Published June 2, 2017 | Version v1
Journal article

Hand-waving and interpretive dance: an introductory course on tensor networks

  • 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/aa6dc3

Additional 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