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    Scalar, vector, and matrix mathematics : theory, facts, and formulas

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    https://www.riss.kr/link?id=M14833254

    • 저자
    • 발행사항

      Princeton : Princeton University Press, 2018

    • 발행연도

      2018

    • 작성언어

      영어

    • 주제어
    • DDC

      512.9/434 판사항(23)

    • ISBN

      9780691151205 (hbk. : alk. paper)
      9780691176536 (pbk.)

    • 자료형태

      일반단행본

    • 발행국(도시)

      New Jersey

    • 서명/저자사항

      Scalar, vector, and matrix mathematics : theory, facts, and formulas / Dennis S. Bernstein.

    • 판사항

      Rev. and expanded ed

    • 형태사항

      xliii, 1547 p. ; 26 cm.

    • 일반주기명

      "Revised and expanded edition of Matrix mathematics, retitled Scalar, vector, and matrix mathematics"--Preface.
      Includes bibliographical references and indexes.

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    목차 (Table of Contents)

    • CONTENTS
    • Preface to the Revised and Expanded Edition = xvii
    • Preface to the Second Edition = xix
    • Preface to the First Edition = xxi
    • Special Symbols = xxv
    • CONTENTS
    • Preface to the Revised and Expanded Edition = xvii
    • Preface to the Second Edition = xix
    • Preface to the First Edition = xxi
    • Special Symbols = xxv
    • Conventions, Notation, and Terminology = xxxvii
    • 1. Sets, Logic, Numbers, Relations, Orderings, Graphs, and Functions = 1
    • 1.1 Sets = 1
    • 1.2 Logic = 2
    • 1.3 Relations and Orderings = 5
    • 1.4 Directed and Symmetric Graphs = 9
    • 1.5 Numbers = 12
    • 1.6 Functions and Their Inverses = 16
    • 1.7 Facts on Logic = 21
    • 1.8 Facts on Sets = 22
    • 1.9 Facts on Graphs = 25
    • 1.10 Facts on Functions = 26
    • 1.11 Facts on Integers = 28
    • 1.12 Facts on Finite Sums = 36
    • 1.13 Facts on Factorials = 49
    • 1.14 Facts on Finite Products = 52
    • 1.15 Facts on Numbers = 52
    • 1.16 Facts on Binomial Coefficients = 54
    • 1.17 Facts on Fibonacci, Lucas, and Pell Numbers = 95
    • 1.18 Facts on Arrangement, Derangement, and Catalan Numbers = 103
    • 1.19 Facts on Cycle, Subset, Eulerian, Bell, and Ordered Bell Numbers = 105
    • 1.20 Facts on Partition Numbers, the Totient Function, and Divisor Sums = 113
    • 1.21 Facts on Convex Functions 116
    • 1.22 Notes = 118
    • 2. Equalities and Inequalities = 119
    • 2.1 Facts on Equalities and Inequalities in One Variable = 119
    • 2.2 Facts on Equalities and Inequalities in Two Variables = 129
    • 2.3 Facts on Equalities and Inequalities in Three Variables = 146
    • 2.4 Facts on Equalities and Inequalities in Four Variables = 177
    • 2.5 Facts on Equalities and Inequalities in Five Variables = 183
    • 2.6 Facts on Equalities and Inequalities in Six Variables = 184
    • 2.7 Facts on Equalities and Inequalities in Seven Variables = 186
    • 2.8 Facts on Equalities and Inequalities in Eight Variables = 187
    • 2.9 Facts on Equalities and Inequalities in Nine Variables = 187
    • 2.10 Facts on Equalities and Inequalities in Sixteen Variables = 187
    • 2.11 Facts on Equalities and Inequalities in n Variables = 188
    • 2.12 Facts on Equalities and Inequalities in 2n Variables = 215
    • 2.13 Facts on Equalities and Inequalities in 3n Variables = 226
    • 2.14 Facts on Equalities and Inequalities in 4n Variables = 226
    • 2.15 Facts on Equalities and Inequalities for the Logarithm Function = 226
    • 2.16 Facts on Equalities for Trigonometric Functions = 231
    • 2.17 Facts on Inequalities for Trigonometric Functions = 246
    • 2.18 Facts on Equalities and Inequalities for Inverse Trigonometric Functions = 254
    • 2.19 Facts on Equalities and Inequalities for Hyperbolic Functions = 261
    • 2.20 Facts on Equalities and Inequalities for Inverse Hyperbolic Functions = 264
    • 2.21 Facts on Equalities and Inequalities in Complex Variables = 266
    • 2.22 Notes = 276
    • 3. Basic Matrix Properties = 277
    • 3.1 Vectors = 277
    • 3.2 Matrices = 280
    • 3.3 Transpose and Inner Product = 285
    • 3.4 Geometrically Defined Sets = 290
    • 3.5 Range and Null Space = 290
    • 3.6 Rank and Defect = 292
    • 3.7 Invertibility = 294
    • 3.8 The Determinant = 299
    • 3.9 Partitioned Matrices = 302
    • 3.10 Majorization = 305
    • 3.11 Facts on One Set = 306
    • 3.12 Facts on Two or More Sets = 310
    • 3.13 Facts on Range, Null Space, Rank, and Defect = 315
    • 3.14 Facts on the Range, Rank, Null Space, and Defect of Partitioned Matrices = 320
    • 3.15 Facts on the Inner Product, Outer Product, Trace, and Matrix Powers = 326
    • 3.16 Facts on the Determinant = 329
    • 3.17 Facts on the Determinant of Partitioned Matrices = 334
    • 3.18 Facts on Left and Right Inverses = 342
    • 3.19 Facts on the Adjugate = 345
    • 3.20 Facts on the Inverse = 348
    • 3.21 Facts on Bordered Matrices = 351
    • 3.22 Facts on the Inverse of Partitioned Matrices = 352
    • 3.23 Facts on Commutators = 354
    • 3.24 Facts on Complex Matrices = 356
    • 3.25 Facts on Majorization = 359
    • 3.26 Notes = 362
    • 4. Matrix Classes and Transformations = 363
    • 4.1 Types of Matrices = 363
    • 4.2 Matrices Related to Graphs = 367
    • 4.3 Lie Algebras = 368
    • 4.4 Abstract Groups = 369
    • 4.5 Addition Groups = 371
    • 4.6 Multiplication Groups = 371
    • 4.7 Matrix Transformations = 373
    • 4.8 Projectors, Idempotent Matrices, and Subspaces = 374
    • 4.9 Facts on Elementary, Group-Invertible, Range-Hermitian, Range-Disjoint, and Range-Spanning Matrices = 376
    • 4.10 Facts on Normal, Hermitian, and Skew-Hermitian Matrices = 377
    • 4.11 Facts on Linear Interpolation = 383
    • 4.12 Facts on the Cross Product = 384
    • 4.13 Facts on Inner, Unitary, and Shifted-Unitary Matrices = 387
    • 4.14 Facts on Rotation Matrices = 391
    • 4.15 Facts on One Idempotent Matrix = 396
    • 4.16 Facts on Two or More Idempotent Matrices = 398
    • 4.17 Facts on One Projector = 407
    • 4.18 Facts on Two or More Projectors = 409
    • 4.19 Facts on Reflectors = 416
    • 4.20 Facts on Involutory Matrices = 417
    • 4.21 Facts on Tripotent Matrices = 417
    • 4.22 Facts on Nilpotent Matrices = 418
    • 4.23 Facts on Hankel and Toeplitz Matrices = 420
    • 4.24 Facts on Tridiagonal Matrices = 422
    • 4.25 Facts on Triangular, Hessenberg, and Irreducible Matrices = 424
    • 4.26 Facts on Matrices Related to Graphs = 426
    • 4.27 Facts on Dissipative, Contractive, Cauchy, and Centrosymmetric Matrices = 427
    • 4.28 Facts on Hamiltonian and Symplectic Matrices = 427
    • 4.29 Facts on Commutators = 428
    • 4.30 Facts on Partial Orderings = 430
    • 4.31 Facts on Groups = 432
    • 4.32 Facts on Quaternions = 437
    • 4.33 Notes = 440
    • 5. Geometry = 441
    • 5.1 Facts on Angles, Lines, and Planes = 441
    • 5.2 Facts on Triangles = 443
    • 5.3 Facts on Polygons and Polyhedra = 489
    • 5.4 Facts on Polytopes = 493
    • 5.5 Facts on Circles, Ellipses, Spheres, and Ellipsoids = 495
    • 6. Polynomial Matrices and Rational Transfer Functions = 499
    • 6.1 Polynomials = 499
    • 6.2 Polynomial Matrices = 501
    • 6.3 The Smith Form and Similarity Invariants = 503
    • 6.4 Eigenvalues = 506
    • 6.5 Eigenvectors = 511
    • 6.6 The Minimal Polynomial = 512
    • 6.7 Rational Transfer Functions and the Smith-McMillan Form = 513
    • 6.8 Facts on Polynomials and Rational Functions = 517
    • 6.9 Facts on the Characteristic and Minimal Polynomials = 524
    • 6.10 Facts on the Spectrum = 530
    • 6.11 Facts on Graphs and Nonnegative Matrices = 537
    • 6.12 Notes = 544
    • 7. Matrix Decompositions = 545
    • 7.1 Smith Decomposition = 545
    • 7.2 Reduced Row Echelon Decomposition = 545
    • 7.3 Multicompanion and Elementary Multicompanion Decompositions = 546
    • 7.4 Jordan Decomposition = 549
    • 7.5 Schur Decomposition = 553
    • 7.6 Singular Value Decomposition, Polar Decomposition, and Full-Rank Factorization = 555
    • 7.7 Eigenstructure Properties = 558
    • 7.8 Pencils and the Kronecker Canonical Form = 563
    • 7.9 Facts on the Inertia = 565
    • 7.10 Facts on Matrix Transformations for One Matrix = 569
    • 7.11 Facts on Matrix Transformations for Two or More Matrices = 575
    • 7.12 Facts on Eigenvalues and Singular Values for One Matrix = 579
    • 7.13 Facts on Eigenvalues and Singular Values for Two or More Matrices = 589
    • 7.14 Facts on Matrix Pencils = 597
    • 7.15 Facts on Eigenstructure for One Matrix = 597
    • 7.16 Facts on Eigenstructure for Two or More Matrices = 603
    • 7.17 Facts on Matrix Factorizations = 605
    • 7.18 Facts on Companion, Vandermonde, Circulant, Permutation, and Hadamard Matrices = 610
    • 7.19 Facts on Simultaneous Transformations = 617
    • 7.20 Facts on Additive Decompositions = 618
    • 7.21 Notes = 619
    • 8. Generalized Inverses = 621
    • 8.1 Moore-Penrose Generalized Inverse = 621
    • 8.2 Drazin Generalized Inverse = 625
    • 8.3 Facts on the Moore-Penrose Generalized Inverse for One Matrix = 628
    • 8.4 Facts on the Moore-Penrose Generalized Inverse for Two or More Matrices = 632
    • 8.5 Facts on the Moore-Penrose Generalized Inverse for Range-Hermitian, Range-Disjoint, and Range-Spanning Matrices = 641
    • 8.6 Facts on the Moore-Penrose Generalized Inverse for Normal Matrices, Hermitian Matrices, and Partial Isometries = 649
    • 8.7 Facts on the Moore-Penrose Generalized Inverse for Idempotent Matrices = 650
    • 8.8 Facts on the Moore-Penrose Generalized Inverse for Projectors = 652
    • 8.9 Facts on the Moore-Penrose Generalized Inverse for Partitioned Matrices = 659
    • 8.10 Facts on the Drazin and Group Generalized Inverses for One Matrix = 669
    • 8.11 Facts on the Drazin and Group Generalized Inverses for Two or More Matrices = 674
    • 8.12 Facts on the Drazin and Group Generalized Inverses for Partitioned Matrices = 678
    • 8.13 Notes = 679
    • 9. Kronecker and Schur Algebra = 681
    • 9.1 Kronecker Product = 681
    • 9.2 Kronecker Sum and Linear Matrix Equations = 683
    • 9.3 Schur Product = 685
    • 9.4 Facts on the Kronecker Product = 685
    • 9.5 Facts on the Kronecker Sum = 691
    • 9.6 Facts on the Schur Product = 697
    • 9.7 Notes = 701
    • 10. Positive-Semidefinite Matrices = 703
    • 10.1 Positive-Semidefinite and Positive-Definite Orderings = 703
    • 10.2 Submatrices and Schur Complements = 704
    • 10.3 Simultaneous Diagonalization = 707
    • 10.4 Eigenvalue Inequalities = 709
    • 10.5 Exponential, Square Root, and Logarithm of Hermitian Matrices = 713
    • 10.6 Matrix Inequalities = 714
    • 10.7 Facts on Range and Rank = 722
    • 10.8 Facts on Unitary Matrices and the Polar Decomposition = 723
    • 10.9 Facts on Structured Positive-Semidefinite Matrices = 724
    • 10.10 Facts on Equalities and Inequalities for One Matrix = 730
    • 10.11 Facts on Equalities and Inequalities for Two or More Matrices = 735
    • 10.12 Facts on Equalities and Inequalities for Partitioned Matrices = 749
    • 10.13 Facts on the Trace for One Matrix = 761
    • 10.14 Facts on the Trace for Two or More Matrices = 763
    • 10.15 Facts on the Determinant for One Matrix = 774
    • 10.16 Facts on the Determinant for Two or More Matrices = 776
    • 10.17 Facts on Convex Sets and Convex Functions = 785
    • 10.18 Facts on Quadratic Forms for One Matrix = 792
    • 10.19 Facts on Quadratic Forms for Two or More Matrices = 795
    • 10.20 Facts on Simultaneous Diagonalization = 799
    • 10.21 Facts on Eigenvalues and Singular Values for One Matrix = 800
    • 10.22 Facts on Eigenvalues and Singular Values for Two or More Matrices = 804
    • 10.23 Facts on Alternative Partial Orderings = 813
    • 10.24 Facts on Generalized Inverses = 815
    • 10.25 Facts on the Kronecker and Schur Products = 820
    • 10.26 Notes = 831
    • 11. Norms = 833
    • 11.1 Vector Norms = 833
    • 11.2 Matrix Norms = 835
    • 11.3 Compatible Norms = 838
    • 11.4 Induced Norms = 841
    • 11.5 Induced Lower Bound = 845
    • 11.6 Singular Value Inequalities = 847
    • 11.7 Facts on Vector Norms = 849
    • 11.8 Facts on Vector p-Norms = 853
    • 11.9 Facts on Matrix Norms for One Matrix = 860
    • 11.10 Facts on Matrix Norms for Two or More Matrices = 868
    • 11.11 Facts on Matrix Norms for Commutators = 884
    • 11.12 Facts on Matrix Norms for Partitioned Matrices = 885
    • 11.13 Facts on Matrix Norms and Eigenvalues for One Matrix = 890
    • 11.14 Facts on Matrix Norms and Eigenvalues for Two or More Matrices = 892
    • 11.15 Facts on Matrix Norms and Singular Values for One Matrix = 895
    • 11.16 Facts on Matrix Norms and Singular Values for Two or More Matrices = 899
    • 11.17 Facts on Linear Equations and Least Squares = 909
    • 11.18 Notes = 912
    • 12. Functions, Limits, Sequences, Series, Infinite Products, and Derivatives = 913
    • 12.1 Open Sets and Closed Sets = 913
    • 12.2 Limits of Sequences = 915
    • 12.3 Series, Power Series, and Bi-power Series = 919
    • 12.4 Continuity = 921
    • 12.5 Derivatives = 924
    • 12.6 Complex-Valued Functions = 926
    • 12.7 Infinite Products = 929
    • 12.8 Functions of a Matrix = 930
    • 12.9 Matrix Square Root and Matrix Sign Functions = 932
    • 12.10 Vector and Matrix Derivatives = 932
    • 12.11 Facts on One Set = 934
    • 12.12 Facts on Two or More Sets = 937
    • 12.13 Facts on Functions = 941
    • 12.14 Facts on Functions of a Complex Variable = 945
    • 12.15 Facts on Functions of a Matrix = 948
    • 12.16 Facts on Derivatives = 949
    • 12.17 Facts on Limits of Functions = 954
    • 12.18 Facts on Limits of Sequences and Series = 957
    • 12.19 Notes = 974
    • 13. Infinite Series, Infinite Products, and Special Functions = 975
    • 13.1 Facts on Series for Subset, Eulerian, Partition, Bell, Ordered Bell, Bernoulli, Euler, and Up/Down Numbers = 975
    • 13.2 Facts on Bernoulli, Euler, Chebyshev, Legendre, Laguerre, Hermite, Bell, Ordered Bell, Harmonic, Fibonacci, and Lucas Polynomials = 981
    • 13.3 Facts on the Zeta, Gamma, Digamma, Generalized Harmonic, Dilogarithm, and Dirichlet L Functions = 994
    • 13.4 Facts on Power Series, Laurent Series, and Partial Fraction Expansions = 1004
    • 13.5 Facts on Series of Rational Functions = 1021
    • 13.6 Facts on Series of Trigonometric and Hyperbolic Functions = 1057
    • 13.7 Facts on Series of Binomial Coefficients = 1063
    • 13.8 Facts on Double-Summation Series = 1071
    • 13.9 Facts on Miscellaneous Series = 1074
    • 13.10 Facts on Infinite Products = 1080
    • 13.11 Notes = 1092
    • 14. Integrals = 1093
    • 14.1 Facts on Indefinite Integrals = 1093
    • 14.2 Facts on Definite Integrals of Rational Functions = 1096
    • 14.3 Facts on Definite Integrals of Radicals = 1111
    • 14.4 Facts on Definite Integrals of Trigonometric Functions = 1114
    • 14.5 Facts on Definite Integrals of Inverse Trigonometric Functions = 1130
    • 14.6 Facts on Definite Integrals of Logarithmic Functions = 1132
    • 14.7 Facts on Definite Integrals of Logarithmic, Trigonometric, and Hyperbolic Functions = 1150
    • 14.8 Facts on Definite Integrals of Exponential Functions = 1157
    • 14.9 Facts on Integral Representations of G and y = 1169
    • 14.10 Facts on Definite Integrals of the Gamma Function = 1171
    • 14.11 Facts on Integral Inequalities = 1171
    • 14.12 Facts on the Gaussian Density = 1172
    • 14.13 Facts on Multiple Integrals = 1173
    • 14.14 Notes = 1178
    • 15. The Matrix Exponential and Stability Theory = 1179
    • 15.1 Definition of the Matrix Exponential = 1179
    • 15.2 Structure of the Matrix Exponential = 1181
    • 15.3 Explicit Expressions = 1185
    • 15.4 Matrix Logarithms = 1187
    • 15.5 Principal Logarithm = 1190
    • 15.6 Lie Groups = 1191
    • 15.7 Linear Time-Varying Differential Equations = 1193
    • 15.8 Lyapunov Stability Theory = 1195
    • 15.9 Linear Stability Theory = 1198
    • 15.10 The Lyapunov Equation = 1201
    • 15.11 Discrete-Time Stability Theory = 1203
    • 15.12 Facts on Matrix Exponential Formulas = 1204
    • 15.13 Facts on the Matrix Sine and Cosine = 1209
    • 15.14 Facts on the Matrix Exponential for One Matrix = 1209
    • 15.15 Facts on the Matrix Exponential for Two or More Matrices = 1211
    • 15.16 Facts on the Matrix Exponential and Eigenvalues, Singular Values, and Norms for One Matrix = 1217
    • 15.17 Facts on the Matrix Exponential and Eigenvalues, Singular Values, and Norms for Two or More Matrices = 1220
    • 15.18 Facts on Stable Polynomials = 1223
    • 15.19 Facts on Stable Matrices = 1226
    • 15.20 Facts on Almost Nonnegative Matrices = 1232
    • 15.21 Facts on Discrete-Time-Stable Polynomials = 1234
    • 15.22 Facts on Discrete-Time-Stable Matrices = 1239
    • 15.23 Facts on Lie Groups = 1243
    • 15.24 Facts on Subspace Decomposition = 1243
    • 15.25 Notes = 1247
    • 16. Linear Systems and Control Theory = 1249
    • 16.1 State Space Models = 1249
    • 16.2 Laplace Transform Analysis and Transfer Functions = 1252
    • 16.3 The Unobservable Subspace and Observability = 1253
    • 16.4 Observable Asymptotic Stability = 1257
    • 16.5 Detectability = 1259
    • 16.6 The Controllable Subspace and Controllability = 1259
    • 16.7 Controllable Asymptotic Stability = 1266
    • 16.8 Stabilizability = 1268
    • 16.9 Realization Theory = 1270
    • 16.10 Zeros = 1278
    • 16.11 H₂System Norm = 1285
    • 16.12 Harmonic Steady-State Response = 1288
    • 16.13 System Interconnections = 1289
    • 16.14 Standard Control Problem = 1291
    • 16.15 Linear-Quadratic Control = 1293
    • 16.16 Solutions of the Riccati Equation = 1295
    • 16.17 The Stabilizing Solution of the Riccati Equation = 1298
    • 16.18 The Maximal Solution of the Riccati Equation = 1302
    • 16.19 Positive-Semidefinite and Positive-Definite Solutions of the Riccati Equation = 1304
    • 16.20 Facts on Linear Differential Equations = 1305
    • 16.21 Facts on Stability, Observability, and Controllability = 1307
    • 16.22 Facts on the Lyapunov Equation and Inertia = 1309
    • 16.23 Facts on the Discrete-Time Lyapunov Equation = 1313
    • 16.24 Facts on Realizations and the H2 System Norm = 1313
    • 16.25 Facts on the Riccati Equation = 1316
    • 16.26 Notes = 1319
    • Bibliography = 1321
    • Author Index = 1433
    • Subject Index = 1449
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