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<g id="a_node2"><a xlink:title="Problem Statement"> |
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<text text-anchor="middle" x="283" y="-1285.1" font-family="Arial" font-size="8.00">Problem Statement</text> |
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<g id="a_node20"><a xlink:title="Finite Number of Constraints"> |
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<text text-anchor="middle" x="283" y="-556.1" font-family="Arial" font-size="8.00">Finite Number of Constraints</text> |
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<text text-anchor="middle" x="283" y="-421.1" font-family="Arial" font-size="8.00">Correlation Matrices and Hadamard Rank Inequality</text> |
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<g id="a_node28"><a xlink:title="Applications"> |
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<g id="a_node34"><a xlink:title="Conclusion"> |
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<text text-anchor="middle" x="283" y="-70.1" font-family="Arial" font-size="8.00">Conclusion</text> |
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<g id="a_node3"><a xlink:title="Characterize extreme points of convex set C."> |
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<text text-anchor="middle" x="549" y="-1366.1" font-family="Arial" font-size="8.00">Characterize extreme points of convex set C.</text> |
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<text text-anchor="middle" x="549" y="-1312.1" font-family="Arial" font-size="8.00">C is set of positive linear operators on Hilbert space.</text> |
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<text text-anchor="middle" x="549" y="-1258.1" font-family="Arial" font-size="8.00">Linear constraints are given by TrPA = c for every α.</text> |
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<text text-anchor="middle" x="549" y="-1150.1" font-family="Arial" font-size="8.00">S is set of bounded linear operators on Hilbert space.</text> |
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<text text-anchor="middle" x="549" y="-1096.1" font-family="Arial" font-size="8.00">TrA is trace of operator A.</text> |
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<text text-anchor="middle" x="549" y="-1042.1" font-family="Arial" font-size="8.00">R(A) is range of operator A.</text> |
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<title>139861108090688->139861107211456</title> |
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<g id="node11" class="node"> |
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<title>139861107201216</title> |
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<g id="a_node11"><a xlink:title="N(A) is null space of operator A."> |
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<path fill="#ffffff" stroke="#808080" d="M602,-1008C602,-1008 496,-1008 496,-1008 490,-1008 484,-1002 484,-996 484,-996 484,-984 484,-984 484,-978 490,-972 496,-972 496,-972 602,-972 602,-972 608,-972 614,-978 614,-984 614,-984 614,-996 614,-996 614,-1002 608,-1008 602,-1008"/> |
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<text text-anchor="middle" x="549" y="-988.1" font-family="Arial" font-size="8.00">N(A) is null space of operator A.</text> |
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<title>139861108090688->139861107201216</title> |
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<g id="node13" class="node"> |
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<title>139861106728192</title> |
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<g id="a_node13"><a xlink:title="P is extreme point if no even perturbation exists."> |
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<path fill="#d3b69c" stroke="#808080" d="M630.5,-954C630.5,-954 467.5,-954 467.5,-954 461.5,-954 455.5,-948 455.5,-942 455.5,-942 455.5,-930 455.5,-930 455.5,-924 461.5,-918 467.5,-918 467.5,-918 630.5,-918 630.5,-918 636.5,-918 642.5,-924 642.5,-930 642.5,-930 642.5,-942 642.5,-942 642.5,-948 636.5,-954 630.5,-954"/> |
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<text text-anchor="middle" x="549" y="-934.1" font-family="Arial" font-size="8.00">P is extreme point if no even perturbation exists.</text> |
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<g id="edge12" class="edge"> |
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<title>139861107209920->139861106728192</title> |
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<g id="node14" class="node"> |
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<title>139861107210240</title> |
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<g id="a_node14"><a xlink:title="Even perturbation is H such that P + H and P - H are in C."> |
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<path fill="#d3b69c" stroke="#808080" d="M648.5,-900C648.5,-900 449.5,-900 449.5,-900 443.5,-900 437.5,-894 437.5,-888 437.5,-888 437.5,-876 437.5,-876 437.5,-870 443.5,-864 449.5,-864 449.5,-864 648.5,-864 648.5,-864 654.5,-864 660.5,-870 660.5,-876 660.5,-876 660.5,-888 660.5,-888 660.5,-894 654.5,-900 648.5,-900"/> |
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<text text-anchor="middle" x="549" y="-880.1" font-family="Arial" font-size="8.00">Even perturbation is H such that P + H and P - H are in C.</text> |
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</a> |
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</g> |
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</g> |
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<g id="edge13" class="edge"> |
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<title>139861107209920->139861107210240</title> |
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<g id="node15" class="node"> |
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<title>139861107201408</title> |
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<g id="a_node15"><a xlink:title="Theorem 3.1: Characterization of even perturbations."> |
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<path fill="#d3b69c" stroke="#808080" d="M640,-846C640,-846 458,-846 458,-846 452,-846 446,-840 446,-834 446,-834 446,-822 446,-822 446,-816 452,-810 458,-810 458,-810 640,-810 640,-810 646,-810 652,-816 652,-822 652,-822 652,-834 652,-834 652,-840 646,-846 640,-846"/> |
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<text text-anchor="middle" x="549" y="-826.1" font-family="Arial" font-size="8.00">Theorem 3.1: Characterization of even perturbations.</text> |
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</a> |
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</g> |
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</g> |
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<title>139861107209920->139861107201408</title> |
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<g id="node17" class="node"> |
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<title>139861107202688</title> |
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<g id="a_node17"><a xlink:title="Theorem 3.3: Three equivalent conditions for P to be extreme point."> |
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<text text-anchor="middle" x="549" y="-772.1" font-family="Arial" font-size="8.00">Theorem 3.3: Three equivalent conditions for P to be extreme point.</text> |
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</g> |
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<title>139861107209984->139861107202688</title> |
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<g id="node18" class="node"> |
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<title>139861108090816</title> |
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<g id="a_node18"><a xlink:title="Conditions involve existence of nonzero self-adjoint X."> |
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<text text-anchor="middle" x="549" y="-718.1" font-family="Arial" font-size="8.00">Conditions involve existence of nonzero self-adjoint X.</text> |
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<g id="edge17" class="edge"> |
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<g id="node19" class="node"> |
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<title>139861108245632</title> |
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<g id="a_node19"><a xlink:title="X must satisfy certain properties."> |
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<text text-anchor="middle" x="549" y="-664.1" font-family="Arial" font-size="8.00">X must satisfy certain properties.</text> |
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</a> |
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<g id="edge18" class="edge"> |
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<g id="node21" class="node"> |
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<title>139861106515136</title> |
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<g id="a_node21"><a xlink:title="Theorem 3.5: Rank characterization of extreme points."> |
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<path fill="#c6a4d8" stroke="#808080" d="M642.5,-630C642.5,-630 455.5,-630 455.5,-630 449.5,-630 443.5,-624 443.5,-618 443.5,-618 443.5,-606 443.5,-606 443.5,-600 449.5,-594 455.5,-594 455.5,-594 642.5,-594 642.5,-594 648.5,-594 654.5,-600 654.5,-606 654.5,-606 654.5,-618 654.5,-618 654.5,-624 648.5,-630 642.5,-630"/> |
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<text text-anchor="middle" x="549" y="-610.1" font-family="Arial" font-size="8.00">Theorem 3.5: Rank characterization of extreme points.</text> |
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</a> |
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</g> |
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</g> |
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<g id="node22" class="node"> |
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<title>139861106727552</title> |
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<g id="a_node22"><a xlink:title="Rank of P is finite if and only if P is extreme point."> |
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<path fill="#c6a4d8" stroke="#808080" d="M632.5,-576C632.5,-576 465.5,-576 465.5,-576 459.5,-576 453.5,-570 453.5,-564 453.5,-564 453.5,-552 453.5,-552 453.5,-546 459.5,-540 465.5,-540 465.5,-540 632.5,-540 632.5,-540 638.5,-540 644.5,-546 644.5,-552 644.5,-552 644.5,-564 644.5,-564 644.5,-570 638.5,-576 632.5,-576"/> |
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<text text-anchor="middle" x="549" y="-556.1" font-family="Arial" font-size="8.00">Rank of P is finite if and only if P is extreme point.</text> |
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</g> |
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<g id="node23" class="node"> |
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<title>139861107205056</title> |
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<g id="a_node23"><a xlink:title="Upper bound on rank of extreme points."> |
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<path fill="#c6a4d8" stroke="#808080" d="M616.5,-522C616.5,-522 481.5,-522 481.5,-522 475.5,-522 469.5,-516 469.5,-510 469.5,-510 469.5,-498 469.5,-498 469.5,-492 475.5,-486 481.5,-486 481.5,-486 616.5,-486 616.5,-486 622.5,-486 628.5,-492 628.5,-498 628.5,-498 628.5,-510 628.5,-510 628.5,-516 622.5,-522 616.5,-522"/> |
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<text text-anchor="middle" x="549" y="-502.1" font-family="Arial" font-size="8.00">Upper bound on rank of extreme points.</text> |
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</a> |
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</g> |
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</g> |
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<g id="edge22" class="edge"> |
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<g id="node25" class="node"> |
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<title>139861106521856</title> |
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<g id="a_node25"><a xlink:title="Correlation matrix is P such that Pii = 1 for all i."> |
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<path fill="#ffe5b8" stroke="#808080" d="M628,-468C628,-468 470,-468 470,-468 464,-468 458,-462 458,-456 458,-456 458,-444 458,-444 458,-438 464,-432 470,-432 470,-432 628,-432 628,-432 634,-432 640,-438 640,-444 640,-444 640,-456 640,-456 640,-462 634,-468 628,-468"/> |
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<text text-anchor="middle" x="549" y="-448.1" font-family="Arial" font-size="8.00">Correlation matrix is P such that Pii = 1 for all i.</text> |
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</a> |
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</g> |
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</g> |
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<title>139861107206272->139861106521856</title> |
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<g id="node26" class="node"> |
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<title>139861107198976</title> |
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<g id="a_node26"><a xlink:title="Theorem 4.1: Characterization of extreme correlation matrices."> |
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<path fill="#ffe5b8" stroke="#808080" d="M657.5,-414C657.5,-414 440.5,-414 440.5,-414 434.5,-414 428.5,-408 428.5,-402 428.5,-402 428.5,-390 428.5,-390 428.5,-384 434.5,-378 440.5,-378 440.5,-378 657.5,-378 657.5,-378 663.5,-378 669.5,-384 669.5,-390 669.5,-390 669.5,-402 669.5,-402 669.5,-408 663.5,-414 657.5,-414"/> |
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<text text-anchor="middle" x="549" y="-394.1" font-family="Arial" font-size="8.00">Theorem 4.1: Characterization of extreme correlation matrices.</text> |
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</a> |
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</g> |
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</g> |
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<g id="node27" class="node"> |
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<title>139861108880384</title> |
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<g id="a_node27"><a xlink:title="Hadamard rank inequality is equality if and only if P is extreme."> |
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<path fill="#ffe5b8" stroke="#808080" d="M656,-360C656,-360 442,-360 442,-360 436,-360 430,-354 430,-348 430,-348 430,-336 430,-336 430,-330 436,-324 442,-324 442,-324 656,-324 656,-324 662,-324 668,-330 668,-336 668,-336 668,-348 668,-348 668,-354 662,-360 656,-360"/> |
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<text text-anchor="middle" x="549" y="-340.1" font-family="Arial" font-size="8.00">Hadamard rank inequality is equality if and only if P is extreme.</text> |
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</a> |
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</g> |
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</g> |
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<g id="edge26" class="edge"> |
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<title>139861107206272->139861108880384</title> |
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<g id="node29" class="node"> |
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<title>139861108084864</title> |
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<g id="a_node29"><a xlink:title="Sensitivity analysis of PCA with incomplete data."> |
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<path fill="#c2e3e3" stroke="#808080" d="M630,-306C630,-306 468,-306 468,-306 462,-306 456,-300 456,-294 456,-294 456,-282 456,-282 456,-276 462,-270 468,-270 468,-270 630,-270 630,-270 636,-270 642,-276 642,-282 642,-282 642,-294 642,-294 642,-300 636,-306 630,-306"/> |
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<text text-anchor="middle" x="549" y="-286.1" font-family="Arial" font-size="8.00">Sensitivity analysis of PCA with incomplete data.</text> |
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</a> |
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<g id="node30" class="node"> |
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<title>139861107809664</title> |
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<g id="a_node30"><a xlink:title="Optimization on quantum mechanical states."> |
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<path fill="#c2e3e3" stroke="#808080" d="M623.5,-252C623.5,-252 474.5,-252 474.5,-252 468.5,-252 462.5,-246 462.5,-240 462.5,-240 462.5,-228 462.5,-228 462.5,-222 468.5,-216 474.5,-216 474.5,-216 623.5,-216 623.5,-216 629.5,-216 635.5,-222 635.5,-228 635.5,-228 635.5,-240 635.5,-240 635.5,-246 629.5,-252 623.5,-252"/> |
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<text text-anchor="middle" x="549" y="-232.1" font-family="Arial" font-size="8.00">Optimization on quantum mechanical states.</text> |
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<g id="edge29" class="edge"> |
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<g id="node32" class="node"> |
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<title>139861107582080</title> |
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<g id="a_node32"><a xlink:title="State of particle is represented by density operator P."> |
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<text text-anchor="middle" x="549" y="-178.1" font-family="Arial" font-size="8.00">State of particle is represented by density operator P.</text> |
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