Learning Mixed Membership Community Models- A statistical and a Computational Framework

Abstract

Developed tensor sketching methods for efficient dimensionality reduction in large datasets. Analyzed and derived guarantees of tensor sketches and the advantages over previous methods. Showed gains in deep learning applications using these sketching techniques.

Open PDF

Document Details

Document Type
Technical Report
Publication Date
Nov 22, 2019
Accession Number
AD1097125

Entities

People

  • Anima Anandkumar

Organizations

  • University of California

Tags

DTIC Thesaurus Topics

  • Abstracts
  • Air Force Research Laboratories
  • Algorithms
  • Artificial Intelligence Software
  • Bayesian Networks
  • California
  • Communities
  • Computational Complexity
  • Computational Science
  • Dimensionality Reduction
  • Learning
  • Machine Learning
  • Models
  • Neural Networks
  • Probabilistic Models
  • Scientific Research
  • Social Networks

Fields of Study

  • Computer science

Readers

  • Calculus or Mathematical Analysis
  • Distributed Systems and Data Platform Development
  • Regression Analysis.

Technology Areas

  • AI & ML
  • AI & ML - Bayesian Inference
  • AI & ML - Machine Learning Algorithms
  • AI & ML - Neural Networks