Yissum - Research Development Company of the Hebrew University

Knowhow - Spectral Method for Sparse Linear Discriminant Analysis

Posted by Yissum - Research Development Company of the Hebrew UniversityResponsive · Research Services and Capabilities · Israel

Summary of the technology

Knowhow - Spectral Method for Sparse Linear Discriminant Analysis
Project ID : 10-2007-1900

Yissum - Research Development Company of the Hebrew University

Description of the technology

Available Knowhow

Spectral method results in efficient algorithm for faster results

Categories

Computer vision, Artificial intelligence, Sensor and data systems

Development Stage

Proof of concept

Knowhow

Available Knowhow

Market

Algorithm has applications in financial forecasting, gene selection, sensor networks, resource allocation, machine learning and pattern recognition

Highlights

  • Solution for the fast, efficient analysis of large quantities of data to identify the most relevant information for further analysis to provide specific information sought

  • Has been used in face recognition and analysis of gene expression data.

Our Innovation

Efficient, near-optimal greedy algorithm for sparse LDA analysis using a discrete spectral formulation based on variational eigenvalue bounds.

Key Features

  • Yields better than state-of-the-art performance on sparse PCA benchmarks used in the statistics community

  • Variational spectral method for finding optimal solutions using branch-and-bound search

  • Algorithm has been fruitfully applied to various real-world computer vision and machine learning tasks

The Opportunity

Applications in a wide variety of situations where relevant data must be identified from large amounts of inputs in order to provide a relevant analysis, such as stock market analysis, portfolio optimization, bankruptcy prediction, computer vision, face recognition, gene selection, analyzing consumer buying habits

Project manager

Tamir Huberman
VP Business Dev. Computer Science & IT Director

Project researchers

Yair Weiss
HUJI, School of Computer Science and Engineering
CS - Computer Vision

Related keywords

  • Information Processing, Information System, Workflow Management
  • IT and Telematics Applications
  • Multimedia
  • Computers
  • Computer Graphics Related
  • Specialised Turnkey Systems
  • Scanning Related
  • Peripherals
  • Computer Services
  • Computer Software Market
  • Other Computer Related
  • Computer Science & Engineering
  • Available Knowhow
  • Imaging / Computer Graphics

About Yissum - Research Development Company of the Hebrew University

Technology Transfer Office from Israel

Yissum Research Development Company of the Hebrew University of Jerusalem Ltd. Founded in 1964 to protect and commercialize the Hebrew University’s intellectual property. Ranked among the top technology transfer companies, Yissum has registered over 8,900 patents covering 2,500 inventions; has licensed out 800 technologies and has spun-off 90 companies. Products that are based on Hebrew University technologies and were commercialized by Yissum generate today over $2 Billion in annual sales.

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