Lichtenstein|title=Zur Theorie der konformen Abbildung&lt;br /&gt;
|journal= Bull. Internat. Acad. Sci. Cracovie. Cl. Sci. Math. Nat. Sér. A.|year= 1916|pages= 192–217}}&lt;br /&gt;
*{{citation|first=Charles B.|last=Morrey|authorlink=Charles B. Morrey, Jr.|title=On the solutions of quasi-linear elliptic partial differential equations|journal=Trans. Amer. Math. Soc.|year=1938|pages=126–166|doi=10.2307/1989904|volume=43|jstor=1989904|issue=1|publisher=American Mathematical Society}}&lt;br /&gt;
*{{citation|first=Michael|last= Spivak|authorlink=Michael Spivak|title=A Comprehensive Introduction to Differential Geometry, 3rd edition| publisher= Publish or Perish}}&lt;br /&gt;
*{{citation|first=Michael E.|last=Taylor|authorlink=Michael E. Taylor|title=Partial Differential Equations: Basic Theory|publisher=Springer-Verlag|year=1996|id=ISBN 0-387-94654-3|&lt;br /&gt;
pages=376–378}}&lt;br /&gt;
&lt;br /&gt;
==External links==&lt;br /&gt;
* {{springer|title=Isothermal coordinates|id=p/i052890}}&lt;br /&gt;
&lt;br /&gt;
[[Category:Differential geometry]]&lt;br /&gt;
[[Category:Coordinate systems in differential geometry]]&lt;br /&gt;
[[Category:Partial differential equations]]&lt;/div&gt;</summary>
		<author><name>2001:470:8B2D:80C:FD7F:BEFD:2360:E059</name></author>
	</entry>
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