Preface |
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vii | |
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1 | (18) |
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Chapter 1 Motivation, first definitions and properties |
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3 | (16) |
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3 | (3) |
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6 | (2) |
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1.3 Geometric definitions and first properties of tensors |
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8 | (4) |
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1.4 Algebraic varieties and group actions |
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12 | (7) |
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Part 2 Tensors via linear algebra |
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19 | (30) |
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Chapter 2 Rank and border rank |
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21 | (16) |
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2.1 Three way tensors via linear subspaces of matrices |
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21 | (1) |
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2.2 Generalized flattenings (rank methods) and their limits |
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21 | (6) |
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2.3 Indirectly defined equations |
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27 | (2) |
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2.4 Strassen's additivity conjecture and the Comon conjecture |
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29 | (3) |
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2.5 Proof of Shitov's non-additivity theorem |
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32 | (5) |
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Chapter 3 Tensor networks |
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37 | (12) |
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3.1 Quantum mechanics motivation |
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37 | (1) |
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3.2 Matrix product states (MPS) |
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37 | (6) |
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3.3 Additional information on tensor networks |
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43 | (2) |
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3.4 The quantum max-flow/min-cut problem |
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45 | (4) |
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Part 3 The asymptotic geometry of tensors |
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49 | (80) |
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Chapter 4 Detour into probability and information theory |
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51 | (8) |
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51 | (3) |
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4.2 Classical information theory |
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54 | (5) |
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Chapter 5 Strassen's laser method and spectral theory |
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59 | (20) |
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5.1 Strassen's laser method |
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59 | (7) |
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5.2 New paths towards upper bounds? |
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66 | (5) |
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5.3 Strassen's spectral theory |
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71 | (5) |
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5.4 Oblique and tight tensors |
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76 | (3) |
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Chapter 6 Quantum mechanics for quantum information theory |
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79 | (16) |
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6.1 Computation via linear algebra |
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79 | (2) |
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6.2 Quantum mechanics via probability |
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81 | (3) |
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6.3 Why density operators? |
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84 | (2) |
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6.4 Bell's game and "teleportation" |
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86 | (2) |
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6.5 Quantum channels and von Neumann entropy |
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88 | (3) |
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6.6 Entanglement and LOCC |
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91 | (4) |
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Chapter 7 Quantum information theory and the asymptotic geometry of tensors |
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95 | (20) |
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7.1 Representation theory |
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95 | (6) |
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7.2 The quantum marginal problem and projections onto isotypic subspaces of H⊗d |
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101 | (6) |
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7.3 The quantum spectral points |
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107 | (4) |
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111 | (4) |
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Chapter 8 Moment maps and moment poly topes |
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115 | (14) |
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8.1 The rational moment polytope |
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115 | (2) |
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117 | (1) |
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118 | (2) |
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8.4 Moment maps for projective varieties |
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120 | (5) |
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8.5 Polynomials and tensors |
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125 | (1) |
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8.6 Secant varieties, free, oblique and tight vectors |
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126 | (3) |
Hints and Answers to Selected Exercises |
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129 | (4) |
Bibliography |
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133 | (8) |
Index |
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141 | |