Preface |
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vii | |
Acknowledgements |
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ix | |
Glossary of Symbols and Abbreviations |
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xi | |
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1 | (8) |
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1 | (2) |
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1.2 Parallel sum and shorted operator |
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3 | (1) |
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1.3 A tour through the rest of the monograph |
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4 | (5) |
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2 Matrix Decompositions and Generalized Inverses |
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9 | (58) |
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9 | (1) |
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2.2 Matrix decompositions |
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10 | (7) |
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2.3 Generalized inverse of a matrix |
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17 | (9) |
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26 | (10) |
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2.5 Moore-Penrose inverse |
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36 | (10) |
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2.6 Generalized inverses of modified matrices |
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46 | (9) |
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2.7 Simultaneous diagonalization |
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55 | (9) |
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64 | (3) |
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67 | (36) |
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67 | (1) |
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68 | (4) |
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3.3 Minus order-Some characterizations |
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72 | (9) |
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3.4 Matrices above/below a given matrix under the minus order |
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81 | (3) |
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3.5 Subclass of g-inverses A- of A such that A-A = A-B and AA- = BA- when A <-B |
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84 | (9) |
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3.6 Minus order for idempotent matrices |
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93 | (2) |
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3.7 Minus order for complex matrices |
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95 | (3) |
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98 | (5) |
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103 | (24) |
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103 | (1) |
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4.2 Sharp order-Characteristic properties |
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104 | (6) |
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4.3 Sharp order-Other properties |
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110 | (7) |
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4.4 Drazin order and an extension |
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117 | (7) |
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124 | (3) |
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127 | (28) |
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127 | (1) |
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5.2 Star order-Characteristic properties |
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128 | (8) |
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5.3 Subclasses of g-inverses for which A < B |
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136 | (2) |
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5.4 Star order for special subclasses of matrices |
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138 | (7) |
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5.5 Star order and idempotent matrices |
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145 | (5) |
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5.6 Fisher-Cochran type theorems |
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150 | (2) |
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152 | (3) |
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155 | (28) |
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155 | (1) |
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6.2 The condition AA- = BA- |
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156 | (4) |
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6.3 One-sided sharp order |
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160 | (7) |
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6.4 Roles of A-c and A-a in one-sided sharp order |
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167 | (4) |
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171 | (9) |
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180 | (3) |
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7 Unified Theory of Matrix Partial Orders through Generalized Inverses |
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183 | (32) |
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183 | (1) |
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7.2 G-based order relations: Definitions and preliminaries |
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184 | (11) |
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7.3 O-based order relations and their properties |
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195 | (5) |
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7.4 One-sided G-based order relations |
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200 | (3) |
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7.5 Properties of G-based order relations |
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203 | (5) |
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7.6 On G-based extensions |
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208 | (4) |
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212 | (3) |
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215 | (30) |
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215 | (1) |
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8.2 Definition and basic properties |
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215 | (11) |
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8.3 Lowner order on powers and its relation with other partial orders |
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226 | (4) |
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8.4 Lowner order on generalized inverses |
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230 | (8) |
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8.5 Generalizations of the Lowner order |
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238 | (5) |
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243 | (2) |
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245 | (28) |
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245 | (1) |
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9.2 Definition and properties |
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246 | (13) |
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9.3 Parallel sums and partial orders |
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259 | (5) |
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9.4 Continuity and index of parallel sums |
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264 | (6) |
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270 | (3) |
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10 Schur Complements and Shorted Operators |
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273 | (22) |
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273 | (1) |
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10.2 Shorted operator-A motivation |
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274 | (2) |
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10.3 Generalized Schur complement and shorted operator |
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276 | (7) |
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10.4 Shorted operator via parallel sums |
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283 | (2) |
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10.5 Generalized Schur complement and shorted operator of a matrix over general field |
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285 | (8) |
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293 | (2) |
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11 Shorted Operators-Other Approaches |
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295 | (22) |
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295 | (1) |
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11.2 Shorted operator as the limit of parallel sums-General matrices |
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296 | (9) |
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11.3 Rank minimization problem and shorted operator |
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305 | (5) |
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11.4 Computation of shorted operator |
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310 | (5) |
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315 | (2) |
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12 Lattice Properties of Partial Orders |
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317 | (26) |
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317 | (1) |
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12.2 Supremum and infimum of a pair of matrices under the minus order |
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318 | (12) |
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12.3 Supremum and infimum under the star order |
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330 | (8) |
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12.4 Infimum under the sharp order |
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338 | (4) |
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342 | (1) |
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13 Partial Orders of Modified Matrices |
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343 | (28) |
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343 | (1) |
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344 | (8) |
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352 | (5) |
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357 | (7) |
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364 | (3) |
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367 | (4) |
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14 Equivalence Relations on Generalized and Outer Inverses |
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371 | (36) |
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371 | (1) |
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14.2 Equivalence relation on g-inverses of a matrix |
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372 | (8) |
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14.3 Equivalence relations on subclasses of g-inverses |
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380 | (4) |
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14.4 Equivalence relation on the outer inverses of a matrix |
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384 | (6) |
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14.5 Diagrammatic representation of the g-inverses and outer inverses |
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390 | (11) |
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401 | (6) |
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407 | (16) |
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407 | (1) |
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15.2 Point estimation in a general linear model |
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407 | (4) |
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15.3 Comparison of models when model matrices are related under matrix partial orders |
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411 | (4) |
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15.4 Shorted operators-Applications |
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415 | (3) |
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15.5 Application of parallel sum and shorted operator to testing in linear models |
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418 | (1) |
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15.6 Shorted operator adjustment for modification of network or mechanism |
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418 | (5) |
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423 | (6) |
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16.1 Simultaneous diagonalization |
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423 | (1) |
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16.2 Matrices below a given matrix under sharp order |
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424 | (1) |
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16.3 Partial order combining the minus and sharp orders |
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424 | (1) |
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16.4 When is a G-based order relation a partial order? |
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425 | (1) |
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16.5 Parallel sum and g-inverses |
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425 | (1) |
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16.6 Shorted operator and a maximization problem |
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426 | (1) |
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427 | (2) |
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Appendix A Relations and Partial Orders |
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429 | (10) |
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429 | (1) |
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429 | (3) |
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A.3 Semi-groups and groups |
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432 | (1) |
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A.4 Semi-groups and partial orders |
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433 | (2) |
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435 | (1) |
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A.6 Compatibility of partial orders with algebraic operations |
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435 | (1) |
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A.7 Partial orders induced by convex cones |
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436 | (1) |
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A.8 Creating new partial orders from old partial orders |
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436 | (3) |
Bibliography |
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439 | (6) |
Index |
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445 | |