Preface to the Second Edition |
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xiii | |
Preface to the First Edition |
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xv | |
Acknowledgments |
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xix | |
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xxi | |
Symbol Description |
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xxiii | |
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1 | (46) |
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2 | (5) |
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7 | (4) |
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1.3 Vector Spaces over an Arbitrary Field |
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11 | (4) |
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1.4 Subspaces of Vector Spaces |
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15 | (10) |
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1.5 Span and Independence |
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25 | (6) |
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1.6 Bases and Finite-Dimensional Vector Spaces |
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31 | (7) |
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1.7 Bases and Infinite-Dimensional Vector Spaces |
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38 | (4) |
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42 | (5) |
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47 | (40) |
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2.1 Introduction to Linear Transformations |
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48 | (8) |
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2.2 The Range and Kernel of a Linear Transformation |
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56 | (8) |
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2.3 The Correspondence and Isomorphism Theorems |
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64 | (4) |
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2.4 Matrix of a Linear Transformation |
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68 | (7) |
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2.5 The Algebra of L(V, W) and Mmn(F) |
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75 | (6) |
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2.6 Invertible Transformations and Matrices |
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81 | (6) |
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87 | (18) |
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3.1 The Algebra of Polynomials |
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88 | (11) |
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99 | (6) |
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4 Theory of a Single Linear Operator |
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105 | (46) |
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4.1 Invariant Subspaces of an Operator |
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106 | (8) |
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114 | (5) |
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119 | (4) |
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4.4 Indecomposable Linear Operators |
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123 | (7) |
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4.5 Invariant Factors and Elementary Divisors |
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130 | (9) |
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139 | (7) |
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4.7 Operators on Real and Complex Vector Spaces |
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146 | (5) |
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5 Normed and Inner Product Spaces |
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151 | (56) |
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152 | (4) |
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5.2 Geometry in Inner Product Spaces |
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156 | (8) |
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5.3 Orthonormal Sets and the Gram-Schmidt Process |
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164 | (8) |
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5.4 Orthogonal Complements and Projections |
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172 | (7) |
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179 | (5) |
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184 | (7) |
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191 | (16) |
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6 Linear Operators on Inner Product Spaces |
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207 | (30) |
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6.1 Self-Adjoint and Normal Operators |
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208 | (4) |
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212 | (5) |
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6.3 Normal Operators on Real Inner Product Spaces |
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217 | (6) |
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6.4 Unitary and Orthogonal Operators |
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223 | (7) |
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6.5 Polar and Singular Value Decomposition |
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230 | (7) |
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7 Trace and Determinant of a Linear Operator |
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237 | (34) |
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7.1 Trace of a Linear Operator |
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238 | (6) |
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7.2 Determinant of a Linear Operator and Matrix |
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244 | (18) |
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7.3 Uniqueness of the Determinant of a Linear Operator |
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262 | (9) |
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271 | (52) |
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8.1 Basic Properties of Bilinear Maps |
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272 | (11) |
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283 | (10) |
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8.3 Quadratic Forms and Orthogonal Space |
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293 | (14) |
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8.4 Orthogonal Space, Characteristic Two |
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307 | (9) |
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316 | (7) |
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9 Sesquilinear Forms and Unitary Geometry |
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323 | (20) |
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9.1 Basic Properties of Sesquilinear Forms |
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324 | (9) |
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333 | (10) |
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343 | (56) |
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10.1 Introduction to Tensor Products |
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345 | (10) |
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10.2 Properties of Tensor Products |
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355 | (9) |
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364 | (9) |
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10.4 The Symmetric Algebra |
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373 | (6) |
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10.5 The Exterior Algebra |
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379 | (8) |
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10.6 Clifford Algebras, char F ≠ 2 |
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387 | (12) |
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11 Linear Groups and Groups of Isometries |
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399 | (62) |
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400 | (8) |
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408 | (14) |
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11.3 Orthogonal Groups, char F ≠ 2 |
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422 | (18) |
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440 | (21) |
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12 Additional Topics in Linear Algebra |
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461 | (48) |
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462 | (10) |
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12.2 The Moore-Penrose Inverse of a Matrix |
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472 | (8) |
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12.3 Nonnegative Matrices |
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480 | (13) |
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12.4 The Location of Eigenvalues |
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493 | (8) |
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12.5 Functions of Matrices |
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501 | (8) |
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13 Applications of Linear Algebra |
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509 | (42) |
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510 | (16) |
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13.2 Error Correcting Codes |
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526 | (15) |
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13.3 Ranking Webpages for Search Engines |
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541 | (10) |
Appendix A Concepts from Topology and Analysis |
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551 | (4) |
Appendix B Concepts from Group Theory |
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555 | (8) |
Appendix C Answers to Selected Exercises |
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563 | (10) |
Appendix D Hints to Selected Problems |
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573 | (14) |
Bibliography |
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587 | (2) |
Index |
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589 | |