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Tensors are used throughout the sciences, especially in solid state
physics and quantum information theory. This book brings a
geometric perspective to the use of tensors in these areas. It
begins with an introduction to the geometry of tensors and provides
geometric expositions of the basics of quantum information theory,
Strassen's laser method for matrix multiplication, and moment maps
in algebraic geometry. It also details several exciting recent
developments regarding tensors in general. In particular, it
discusses and explains the following material previously only
available in the original research papers: (1) Shitov's 2017
refutation of longstanding conjectures of Strassen on rank
additivity and Common on symmetric rank; (2) The 2017
Christandl-Vrana-Zuiddam quantum spectral points that bring
together quantum information theory, the asymptotic geometry of
tensors, matrix multiplication complexity, and moment polytopes in
geometric invariant theory; (3) the use of representation theory in
quantum information theory, including the solution of the quantum
marginal problem; (4) the use of tensor network states in solid
state physics, and (5) recent geometric paths towards upper bounds
for the complexity of matrix multiplication. Numerous open problems
appropriate for graduate students and post-docs are included
throughout.
Two central problems in computer science are P vs NP and the
complexity of matrix multiplication. The first is also a leading
candidate for the greatest unsolved problem in mathematics. The
second is of enormous practical and theoretical importance.
Algebraic geometry and representation theory provide fertile ground
for advancing work on these problems and others in complexity. This
introduction to algebraic complexity theory for graduate students
and researchers in computer science and mathematics features
concrete examples that demonstrate the application of geometric
techniques to real world problems. Written by a noted expert in the
field, it offers numerous open questions to motivate future
research. Complexity theory has rejuvenated classical geometric
questions and brought different areas of mathematics together in
new ways. This book will show the beautiful, interesting, and
important questions that have arisen as a result.
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