1 research outputs found
Hand-waving and interpretive dance: an introductory course on tensor networks
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.Comment: Published version. Introductory lecture notes, worked solutions to
problems in ancillary file. Comments welcom
