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#Interior-Point Methods

Showing: 13 courses
Simons Institute

Randomized Linear Algebra for Interior Point Methods

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Explore randomized linear algebra techniques for efficient interior point methods in linear programming, focusing on applications in data science and scientific computing.
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1 Lesons
27 minutes
On-Demand
Free-Video
Simons Institute

Interior Point Methods

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Explore advanced interior point methods for optimization, covering key ideas, path following analysis, and specialized algorithms like Renegar's and regularized John ellipse barrier.
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12 Lesons
1 hour 8 minutes
On-Demand
Free-Video
Hausdorff Center for Mathematics

Introduction to Interior Point Methods for Discrete Optimization, Lecture I

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Explore interior point methods for optimization, their recent advancements, and applications in solving various continuous and combinatorial problems efficiently.
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1 Lesons
1 hour 15 minutes
On-Demand
Free-Video
Simons Institute

Continuous Algorithms - Sampling and Optimization in High Dimension

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Explore high-dimensional sampling and optimization techniques, including cutting plane methods, interior-point algorithms, and Riemannian Hamiltonian Monte Carlo, with insights on complexity and open problems.
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10 Lesons
33 minutes
On-Demand
Free-Video
Simons Institute

Optimization: Interior Point Methods - Part 2

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Explore advanced interior point methods for optimization, focusing on data structures and algorithms to enhance computational efficiency in solving complex problems.
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1 Lesons
49 minutes
On-Demand
Free-Video
Simons Institute

Optimization: Interior Point Methods - Part 1

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Explore interior point methods for optimization with Stanford's Yinyu Ye, covering fundamental concepts and applications in data structures and fast algorithms.
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1 Lesons
1 hour 16 minutes
On-Demand
Free-Video
Hausdorff Center for Mathematics

Aaron Sidford- Introduction to Interior Point Methods for Discrete Optimization, Lecture III

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Explore interior point methods for discrete optimization, covering theory, advancements, and applications in maximum flow, bipartite matching, and linear programming.
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15 Lesons
1 hour 14 minutes
On-Demand
Free-Video
Hausdorff Center for Mathematics

Aaron Sidford: Introduction to Interior Point Methods for Discrete Optimization, Lecture II

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Explore interior point methods for discrete optimization, covering theory, advances, and applications in flow, matching, and linear programming problems.
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13 Lesons
1 hour 18 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

On the Computability of Continuous Maximum Entropy Distributions with Applications

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Explore computability of continuous maximum entropy distributions, their applications in quantum entropy and interior point methods, and implications for SDP rounding algorithms.
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11 Lesons
24 minutes
On-Demand
Free-Video
Fields Institute

Recent Advances in Iterative Solvers for Interior Point Methods

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Explore recent advancements in iterative solvers for interior point methods, covering linear programming, optimization theory, and applications in big data and compressed sensing.
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21 Lesons
1 hour 7 minutes
On-Demand
Free-Video
Simons Institute

IPM and Nested Dissection for Planar and Separable LPs

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Exploring efficient LP solvers using nested dissection in IPM framework for planar min-cost flow, multicommodity flow, low treewidth LPs, and separable LPs. Focuses on optimization techniques and algorithm design.
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1 Lesons
28 minutes
On-Demand
Free-Video
Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Stochastic Algorithms for Constrained Continuous Optimization

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Explore stochastic-gradient-based algorithms for constrained continuous optimization, focusing on interior-point and sequential-quadratic-programming methods with convergence guarantees and practical applications.
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1 Lesons
29 minutes
On-Demand
Free-Video
Institute for Mathematical Sciences

Set-limited Functions and Polynomial-time Interior-point Methods

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Explore polynomial-time interior-point methods and set-limited functions with Yurri Nesterov, delving into advanced optimization techniques and mathematical theory.
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1 Lesons
48 minutes
On-Demand
Free-Video