<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Mathematics | Raghuwansh Raj</title><link>https://raghuwanshrajmishra.com/tags/mathematics/</link><atom:link href="https://raghuwanshrajmishra.com/tags/mathematics/index.xml" rel="self" type="application/rss+xml"/><description>Mathematics</description><generator>HugoBlox Kit (https://hugoblox.com)</generator><language>en-us</language><lastBuildDate>Sat, 12 Dec 2026 00:00:00 +0000</lastBuildDate><image><url>https://raghuwanshrajmishra.com/media/icon_hu_f9662982642b13a3.png</url><title>Mathematics</title><link>https://raghuwanshrajmishra.com/tags/mathematics/</link></image><item><title>🏛️ Hausdorff Trimester Program - Geometric Statistics 2026</title><link>https://raghuwanshrajmishra.com/events/hausdorff-2026/</link><pubDate>Sat, 12 Dec 2026 00:00:00 +0000</pubDate><guid>https://raghuwanshrajmishra.com/events/hausdorff-2026/</guid><description>&lt;p&gt;I am honored to be invited to participate in the &lt;strong&gt;Dual Trimester Program on Geometric Statistics: theory, application, and computation&lt;/strong&gt; at the &lt;strong&gt;Hausdorff Research Institute for Mathematics (HIM)&lt;/strong&gt; in &lt;strong&gt;Bonn, Germany&lt;/strong&gt; from &lt;strong&gt;September 14 to December 12, 2026&lt;/strong&gt;.&lt;/p&gt;
&lt;p&gt;This is an exceptional opportunity to engage with leading mathematicians and researchers working at the forefront of geometric and statistical methods in mathematics.&lt;/p&gt;
&lt;h2 id="program-overview"&gt;Program Overview&lt;/h2&gt;
&lt;p&gt;The trimester program spans three months and includes multiple schools, workshops, and conferences:&lt;/p&gt;
&lt;h3 id="school-on-geometric-statistics"&gt;School on Geometric Statistics&lt;/h3&gt;
&lt;p&gt;&lt;strong&gt;September 14-18, 2026&lt;/strong&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Foundational lectures on geometric statistics&lt;/li&gt;
&lt;li&gt;Theory and applications of statistics on manifolds&lt;/li&gt;
&lt;li&gt;Computational methods for geometric data analysis&lt;/li&gt;
&lt;/ul&gt;
&lt;h3 id="workshop-stochastic-analysis-statistics-and-computation-on-manifolds-and-singular-spaces"&gt;Workshop: Stochastic Analysis, Statistics, and Computation on Manifolds and Singular Spaces&lt;/h3&gt;
&lt;p&gt;&lt;strong&gt;October 12-16, 2026&lt;/strong&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Advanced topics in stochastic analysis&lt;/li&gt;
&lt;li&gt;Statistical methods on curved and singular spaces&lt;/li&gt;
&lt;li&gt;Computational algorithms and implementations&lt;/li&gt;
&lt;/ul&gt;
&lt;h3 id="workshop-geometry-topology-and-learning-on-smooth-and-singular-spaces"&gt;Workshop: Geometry, Topology, and Learning on Smooth and Singular Spaces&lt;/h3&gt;
&lt;p&gt;&lt;strong&gt;November 9-13, 2026&lt;/strong&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Learning theory perspectives on geometric problems&lt;/li&gt;
&lt;li&gt;Topological data analysis methods&lt;/li&gt;
&lt;li&gt;Applications to machine learning on manifolds&lt;/li&gt;
&lt;/ul&gt;
&lt;h3 id="conference-interactions-of-statistics-and-geometry-iii-isag-iii"&gt;Conference: Interactions of Statistics and Geometry III (ISAG III)&lt;/h3&gt;
&lt;p&gt;&lt;strong&gt;December 7-11, 2026&lt;/strong&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Presentation of cutting-edge research&lt;/li&gt;
&lt;li&gt;Dialogue between statisticians and geometers&lt;/li&gt;
&lt;li&gt;Exploring new directions in geometric statistics&lt;/li&gt;
&lt;/ul&gt;
&lt;h2 id="about-hausdorff-research-institute-for-mathematics"&gt;About Hausdorff Research Institute for Mathematics&lt;/h2&gt;
&lt;p&gt;The Hausdorff Research Institute for Mathematics (HIM) is an international center devoted to advancing research in mathematics and mathematical economics. HIM brings together:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;A critical mass of expertise and scientists at one location&lt;/li&gt;
&lt;li&gt;An inspiring mathematical atmosphere&lt;/li&gt;
&lt;li&gt;Opportunity for mathematicians to work on challenging projects undisturbed&lt;/li&gt;
&lt;li&gt;Direct discussion with leading experts in their field&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;This unique environment has consistently led to substantial output of research results of the highest quality, with many projects initiated, pursued, and sometimes completed during HIM programs.&lt;/p&gt;
&lt;h2 id="program-goals"&gt;Program Goals&lt;/h2&gt;
&lt;p&gt;By participating in this trimester program, I aim to:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Deepen knowledge in geometric statistics and their applications&lt;/li&gt;
&lt;li&gt;Explore connections between geometry, topology, and machine learning&lt;/li&gt;
&lt;li&gt;Engage with world-leading experts in the field&lt;/li&gt;
&lt;li&gt;Collaborate on research projects addressing fundamental problems&lt;/li&gt;
&lt;li&gt;Build connections with the international mathematics community&lt;/li&gt;
&lt;/ul&gt;
&lt;h2 id="research-interests-alignment"&gt;Research Interests Alignment&lt;/h2&gt;
&lt;p&gt;The program aligns perfectly with my research interests in:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Geometric and topological deep learning&lt;/li&gt;
&lt;li&gt;Mathematical foundations of GNNs and topological methods&lt;/li&gt;
&lt;li&gt;Applications of geometry to machine learning&lt;/li&gt;
&lt;li&gt;Algebraic and differential geometric approaches&lt;/li&gt;
&lt;/ul&gt;
&lt;h2 id="learn-more"&gt;Learn More&lt;/h2&gt;
&lt;p&gt;For more information about HIM and the Geometric Statistics program:&lt;/p&gt;
&lt;div class="text-left"&gt;
&lt;a
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&lt;/a&gt;
&lt;/div&gt;
&lt;div class="text-left"&gt;
&lt;a
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&lt;span&gt;About HIM&lt;/span&gt;
&lt;/a&gt;
&lt;/div&gt;
&lt;div class="text-left"&gt;
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&lt;/div&gt;</description></item><item><title>🧭 Spherical Harmonics and the Spherical Coordinate System</title><link>https://raghuwanshrajmishra.com/blog/data-visualization/</link><pubDate>Mon, 16 Mar 2026 00:00:00 +0000</pubDate><guid>https://raghuwanshrajmishra.com/blog/data-visualization/</guid><description>&lt;p&gt;Spherical harmonics are one of the most important mathematical tools for analyzing functions defined on the surface of a sphere. They appear in many areas including &lt;strong&gt;quantum mechanics, geophysics, computer graphics, and modern geometric deep learning&lt;/strong&gt;.&lt;/p&gt;
&lt;p&gt;This post introduces the &lt;strong&gt;spherical coordinate system&lt;/strong&gt; and explains how spherical harmonics arise naturally when studying functions on the sphere.&lt;/p&gt;
&lt;h2 id="the-spherical-coordinate-system"&gt;The Spherical Coordinate System&lt;/h2&gt;
&lt;p&gt;In three-dimensional space, we often represent points using &lt;strong&gt;Cartesian coordinates&lt;/strong&gt;&lt;/p&gt;
\[
(x, y, z)
\]&lt;p&gt;However, when working with spherical objects or rotationally symmetric problems, it is more natural to use &lt;strong&gt;spherical coordinates&lt;/strong&gt;:&lt;/p&gt;
\[
(r, \theta, \phi)
\]&lt;p&gt;where:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;\(r\) is the distance from the origin&lt;/li&gt;
&lt;li&gt;\(\theta\) is the polar angle (measured from the z-axis)&lt;/li&gt;
&lt;li&gt;\(\phi\) is the azimuthal angle (measured in the xy-plane)&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;The relationship between Cartesian and spherical coordinates is:&lt;/p&gt;
\[
x = r \sin\theta \cos\phi
\]\[
y = r \sin\theta \sin\phi
\]\[
z = r \cos\theta
\]&lt;p&gt;This coordinate system is particularly useful when studying functions defined on the &lt;strong&gt;surface of a sphere&lt;/strong&gt;, where \(r\) is constant.&lt;/p&gt;
&lt;hr&gt;
&lt;h2 id="what-are-spherical-harmonics"&gt;What Are Spherical Harmonics?&lt;/h2&gt;
&lt;p&gt;Spherical harmonics are a set of special functions defined on the sphere that form an &lt;strong&gt;orthogonal basis&lt;/strong&gt; for functions on the sphere.&lt;/p&gt;
&lt;p&gt;They are analogous to &lt;strong&gt;Fourier series&lt;/strong&gt;, but instead of decomposing functions on a circle, they decompose functions on a &lt;strong&gt;sphere&lt;/strong&gt;.&lt;/p&gt;
&lt;p&gt;A spherical harmonic is usually written as&lt;/p&gt;
\[
Y_l^m(\theta, \phi)
\]&lt;p&gt;where:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;\(l\) is the degree&lt;/li&gt;
&lt;li&gt;\(m\) is the order&lt;/li&gt;
&lt;li&gt;\(-l \le m \le l\)&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;These functions arise as solutions to &lt;strong&gt;Laplace&amp;rsquo;s equation in spherical coordinates&lt;/strong&gt;.&lt;/p&gt;
&lt;hr&gt;
&lt;h2 id="why-spherical-harmonics-matter"&gt;Why Spherical Harmonics Matter&lt;/h2&gt;
&lt;p&gt;Spherical harmonics appear in many scientific fields:&lt;/p&gt;
&lt;h3 id="physics"&gt;Physics&lt;/h3&gt;
&lt;p&gt;They are used to solve:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Schrödinger equation&lt;/li&gt;
&lt;li&gt;gravitational potentials&lt;/li&gt;
&lt;li&gt;electromagnetic fields&lt;/li&gt;
&lt;/ul&gt;
&lt;h3 id="computer-graphics"&gt;Computer Graphics&lt;/h3&gt;
&lt;p&gt;They are used for:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;lighting models&lt;/li&gt;
&lt;li&gt;environment maps&lt;/li&gt;
&lt;li&gt;rendering reflections&lt;/li&gt;
&lt;/ul&gt;
&lt;h3 id="geometric-deep-learning"&gt;Geometric Deep Learning&lt;/h3&gt;
&lt;p&gt;Modern AI models that operate on &lt;strong&gt;spheres, rotations, or 3D structures&lt;/strong&gt; often rely on spherical harmonics for:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;equivariant neural networks&lt;/li&gt;
&lt;li&gt;molecular modeling&lt;/li&gt;
&lt;li&gt;3D vision&lt;/li&gt;
&lt;/ul&gt;
&lt;hr&gt;
&lt;h2 id="visualizing-the-harmonics"&gt;Visualizing the Harmonics&lt;/h2&gt;
&lt;p&gt;Each spherical harmonic corresponds to a particular &lt;strong&gt;frequency pattern on the sphere&lt;/strong&gt;.&lt;/p&gt;
&lt;p&gt;Low-degree harmonics represent &lt;strong&gt;smooth variations&lt;/strong&gt;, while higher-degree harmonics represent &lt;strong&gt;finer oscillations&lt;/strong&gt;.&lt;/p&gt;
&lt;p&gt;Conceptually:&lt;/p&gt;</description></item></channel></rss>