Operator Calculus On Graphs: Theory And Applications In Computer Science
This pioneering book presents a study of the interrelationships among operator calculus, graph theory, and quantum probability in a unified manner, with significant emphasis on symbolic computations and an eye toward applications in computer science.Presented in this book are new methods, built on the algebraic framework of Clifford algebras, for tackling important real world problems related, but not limited to, wireless communications, neural networks, electrical circuits, transportation, and the world wide web. Examples are put forward in Mathematica throughout the book, together with packages for performing symbolic computations.
1136507741
Operator Calculus On Graphs: Theory And Applications In Computer Science
This pioneering book presents a study of the interrelationships among operator calculus, graph theory, and quantum probability in a unified manner, with significant emphasis on symbolic computations and an eye toward applications in computer science.Presented in this book are new methods, built on the algebraic framework of Clifford algebras, for tackling important real world problems related, but not limited to, wireless communications, neural networks, electrical circuits, transportation, and the world wide web. Examples are put forward in Mathematica throughout the book, together with packages for performing symbolic computations.
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Operator Calculus On Graphs: Theory And Applications In Computer Science

Operator Calculus On Graphs: Theory And Applications In Computer Science

by George Stacey Staples, Rene Schott
Operator Calculus On Graphs: Theory And Applications In Computer Science

Operator Calculus On Graphs: Theory And Applications In Computer Science

by George Stacey Staples, Rene Schott

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Overview

This pioneering book presents a study of the interrelationships among operator calculus, graph theory, and quantum probability in a unified manner, with significant emphasis on symbolic computations and an eye toward applications in computer science.Presented in this book are new methods, built on the algebraic framework of Clifford algebras, for tackling important real world problems related, but not limited to, wireless communications, neural networks, electrical circuits, transportation, and the world wide web. Examples are put forward in Mathematica throughout the book, together with packages for performing symbolic computations.

Product Details

ISBN-13: 9781848168763
Publisher: Imperial College Press
Publication date: 02/24/2012
Pages: 428
Product dimensions: 6.10(w) x 9.00(h) x 1.20(d)

Table of Contents

Preface vii

Acknowledgments ix

Combinatorial Algebras and Their Properties 1

1 Introduction 3

1.1 Notational Preliminaries 8

2 Combinatorial Algebra 11

2.1 Six Group and Semigroup Algebras 11

2.1.1 The group of blades Bp,q 12

2.1.2 The abelian blade group p,qsym 18

2.1.3 The null blade semigroup Zn 19

2.1.4 The abelian null blade semigroup Znsym 21

2.1.5 The semigroup of idempotent blades Εn 22

2.1.6 The path semigroup Ωn 23

2.1.7 Summary 24

2.2 Clifford and Grassmann Algebras 26

2.2.1 Grassmann (exterior) algebras 27

2.2.2 Clifford algebras 28

2.2.3 Operator calculus on Clifford algebras 33

2.3 The Symmetric Clifford Algebra clp,qsym 36

2.4 The Idempotent-Generated Algebra clp,qidem 38

2.5 The n-Particle Zeon Algebra clnnil 40

2.6 Generalized Zeon Algebras 44

3. Norm Inequalities on Clifford Algebras 49

3.1 Norms on clp,qp50

3.2 Generating Functions 54

3.3 Clifford Matrices and the Clifford-Frobenius Norm 55

3.4 Powers of Clifford Matrices 58

Combinatorics and Graph Theory 61

4. Specialized Adjacency Matrices 63

4.1 Essential Graph Theory 63

4.2 Clifford Adjacency Matrices 66

4.3 Nilpotent Adjacency Matrices 71

4.3.1 Euler circuits 75

4.3.2 Conditional branching 75

4.3.3 Time-homogeneous random walks on finite graphs 77

5. Random Graphs 81

5.1 Preliminaries 81

5.2 Cycles in Random Graphs 83

5.3 Convergence of Moments 88

6. Graph Theory and Quantum Probability 91

6.1 Concepts 91

6.1.1 Operators as random variables 92

6.1.2 Operators as adjacency matrices 94

6.2 From Graphs to Quantum Random Variables 96

6.2.1 Nilpotent adjacency operators in infinite spaces 102

6.2.2 Decomposition of nilpotent adjacency operators 107

6.3 Connected Components in Graph Processes 108

6.3.1 Algebraic preliminaries 110

6.3.2 Connected components 112

6.3.3 Second quantization of graph processes 119

7. Geometric Graph Processes 125

7.1 Preliminaries 125

7.2 Dynamic Graph Processes 130

7.2.1 Vertex degrees in gn 143

7.2.2 Energy and Laplacian energy of geometric graphs 145

7.2.3 Convergence conditions and a limit theorem 147

7.3 Time-Homogeneous Walks on Random Geometric Graphs 150

Probability on Algebraic Structures 153

8. Time-Homogeneous Random Walks 155

8.1 Clnsym and Random Walks on Hypercubes 156

8.2 Multiplicative Walks on Clp,q 164

8.2.1 Walks on directed hypercubes 164

8.2.2 Random walks on directed hypercubes with loops 166

8.2.3 Properties of multiplicative walks 167

8.3 Induced Additive Walks on Clp,q 173

8.3.1 Variance of ϒN-ϒ 179

8.3.2 Variance of ξ N-ξ 181

8.3.3 Central limit theorems 183

9. Dynamic Walks in Clifford Algebras 189

9.1 Preliminaries 189

9.2 Expectation 192

9.3 Limit Theorems 198

9.3.1 Conditions for convergence 204

9.3.2 Induced additive walks 209

9.3.3 Central limit theorem 214

10. Iterated Stochastic Integrals 219

10.1 Preliminaries 219

10.2 Stochastic Integrals in Ctp,q 222

10.3 Graph-Theoretic Iterated Stochastic Integrals 228

10.3.1 Functions on partitions 229

10.3.2 The Clifford evolution matrix 231

10.3.3 Orthogonal polynomials 234

11. Partition-Dependent Stochastic Measures 237

11.1 Preliminaries 237

11.2 Cycle Covers, Independent Sets, and Partitions 237

11.3 Computations on Lattices of Partitions 245

11.3.1 Computations on lattice segments 248

11.3.2 Computations on restricted lattice segments 254

11.4 Free Cumulants 257

Operator Calculus 261

12. Appell Systems in Clifford Algebras 263

12.1 Essential Background 263

12.1.1 Appell systems 263

12.1.2 Clifford algebras 264

12.2 Operator Calculus on Clifford Algebras 265

12.3 Generalized Raising and Lowering Operators 268

12.4 Clifford Appell Systems 271

12.4.1 Heterogeneous Clifford Appell systems 276

12.4.2 Role of blade factorization in the construction of Appell systems 278

12.5 Fermion Algebras and the Fermion Field 279

13. Operator Homology and Cohomology 285

13.1 Introduction 285

13.2 Clifford Homology and Cohomology 286

13.3 Homology and Lowering Operators 288

13.4 Cohomology and Raising Operators 295

13.5 Matrix Representations of Lowering and Raising Operators 300

13.6 Graphs of Raising and Lowering Operators 300

13.7 Operators as Quantum Random Variables 304

Symbolic Computations 307

14. Multivector-Level Complexity 309

14.1 Preliminaries 309

14.2 Graph Problems 313

14.2.1 Cycles and paths 313

14.2.2 Edge-disjoint cycle decompositions of graphs 317

14.3 A Matrix-Free Approach to Representing Graphs 320

14.4 Other Combinatorial Applications 330

14.4.1 Computing the permanent 330

14.4.2 The set packing and set covering problems 332

15. Blade-Level Complexity 335

15.1 Blade Operations 335

15.2 Counting Cycles 337

15.2.1 Cycles of fixed length 349

15.2.2 Remarks on space complexity 350

15.3 Further Remarks on Complexity 351

16. Operator Calculus Approach to Minimal Path Problems 353

16.1 Path-Identfying Nilpotent Adjacency Matrices 353

16.2 Operator Calculus Approach to Multi-Constrained Paths 354

16.2.1 Feasible and optimal paths in m-weighted graphs 356

16.2.2 The dynamic multi-constrained path problem 358

16.3 Minimal Path Algorithms 360

16.4 Application: Precomputed Routing in a Store-and-Forward Satellite Constellation 363

16.4.1 Operator calculus implementation 364

16.4.2 The results 369

17. Symbolic Computations with Mathematica 377

17.1 CliffMath': Computations in Clifford Algebras of Arbitrary Signature 377

17.1.1 CliffMath' procedures 377

17.1.2 Examples 379

17.2 CliffSymNil': A Companion Package 383

17.2.1 CliffSymNil' procedures 383

17.2.2 Examples 384

17.3 CliffOC': Operator Calculus on Clifford Algebras 388

17.3.1 CliffOC procedures 389

17.3.2 Examples 390

17.4 "Fast Zeon" Implementation 397

Bibliography 399

Index 407

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