Hand-waving and interpretive dance: an introductory course on tensor networks
Creators
- 1. Centre for Engineered Quantum Systems, School of Physics, The University of Sydney, Sydney (Australia)
Description
The curse of dimensionality associated with the Hilbert space of spin systems provides a significant obstruction to the study of condensed matter systems. Tensor networks have proven an important tool in attempting to overcome this difficulty in both the numerical and analytic regimes. These notes form the basis for a seven lecture course, introducing the basics of a range of common tensor networks and algorithms. In particular, we cover: introductory tensor network notation, applications to quantum information, basic properties of matrix product states, a classification of quantum phases using tensor networks, algorithms for finding matrix product states, basic properties of projected entangled pair states, and multiscale entanglement renormalisation ansatz states. The lectures are intended to be generally accessible, although the relevance of many of the examples may be lost on students without a background in many-body physics/quantum information. For each lecture, several problems are given, with worked solutions in an ancillary file. (topical review)
Availability note (English)
Available from http://dx.doi.org/10.1088/1751-8121/aa6dc3Additional details
Identifiers
Publishing Information
- Journal Title
- Journal of Physics. A, Mathematical and Theoretical (Online)
- Journal Volume
- 50
- Journal Issue
- 22
- Journal Page Range
- [61 p.]
- ISSN
- 1751-8121
INIS
- Country of Publication
- United Kingdom
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 49001529
- Subject category
- S71: CLASSICAL AND QUANTUM MECHANICS, GENERAL PHYSICS;
- Descriptors DEI
- ALGORITHMS; CLASSIFICATION; HILBERT SPACE; MANY-BODY PROBLEM; MATHEMATICAL SOLUTIONS; MATRICES; QUANTUM ENTANGLEMENT; QUANTUM INFORMATION; RENORMALIZATION; SPIN; TENSORS
- Descriptors DEC
- ANGULAR MOMENTUM; BANACH SPACE; INFORMATION; MATHEMATICAL LOGIC; MATHEMATICAL SPACE; PARTICLE PROPERTIES; SPACE