Determinantal Point Processes Courses and Certifications

Visual-Textual Video Synopsis Generation - Techniques and Applications

Explore visual-textual video synopsis generation techniques, challenges, and applications. Learn about determinantal point processes, sequential models, and novel approaches for creating effective video summaries.

• YouTube
• 46 minutes
• On-Demand
• Free Video

ICTP Mathematics

Determinantal Point Processes - V

Explore determinantal point processes, covering conditional measures, sign processes, gamma kernels, Palm measures, and infinite determinantal measures in this advanced mathematics lecture.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

ICTP Mathematics

Determinantal Point Processes - II

Exploration of determinantal point processes, covering theorems, Young graphs, Markov chains, and related mathematical concepts with applications in random matrix theory.

• YouTube
• 57 minutes
• On-Demand
• Free Video

Institute for Advanced Study

An Introduction to Determinantal Point Processes - John C Urschel

Explore determinantal point processes: definition, examples, and applications in random matrix theory, combinatorics, and machine learning. Survey key results and open questions.

• YouTube
• 2 hours 10 minutes
• On-Demand
• Free Video

IEEE

Isotropy and Log-Concave Polynomials

Explore isotropy and log-concave polynomials in accelerated sampling and high-precision counting of matroid bases, covering techniques like negative dependence and instant mixing.

• YouTube
• 20 minutes
• On-Demand
• Conference Talk

Simons Institute

Parallel Discrete Sampling via Continuous Walks

Explore innovative techniques for sampling discrete distributions using continuous walks, with applications in determinantal point processes and directed Eulerian tours.

• YouTube
• 57 minutes
• On-Demand
• Free Video

ICTP Mathematics

Determinantal Point Processes and Their Quasi-Symmetries - Alexander Bufetov

Explore determinantal point processes and their quasi-symmetries with Alexander Bufetov, delving into advanced mathematical concepts and their applications in probability theory.

• YouTube
• 47 minutes
• On-Demand
• Free Video

ICTP Mathematics

Determinantal Point Processes - Lecture 3

Explore advanced concepts in determinantal point processes, focusing on mathematical theory and applications in random matrix theory and point processes.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

ICTP Mathematics

Determinantal Point Processes - Lecture 1

Explore determinantal point processes with Alexander Bufetov, delving into mathematical concepts and applications in random matrix theory.

• YouTube
• 1 hour
• On-Demand
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Limit Shapes for Random Young Tableaux via Determinantal Point Processes

Explore limit shapes for random Young tableaux using determinantal point processes. Discover new insights on limiting surfaces for multirectangular shapes, including potential discontinuities.

• YouTube
• 54 minutes
• On-Demand
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

The Symplectic Schur Process - Integrability and Algebraic Combinatorics

Explore the Symplectic Schur Process, a new probability ensemble with desirable properties. Discover its connections to symmetric functions, combinatorial identities, and applications in algebraic combinatorics.

• YouTube
• 52 minutes
• On-Demand
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Fermionic Gaussian Free Field and Connections to Random Lattice Models

Explore determinantal and permanental point processes, fermionic and bosonic variables, and their connections to physics. Discover the fermionic Gaussian free field and its relation to random lattice models.

• YouTube
• 42 minutes
• On-Demand
• Free Video

Institut des Hautes Etudes Scientifiques (IHES)

Zeros of Random Power Series with Stationary Gaussian Coefficients

Explore zeros of random power series with stationary Gaussian coefficients, comparing to i.i.d. case. Analyze expected zero count in disks and its asymptotics, relating intensity to spectral density.

• YouTube
• 49 minutes
• On-Demand
• Free Video

Institut des Hautes Etudes Scientifiques (IHES)

A Statistical Physics Approach to the Sine Beta Process and Other Random Point Processes

Exploration des processus Sine bêta et leurs propriétés universelles à travers une approche de physique statistique, avec applications à divers systèmes de particules aléatoires.

• YouTube
• 54 minutes
• On-Demand
• Free Video

Uncertainty in Artificial Intelligence

On Inference and Learning With Probabilistic Generating Circuits

Explores efficient inference algorithms for Probabilistic Generating Circuits, enhancing tractability. Discusses challenges in learning PGCs from data and proposes potential solutions using moderate-size subcircuits.

• YouTube
• 22 minutes
• On-Demand
• Free Video