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#Tensor Decomposition

Showing: 27 courses
Banach Center

Decompositions and Secant Varieties

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Explore decompositions and secant varieties in algebraic geometry, focusing on their applications and theoretical foundations.
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1 Lesons
1 hour 23 minutes
On-Demand
Free-Video
Centre de recherches mathématiques - CRM

Lower and Upper Bounds on the VC-Dimension of Tensor Network Models

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Explorez les limites de la dimension VC des modèles de réseaux de tenseurs. Apprenez les bornes supérieures et inférieures pour divers modèles de décomposition tensorielle et leurs implications pour l'apprentissage automatique.
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14 Lesons
53 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Beyond Lazy Training for Over-parameterized Tensor Decomposition

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Explore tensor decomposition in over-parameterized settings, analyzing gradient descent variants and their performance beyond lazy training regimes for improved optimization in neural networks.
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15 Lesons
29 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Tensor Decompositions and Their Applications

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Explore advanced tensor decomposition techniques and their applications in latent variable models, phylogenetics, mixture models, and orbit retrieval with MIT's Ankur Moitra.
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1 Lesons
1 hour 7 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Tensor Decompositions and Their Applications

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Explore tensor decompositions and their applications in latent variable models, focusing on Jennrich's algorithm and its use in various fields like phylogenetics and mixture models.
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1 Lesons
1 hour 14 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Mesoscale Reconstruction of Images and Networks Using Tensor Decomposition

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Explore mesoscale reconstruction of images and networks using tensor decomposition, focusing on a unified framework, error bounds, and online CP-dictionary learning for multi-modal datasets.
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14 Lesons
50 minutes
On-Demand
Free-Video
Fields Institute

Beyond Lazy Training for Over-parameterized Tensor Decomposition

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Explore over-parameterization in tensor decomposition, comparing lazy training and gradient descent approaches. Discover how gradient descent can leverage low-rank data structure beyond lazy training regimes.
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17 Lesons
37 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Smoothed Analysis for Tensor Decompositions and Unsupervised Learning

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Explore smoothed analysis for tensor decompositions and unsupervised learning, focusing on polynomial time guarantees and robust decompositions of symmetric overcomplete tensors.
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1 Lesons
33 minutes
On-Demand
Free-Video
Simons Institute

Query Optimization and Evaluation 3 - Variable Elimination and Tensor Decomposition

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Explore variable elimination and tensor decomposition techniques for optimizing and evaluating complex queries in database systems and AI applications.
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1 Lesons
1 hour 3 minutes
On-Demand
Free-Video
Society for Industrial and Applied Mathematics

Infinite-Dimensional Geometry with Symmetry - SIAM SAGA Seminar

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Explore infinite-dimensional geometry with symmetry, focusing on algebraic models and their applications in statistics, tensor decomposition, and combinatorics.
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1 Lesons
46 minutes
On-Demand
Free-Video
Society for Industrial and Applied Mathematics

Tensor Decompositions - A Quick Tour of Illustrative Applications

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Explore tensor decompositions for data analysis and dimensionality reduction. Learn fundamentals, applications in various fields, and hands-on examples using real-world datasets.
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1 Lesons
1 hour 11 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Small Ball Probabilities for Random Tensors and Analysis of Tensor Decompositions

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Explore sharp anticancellation inequalities for simple random tensors and their applications in tensor reconstruction algorithms, presented by Grigoris Paouris at IPAM's Tensor Networks Workshop.
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1 Lesons
53 minutes
On-Demand
Free-Video
Isaac Newton Institute for Mathematical Sciences

Bridging the Divide: From Matrix to Tensor Algebra for Optimal Approximation and Compression

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Explore tensor algebra and its advantages over matrix-based approaches for data compression and analysis. Learn about novel tensor-tensor products and their applications in various fields.
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1 Lesons
1 hour
On-Demand
Free-Video
Centre de recherches mathématiques - CRM

Polynomial-Time Power-Sum Decomposition of Polynomials - Efficient Algorithms and Applications

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Explore efficient algorithms for power-sum decomposition of polynomials, improving on prior work for tensor decomposition and Gaussian mixture identifiability. Gain insights into numerical linear algebra and noise-resilient techniques.
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18 Lesons
51 minutes
On-Demand
Free-Video
Centre de recherches mathématiques - CRM

Tensor Decomposition Algorithms via Algebraic Complexity

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Explorez les algorithmes de décomposition tensorielle et leur lien avec les circuits arithmétiques, en examinant les cas moyens et les pires scénarios pour les tenseurs de faible rang.
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1 Lesons
52 minutes
On-Demand
Free-Video
Simons Institute

Randomized Least Squares Optimization and its Incredible Utility for Large-Scale Tensor Decomposition

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Explore randomized least squares optimization techniques for large-scale tensor decomposition, focusing on sublinear algorithms and their applications in data analysis.
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1 Lesons
33 minutes
On-Demand
Free-Video
Chemometrics & Machine Learning in Copenhagen

TUSCA: A Method for Tucker3 Modeling with ASCA+ - Webinar

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Explore TUSCA, a novel method combining Tucker3 and ASCA+ for analyzing multi-way datasets from designed experiments, enhancing interpretation and visualization of complex data structures.
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1 Lesons
56 minutes
On-Demand
Free-Video
Yannic Kilcher

AlphaTensor by DeepMind Explained

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Explore DeepMind's AlphaTensor, a revolutionary AI system that discovers efficient matrix multiplication algorithms, outperforming human-designed methods and advancing computational efficiency across various fields.
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14 Lesons
55 minutes
On-Demand
Free-Video
Graham Neubig

Neural Nets for NLP 2018 - Learning from-for Knowledge Graphs

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Explore neural network techniques for knowledge graph construction, relation extraction, and embedding refinement in natural language processing.
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10 Lesons
52 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Tensors in Statistics and Data Analysis

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Explore tensors in statistics and data analysis, covering probability tensors, biological measurements, and signature tensors for time-series data. Learn about decompositions and algebraic properties in this comprehensive overview.
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12 Lesons
1 hour 15 minutes
On-Demand
Free-Video
ICTP Mathematics

The Geometry of Tensors - Carolina Araujo

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Explore tensor decomposition, its applications, and geometric interpretation. Learn about recent developments in determining tensor ranks and their significance in various fields.
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1 Lesons
46 minutes
On-Demand
Free-Video
Andreas Geiger

Constraining 3D Fields for Reconstruction and View Synthesis

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Explore advanced techniques in 3D field reconstruction and view synthesis, covering RegNeRF, MonoSDF, and TensoRF for improved neural rendering and geometric representation in computer vision.
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19 Lesons
27 minutes
On-Demand
Free-Video
Chemometrics & Machine Learning in Copenhagen

Few-Shot Classification Using Tensor Completion

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Explore tensor-based modeling for enhanced classification performance, especially with limited training data, outperforming traditional methods.
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1 Lesons
27 minutes
On-Demand
Free-Video
Center for Language & Speech Processing(CLSP), JHU

Guaranteed Training of Neural Networks Using Tensor Methods - 2015

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Explore guaranteed neural network training using tensor methods. Learn about overcoming non-convexity, risk bounds, and combining unsupervised learning with supervised tasks.
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1 Lesons
1 hour 9 minutes
On-Demand
Free-Video
IEEE

Smoothed Analysis in Unsupervised Learning via Decoupling

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Explore smoothed analysis in unsupervised learning, focusing on tensor decomposition, high-dimensional data, and robust subspace recovery. Gain insights into condition number bounds and perturbation techniques.
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12 Lesons
21 minutes
On-Demand
Free-Video
Joint Mathematics Meetings

Tensor Decomposition - A Mathematical Tool for Data Analysis

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Explore tensor decomposition as a powerful mathematical tool for analyzing complex data structures, with applications in neuroscience, gas detection, and communication patterns.
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19 Lesons
47 minutes
On-Demand
Free-Video
Inside Livermore Lab

Higher-Order Multi-Variate Statistics for Scientific Data Analysis

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Explore advanced multi-variate statistical techniques for scientific data analysis, focusing on higher-order methods like coskewness and cokurtosis for rare event detection and dimensionality reduction in complex systems.
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1 Lesons
1 hour 6 minutes
On-Demand
Free-Video