Functional analysis

Continuous linear extension

In functional analysis, it is often convenient to define a linear transformation on a complete, normed vector space by first defining a linear transformation on a dense subset of and then extending to the whole space via the theorem below. The resulting extension remains linear and bounded (thus continuous). This procedure is known as continuous linear extension. (Wikipedia).

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Linear transformation with given range

Fun exercise in linear algebra: Given a subspace Z, find a linear transformation whose range/image is Z. Great illustration of the definition of a basis and the Linear Extension Theorem. Enjoy! Linear Extension Theorem: https://youtu.be/gAlUekIYKLA Check out my Linear Transformations Pl

From playlist Linear Transformations

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Basis Extension

Extend a linearly independent set to a basis In this video, I show how to concretely extend any linearly independent subset of a vector space to a basis of that vector space. We know we can do that in theory (using the replacement theorem), but this video shows how to do it in concrete si

From playlist Linear Equations

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Linear algebra: Prove the Sherman-Morrison formula for computing a matrix inverse

This is part of an online course on beginner/intermediate linear algebra, which presents theory and implementation in MATLAB and Python. The course is designed for people interested in applying linear algebra to applications in multivariate signal processing, statistics, and data science.

From playlist Linear algebra: theory and implementation

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Linear Extension Theorem

In this video, I prove one of the cornerstones of linear algebra: The Linear Extension Theorem, which intuitively says that, in order to define a linear transformation T, you only need to know the values of T on a basis. In other words, if you only know T on a couple of vectors, you can ac

From playlist Linear Transformations

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11H Orthogonal Projection of a Vector

The orthogonal projection of one vector along another.

From playlist Linear Algebra

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Dimension and Isomorphism

In this video, I show that two vector spaces are isomorphic if and only if they have the same dimension. This is an important fact in linear algebra. The proof is very cute and uses the linear extension theorem which I talked about in another video. Enjoy! Linear Extension Theorem https:/

From playlist Linear Transformations

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Linear Algebra 8.2 Compositions and Inverse Transformations

My notes are available at http://asherbroberts.com/ (so you can write along with me). Elementary Linear Algebra: Applications Version 12th Edition by Howard Anton, Chris Rorres, and Anton Kaul A. Roberts is supported in part by the grants NSF CAREER 1653602 and NSF DMS 2153803.

From playlist Linear Algebra

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Linear Transformations: Onto

Linear Algebra: Continuing with function properties of linear transformations, we recall the definition of an onto function and give a rule for onto linear transformations.

From playlist MathDoctorBob: Linear Algebra I: From Linear Equations to Eigenspaces | CosmoLearning.org Mathematics

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Lecture 5: Zorn’s Lemma and the Hahn-Banach Theorem

MIT 18.102 Introduction to Functional Analysis, Spring 2021 Instructor: Dr. Casey Rodriguez View the complete course: https://ocw.mit.edu/courses/18-102-introduction-to-functional-analysis-spring-2021/ YouTube Playlist: https://www.youtube.com/watch?v=KlAjiDivJoQ&list=PLUl4u3cNGP63micsJp_

From playlist MIT 18.102 Introduction to Functional Analysis, Spring 2021

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V8-8: Properties of Fourier series, linearity and convergence. Elementary Differential Equations

Properties of Fourier series, linearity and convergence. Examples. Elementary Differential Equations Course playlist: https://www.youtube.com/playlist?list=PLbxFfU5GKZz0GbSSFMj

From playlist Elementary Differential Equations

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Seffi Naor: Recent Results on Maximizing Submodular Functions

I will survey recent progress on submodular maximization, both constrained and unconstrained, and for both monotone and non-monotone submodular functions. The lecture was held within the framework of the Hausdorff Trimester Program: Combinatorial Optimization.

From playlist HIM Lectures 2015

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Matthias Seiß, Universität Kassel

April 16, Matthias Seiß, Universität Kassel Differential Invariants and the Classical Groups

From playlist Spring 2021 Online Kolchin Seminar in Differential Algebra

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Elias Khalil - Neur2SP: Neural Two-Stage Stochastic Programming - IPAM at UCLA

Recorded 02 March 2023. Elias Khalil of the University of Toronto presents "Neur2SP: Neural Two-Stage Stochastic Programming" at IPAM's Artificial Intelligence and Discrete Optimization Workshop. Abstract: Stochastic Programming is a powerful modeling framework for decision-making under un

From playlist 2023 Artificial Intelligence and Discrete Optimization

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Approximation Theory Part 2

Lecture with Ole Christensen. Kapitler: 00:00 - Def.: Closure Of A Subset; 06:45 - Dense Vs. Closure; 19:00 - Extension Of Operators On Dense Subspaces; 24:15 - Proof;

From playlist DTU: Mathematics 4 Real Analysis | CosmoLearning.org Math

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Stefanie Jegelka - Two aspects of learning algorithms: generalization under shifts & loss functions

Recorded 02 March 2023. Stefanie Jegelka of the Massachusetts Institute of Technology presents "Two aspects of learning algorithms: generalization under shifts and loss functions" at IPAM's Artificial Intelligence and Discrete Optimization Workshop. Abstract: Graph Neural Networks (GNNs) h

From playlist 2023 Artificial Intelligence and Discrete Optimization

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Linear Transformations and Linear Systems

In this video we discuss linear transformations. We start by examining the mathematical definition of a linear transformation and apply it to several examples including matrix multiplication and differentiation. We then see how linear transformations relate to linear systems (AKA linear

From playlist Linear Algebra

Related pages

Linear map | Hahn–Banach theorem | Dense set | Bounded operator | If and only if | Functional analysis | Interval (mathematics) | Operator norm | Piecewise | Lp space | Closure (mathematics) | Normed vector space | Indicator function | Step function | Continuous function | Riemann integral | Subset