NICOP- Practical Tensor Network Methods for Real Data Analysis
Abstract
Abstract:Practical Tensor Network Methods for Real DataAnalysisKohei HayashiNational Institute of Advanced Industrial Science an"d Technology,Tokyo, JapanTensor networks are mathematical models described by linear interactionsof multiple parameters, which ar""e expected to be useful to analyze relationaldata. However, for their real application, there are several di?culties such astheir" theoretical properties are unknown.The main goal of this proposal is to develop fundamental tools for tensor net-works to adopt t"o real data analysis that I address the di?culties. Speci?cally,I will contribute for the following challenges.1. Analyzing theore"tical properties of tensor networks.2. Developing e?cient algorithms.3. Solving the model selection problem.4. Implementing the results as software.1
Document Details
- Document Type
- DoD Grant Award
- Publication Date
- Nov 03, 2017
- Source ID
- N629091712138
Entities
People
- Kohei Hayashi
Organizations
- National Institute of Advanced Industrial Science and Technology
- Office of Naval Research
- United States Navy