All publications

Journal Publications

  1. A converse to the Bauer-Fike type theoremLinear Algebra and its Applications109 (1988), 167-178.
  2. On perturbation theorems for the generalized eigenvalues of regular matrix pencilsMath. Numer. Sinica11:1 (1989), 10-19 (Chinese). English transl. Chinese J. Numer. Math. Appl.11:2 (1989), 24-35.
  3. Perturbation bounds for generalized eigenvalues. IMath. Numer. Sinica11:1 (1989), 196-204 (Chinese). English transl. Chinese J. Numer. Math. Appl.11 (1989), 1-9.
  4. Perturbation bounds for generalized eigenvalues. IIMath. Numer. Sinica11 (1989), 239-247 (Chinese). English transl. Chinese J. Numer. Math. Appl.11 (1989), 34-43.
  5. QR decomposition and nonlinear eigenvalue problemsMath. Numer. Sinica11:4 (1989), 374-385. (Chinese).
  6. On the variations of the spectra of matrix pencilsLinear Algebra and its Applications139 (1990), 147-164.
  7. Computing the Critical Points of a Stability ProblemMath. Numer. Sinica12:3 (1990), 250-258. (Chinese).
  8. On eigenvalues of a Rayleigh quotient matrixLinear Algebra and its Applications169 (1992), 249-255.
    Note: The argument that led to Theorem 3 is flawed, namely (13) in general incorrect because \Gamma and \Sigma may not commute. But the attacked problem is recently solved in
  9. Compute multiple nonlinear eigenvaluesJ. Comp. Math.10:1 (1992), 1-20.
  10. Algorithms for inverse eigenvalue problemsJ. Comp. Math.10:2 (1992), 97-111.
  11. Solution of Linear Matrix Equation AXD-BXC=S and Perturbation of Eigenspaces of a Matrix PencilJ. Comp. Math.10 (1992), Supplementary Issue, pp. 93-109.
  12. A perturbation bound for definite pencilsLinear Algebra and its Applications179 (1993), 191-202.
  13. A perturbation bound for the generalized polar decompositionBIT33 (1993), 304-308.
  14. Norms of certain matrices with applications to variations of the spectra of matrices and matrix pencilsLinear Algebra and its Applications182 (1993), 199-234.
  15. Bounds on perturbations of generalized singular values and of associated subspacesSIAM Journal on Matrix Analysis and Applications14 (1993), 195-234.
  16. On eigenvalue variations of Rayleigh quotient matrix pencils of a definite pencilsLinear Algebra and its Applications208/209 (1994), 471-483.
  17. On perturbations of matrix pencils with real spectraMath. Comp.62 (1994), 231-265.
  18. New perturbation bounds for the unitary polar factorSIAM Journal on Matrix Analysis and Applications16 (1995).
  19. (with Zhi-Hao Cao and Jin-Jun Xie) A sharp version of Kahan’s theorem on clustered eigenvaluesLinear Algebra and its Applications245 (1996), 147-156.
  20. (with Rajendra BhatiaOn perturbations of matrix pencils with real spectra, II. Math. Comp.65 (1996), 637-645.
  21. Relative perturbation bounds for the unitary polar factorBIT37 (1997), 67-75.
  22. (with Rajendra Bhatia and F. Kittaneh) Some inequalities for commutators and an application to spectral variation. IILinear and Multilinear Algebra43 (1997), 207-219.
  23. (with William KahanUnconventional schemes for a class of ordinary differential equations–with applications to the Korteweg-de Vries (KdV) equationJ. Computational Physics134 (1997), 316-331.
  24. (with William KahanComposition constants for raising the orders of unconventional schemes for ordinary differential equationsMath. Comp.66 (1997), 1089-1099.
  25. (with Rajendra Bhatia and F. Kittaneh) Eigenvalues of Symmetrizable MatricesBIT38 (1998), 1-11.
  26. Spectral Variations and Hadamard Products: Some ProblemsLinear Algebra and its Applications278 (1998), 317-326.
    Note: Paolo Tilli showed that the conjecture in the paper was false in its generality, but remains open in the most relevant cases from matrix perturbation theory.
  27. Relative perturbation theory: I eigenvalue and singular value variationsSIAM Journal on Matrix Analysis and Applications19 (1998), 956-982.
    Note I: In establishing the theory, a so-called p-relative distance was proposed, among others, and proved to be a metric, indeed, on the set of real numbers, but was conjectured to be a metric as well on the set of complex numbers. That was finally resolved by David Day and Anders Barrlund. Interestingly enough, this p-relative was later generalized. Interested readers may like to read the following papers by them
    • David Day,  Is A Metric on  Technical Report Sand No. 98-1754, Sandia National Laboratories, Albuquerque, NM, 1998.
    • Anders Barrlund, The p-Relative Distance is a MetricSIAM Journal on Matrix Analysis and Applications, Volume 21, Number 2, pp. 699-702, 2000.
    • Peter A. H鋝t? A new weighted metric: the relative metric IJournal of Mathematical Analysis and Applications Volume 274, Issue 1 , 1 October 2002, Pages 38-58.
    • Peter A. H鋝t? A new weighted metric: the relative metric II, http://arxiv.org/math.MG/0108026.Note II: Much of results were later beautifully extended and/or improved by C.-K. Li and R. Mathias by means of min-max principle; while ours were through a matrix decomposition technique which holds an advantage over the min-max principle technique in studying eigenspace variations in the 2nd part of this series.
  28. Relative perturbation theory: II eigenspace and singular space variationsSIAM Journal on Matrix Analysis and Applications20 (1999), 471-492.
  29. Relative perturbation theory: (III) more bounds on eigenvalue variationLinear Algebra and its Applications266 (1997), 337-345.
  30. Relative Perturbation Theory: IV $\sin2\theta$ TheoremsLinear Algebra and its Applications311 (2000), 45-60.
  31. A bound on the solution to a structured Sylvester equation with an application to relative perturbation theorySIAM Journal on Matrix Analysis and Applications21 (1999), 440-445.
  32. (with G. W. StewartA new relative perturbation theorem for singular value problemLinear Algebra and its Applications313 (2000), 41-51.
  33. (with Rajendra Bhatia and William KahanPinchings and norms of scaled triangular matricesLinear and Multilinear Algebra50 (2002), 15-21.
  34. On perturbations of matrix pencils with real spectra, a RevisitMathematics of Computation72 (2003), 715-728.
  35. (with Ninoslav TruharA Theorem for Graded Indefinite Hermitian MatricesLinear Algebra and its Applications359 (2003), 263-276.
  36. (with Qiang YeA Krylov Subspace Method for Quadratic Matrix Polynomials with Application to Constrained Least Squares ProblemsSIAM Journal on Matrix Analysis and Applications25:2 (2003), 405-428.
  37. (with Ernie Croot and Hui June Zhu) The ABC conjecture and correctly rounded reciprocal square rootsTheoretical Computer Science315 (2004), 405-417.
  38. Near Optimality of Chebyshev Interpolation For Elementary Function ComputationsIEEE Transactions on Computers53 (2004), 678-687.
  39. Accuracy of Computed Eigenvectors via Optimizing a Rayleigh QuotientBIT44:3 (2004), 585-593.
    Note: After its publication, K. Veselic kindly brought to my attention that the main result in this paper had already appeared in
  40. (with Chi-Kwong LiA Note on Eigenvalues of Perturbed Hermitian MatricesLinear Algebra and its Applications395 (2005), 183-190.Note There are several embarrassing typos in the published version. We apologize for that. Please check out thiscorrected version.
  41. (with Zhaojun BaiStructure-Preserving Model Reduction using a Krylov Subspace Projection FormulationCommunications in Mathematical Sciences3:2 (2005), 179-199.
  42. Relative Perturbation Bounds For Positive Polar Factors Of Graded MatricesSIAM Journal on Matrix Analysis and Applications27 (2005), 424-433.
  43. (with L. Hoffnung and Q. Ye) Krylov Type Subspace Methods for Matrix PolynomialsLinear Algebra and its Applications415 (2006), 52-81.
  44. Lower bounds for the condition number of a real confluent Vandermonde matrixMathematics of Computation75 (2006), 1987-1995.
  45. Asymptotically Optimal Lower Bounds For the Condition Number of a Real Vandermonde MatrixSIAM Journal on Matrix Analysis and Applications28:3 (2006), 829-844.
  46. (with Chi-Kwong Li and Qiang YeEigenvalues of An Alignment Matrix in Nonlinear Manifold LearningCommunications in Mathematical Sciences5:2 (2007), 313-329.
  47. Convergence of CG and GMRES on a Tridiagonal Toeplitz Linear System BIT47 (2007), 577-599.
  48. (with Nicholas J. Higham and Fran 鏾ise TisseurBackward Error of Polynomial Eigenproblems Solved by LinearizationSIAM Journal on Matrix Analysis and Applications29:4 (2007), 1218-1241.
  49. (with Qiang Ye and Hongyuan Zha) Analysis of An Alignment Algorithm for Nonlinear Dimensionality ReductionBIT47 (2007), 873-885.
  50. On Meinardus’ Examples For the Conjugate Gradient MethodMathematics of Computation77 (2008), 335-352.
  51. Hard Cases For Conjugate Gradient Method International Journal for Information & Systems Sciences4:1 (2008), 15-29.
  52. Vandermonde Matrices with Chebyshev NodesLinear Algebra and its Applications428 (2008), 1803-1832.
  53. (with Wei Zhang) The Rate of Convergence of GMRES on a Tridiagonal Toeplitz Linear SystemNumerische Mathematik112 (2009), 167-293.
  54. (with Wei Zhang) The Rate of Convergence of GMRES on a Tridiagonal Toeplitz Linear System, IILinear Algebra and its Applications431 (2009), 2425-2436.
  55. (with Sylvie Boldo and Marc DaumasFormally Certified Argument Reduction with a Fused-Multiply-AddIEEE Transactions on Computers58:8 (2009), 1139-1145.
  56. (with Peter Benner and Ninoslav TruharOn the ADI Method for Sylvester EquationsJournal of Computational and Applied Mathematics233:4 (2009), 1035-1045.
  57. Sharpness in Rates of Convergence for the Symmetric Lanczos MethodMathematics of Computation79:269 (2010), 419-435.
  58. (with Ninoslav Truhar, Zoran Tomljanovic) Analysis of the solution of the Sylvester equation using Low Rank ADI with exact shiftsSystems & Control Letters59:3-4 (2010), 248-257.
  59. (with Wen-Wei Lin and Chern-Shuh Wang) Structured Backward Error for Palindromic Polynomial Eigenvalue ProblemsNumerische Mathematik116:1 (2010), 95-122.
  60. (with Yunkai Zhou) Bounding the Spectrum of Large Hermitian MatricesLinear Algebra and its Applications435 (2011), 480-493.
  61. (with Xiao-Wen Chang) Multiplicative Perturbation Analysis for QR FactorizationsNumerical Algebra, Control and Optimization1:2 (2011), 301-316.
  62. (with Yuji NakatsukasaNinoslav Truhar, and Shufang Xu) Perturbation of Partitioned Hermitian Definite Generalized Eigenvalue ProblemSIAM Journal on Matrix Analysis and Applications32:2 (2011), 642-663Errata
  63. (with William KahanA Family of Anadromic Numerical Methods for Matrix Riccati Differential EquationsMathematics of Computation81:277 (2012), 233-265.
  64. (with Dario Rocca, Zhaojun Bai, and Giulia Galli) A block variational procedure for the iterative diagonalization of non-Hermitian random-phase approximation matrices,The Journal of Chemical Physics136 (2012), 034111.
  65. (with Rajendra BhatiaAn Interpolating Family of MeansComm. Stoch. Anal.6:1 (2012), 15-31.
  66. (with Jungong Xue and Shufang Xu) Accurate Solutions of M-Matrix Sylvester EquationsNumerische Mathematik120:4 (2012), 639-670.
  67. (with Jungong Xue and Shufang Xu) Accurate Solutions of M-Matrix Algebraic Riccati EquationsNumerische Mathematik120:4 (2012), 671-700.
  68. (with Wei-Guo Wang and Wei-Chao Wang) Alternating-Directional Doubling Algorithm for M-Matrix Algebraic Riccati EquationsSIAM Journal on Matrix Analysis and Applications33:1 (2012), 170-194.
  69. (with Yuji NakatsukasaNinoslav Truhar, and Wei-guo Wang) Perturbation of Multiple Eigenvalues of Hermitian MatricesLinear Algebra and its Applications437 (2012), 202-213.
  70. (with Zhaojun BaiMinimization Principle for Linear Response Eigenvalue Problem, I: TheorySIAM Journal on Matrix Analysis and Applications33:4 (2012), 1075-1100.
  71. (with Zhaojun BaiMinimization Principle for Linear Response Eigenvalue Problem, II: ComputationSIAM Journal on Matrix Analysis and Applications34:2 (2013), 392-416.
  72. (with Xin Liang and Zhaojun BaiTrace Minimization Principles for Positive Semi-Definite PencilsLinear Algebra and its Applications438 (2013), 3085-3106.
  73. (with Wei-Guo Wang and Wei-Chao Wang) Deflating Irreducible Singular M-Matrix Algebraic Riccati EquationsNumerical Algebra, Control and Optimization3 (2013), 491-518.
  74. (with Zhongming Teng) Convergence Analysis of Lanczos-type Methods for the Linear Response Eigenvalue ProblemJournal of Computational and Applied Mathematics247 (2013), 17-33.
  75. (with Xin Liang) Extensions of Wielandt’s Min-max Principles for Positive Semi-Definite Pencils, Linear and Multilinear Algebra62:8 (2014), 1032-1048.
  76. (with Zhaojun BaiMinimization Principles and Computation for the Generalized Linear Response Eigenvalue ProblemBIT Numerical Mathematics54 (2014), 31-54.
  77. (with Lei-Hong Zhang and Jungong XueRayleigh-Ritz Approximation for the Linear Response Eigenvalue ProblemSIAM Journal on Matrix Analysis and Applications35 (2014), 765-782.
  78. (with Kris GarrettGIP Integrators for Matrix Riccati Differential EquationsApplied Mathematics and Computation241 (2014), 283-297.
  79. (with Lei-Hong ZhangMaximization of the Sum of the Trace Ratio On the Stiefel Manifold, I: TheorySCIENCE CHINA Mathematics57:12 (2014), 2495-2508.
  80. (with Qiang YeSimultaneous similarity reductions for a pair of matrices to condensed formsCommunications in Mathematics and Statistics2(2014), 139-153.
  81. (with Lei-Hong ZhangMaximization of the Sum of the Trace Ratio On the Stiefel Manifold, II: ComputationSCIENCE CHINA Mathematics58:7 (2015), 1549-1566.
  82. (with Xuefeng Wang) Monotonicity of Unitarily Invariant NormsLinear Algebra and its Applications466(2015), 254-266.
  83. (with Linzhang Lu and Fei Yuan) A New Look at the Doubling Algorithm for a Structured Palindromic Quadratic Eigenvalue ProblemNumerical Linear Algebra with Applications22 (2015), 393-409.
  84. There are a few typos in Theorem 3.2 and its proof. This is a correction of it.
  85. (with Lei-Hong ZhangConvergence of the Block Lanczos Method For Eigenvalue ClustersNumerische Mathematik131:1 (2015), 83-113. ICCM best paper (2019).
  86. (with Lei-Hong Zhang , Wei Hong Yang, and Chungen Shen) A Krylov Subspace Method For Large Scale Second Order Cone Linear Complementarity ProblemSIAM Journal on Scientific Computing37:4 (2015), A2046-A2075.
  87. (with Xin Liang) The Hyperbolic Quadratic Eigenvalue ProblemForum of Mathematics, Sigma3:e13 (2015), 93 pages, doi:10.1017/fms.2015.14.
  88. (with Lei-Hong Zhang and Wen-Wei LinBackward Perturbation Analysis and Residual-based Error Bounds For the Linear Response Eigenvalue ProblemBIT Numerical Mathematics55:3 (2015), 869-896.
  89. (with Zhongming Teng and Linzhang Lu) Cluster-robust accuracy bounds for Ritz subspacesLinear Algebra and its Applications480 (2015), 11-26.
  90. (with Zhongming Teng and Linzhang Lu) Perturbation of Partitioned Linear Response Eigenvalue ProblemsElectronic Transactions on Numerical Analysis44 (2015), 624-638.
  91. (with Tsung-Ming Huang, Wei-Qiang Huang, and Wen-Wei Lin) A New Two-Phase Structure-Preserving Doubling Algorithm for Critically Singular M-Matrix Algebraic Riccati EquationsNumerical Linear Algebra with Applications23 (2016), 291-313.
  92. (with Jinrui Guan, Linzhang Lu, and Rongxia Shao) Self-Corrective Iterations (SCI) for Generalized Diagonally Dominant MatricesJournal of Computational and Applied Mathematics302 (2016), 285-300.
  93. (with Zhaojun Bai and Wen-Wei Lin) Linear Response Eigenvalue Problem Solved by Extended Locally Optimal Preconditioned Conjugate Gradient MethodsSCIENCE CHINA Mathematics59:8 (2016), 1443-1460.
  94. (with Akira Imakura and Shao-Liang Zhang) Locally optimal and heavy ball GMRES methodsJapan Journal on Industrial Applied Mathematics33:2 (2016), 471-499.
  95. (with Zhongming Teng and Yunkai Zhou) A Block Chebyshev-Davidson Method for Linear Response Eigenvalue ProblemsAdvances in Computational Mathematics42:5 (2016), 1103-1128.
  96. (with C. Kristopher Garrett and Zhaojun Bai) A Nonlinear QR Algorithm for Banded Nonlinear Eigenvalue ProblemsTransactions on Mathematical Software43:1 (2016), 4:1-4:19. ICCM best paper (2020).
  97. (with Linzhang Lu, Teng Wang, Yueh-Cheng Kuo, and Wen-Wei Lin) A Fast Algorithm For Fast Train Palindromic Quadratic Eigenvalue ProblemsSIAM Journal on Scientific Computing38:6 (2016), A3410-A3429.
  98. (with Tiexiang Li and Wen-Wei Lin) A Symmetric Structure-Preserving GammaQR Algorithm for Linear Response Eigenvalue ProblemsLinear Algebra and its Applications520:1 (2017), 191-214.
  99. (with Jungong Xue) Highly Accurate Doubling Algorithms for M-matrix Algebraic Riccati EquationsNumerische Mathematik135 (2017), 733-767.
  100. (with Wei-guo Wang and Lei-hong Zhang) Error Bounds For Approximate Deflating Subspaces For Linear Response Eigenvalue ProblemsLinear Algebra and its Applications528 (2017), 273-289.
  101. (with Lei-Hong Zhang and Chungen Shen) On the Generalized Lanczos Trust-Region MethodSIAM Journal on Optimization27:3 (2017), 2110-2142. ICCM best paper (2018).
  102. (with Tsung-Ming Huang, Wen-Wei Lin, and Linzhang Lu) Optimal Parameters for Doubling AlgorithmsJournal of Mathematical Study50:4 (2017), 339-357.
  103. (with Yunfeng Cai, Leihong Zhang, and Zhaojun Bai) On an Eigenvector-Dependent Nonlinear Eigenvalue ProblemSIAM Journal on Matrix Analysis and Applications39:3 (2018), 1360-1382.
  104. (with Changli Liu) Structured Backward Error for Palindromic Polynomial Eigenvalue Problems, II: Approximate EigentripletsFrontiers of Mathematics in China13:6 (2018), 1397-1426.
  105. (with Xiang Wang, Xing Li, and Lei-Hong Zhang) An Efficient Numerical Method for the Symmetric Positive Definite Second-Order Cone Linear Complementarity ProblemJournal of Scientific Computing79:3 (2019), 1608-1629.
  106. (with Yunfeng Cai) Perturbation Analysis For Matrix Joint Block DiagonalizationLinear Algebra and its Applications581 (2019), 163-197.
  107. (with Cairong Chen and Changfeng Ma) Highly Accurate Doubling Algorithm for Quadratic Matrix Equation from Quasi-Birth-and-Death ProcessLinear Algebra and its Applications583 (2019), 1-45.
  108. (with Ninoslav Truhar and Zoran Tomljanovic) Perturbation theory for Hermitian quadratic eigenvalue problem-damped and simultaneously diagonalizable systemsApplied Mathematics and Computation371 (2020), 124921.
  109. (with Li Wang) Learning Low-dimensional Latent Graph Structures: A Density Estimation ApproachIEEE Transactions on Neural Networks and Learning Systems31:4 (2020), 1098-1112.
  110. (with Anne Greenbaum and Michael L. Overton) First-order Perturbation Theory for Eigenvalues and EigenvectorsSIAM Review62: 2 (2020), 463-482.
  111. (with Li Wang, Lei-hong Zhang, and Zhaojun Bai) Orthogonal Canonical Correlation Analysis and ApplicationsOptimization Methods and Software35:4 (2020), 787-807.
  112. (with Changli Liu and Jungong Xue) Accurate Numerical Solution For Shifted M-Matrix Algebraic Riccati Equations, Journal of Scientific Computing84:15 (2020).
  113. (with Feng Liu, Li Wang, Yifei Lou, Patrick Purdon) Probabilistic Structure Learning for EEG/MEG Source Imaging with Hierarchical Graph Prior, IEEE Transactions on Medical Imaging40:1 (2021), 321-334. (supplementary material) 2019 INFORMS’ SAS Data Mining Best Paper.
  114. (with Yunshen Zhou and Zhaojun Bai) Linear Constrained Rayleigh Quotient Optimization: Theory and Algorithms, CSIAM Transactions on Applied Mathematics, 2:2(2021), 195-262.
  115. (with Ninoslav Truhar) On an Eigenvector-Dependent Nonlinear Eigenvalue Problem from the Perspective of Relative Perturbation TheoryJournal of Computational and Applied Mathematics395: 113596 (2021).
  116. (with Changli Liu, Wei-guo Wang, and Jungong Xue) Accurate Numerical Solution for Structured M-Matrix Algebraic Riccati EquationsJournal of Computational and Applied Mathematics396 (2021), 113614.
  117. (with Li Wang and Wen-wei Lin) Multi-view Orthonormalized Partial Least Squares: Regularizations and Deep Extensions, IEEE Transactions on Neural Networks and Learning Systems, doi:10.1109/TNNLS.2021.3116784.
  118. (with Li Wang) A Scalable Algorithm for Large-scale Unsupervised Multi-view Partial Least Squares, IEEE Transactions onon Big Data, 8:4 (2022), 1073-1083.
  119. (with Lei-hong Zhang, Li Wang, and Zhaojun Bai) A Self-Consistent-Field Iteration for Orthogonal Canonical Correlation Analysis, IEEE Transactions on Pattern Analysis and Machine Intelligence, 44:2 (2022), 890-904.
  120. (with Zhaojun Bai and Ding Lu) Sharp Estimation Of Convergence Rate For Self-Consistent Field Iteration
    to Solve Eigenvector-Dependent Nonlinear Eigenvalue Problems, SIAM Journal on Matrix Analysis and Applications, 43:1 (2022), 301-327.
  121. (with Xijun Ma, Chungen Shen, Li Wang, and Lei-Hong Zhang) A Self-Consistent-Field Iteration
    for MAXBET with an Application to Multi-view Feature Extraction, Advances in Computational Mathematics, 48 (2022), 13.
  122. (with Jing Yang, Li Wang, Jiale Qin, Jichen Du, Mingchao Ding, and Tianye Niu) Multi-view Learning for Lymph Node Metastasis Prediction Using Tumor and Nodal Radiomics in Gastric Cancer, Physics in Medicine & Biology, 67:5 (2022), 055007.
  123. (with Mei Yang) Heavy Ball Flexible GMRES Method for Nonsymmetric Linear Systems, Journal of Computational Mathematics, 40:5 (2022), 715-731.
  124. (with Guiding Gu and Li Wang) Highly Accurate Latouche-Ramaswami Logarithmic Reduction Algorithm for Quasi-Birth-And-Death Process, Journal of Mathematical Study, 55:2 (2022), 180-194.
  125. (with Yangkang Jiang, Yibao Zhang, Chen Luo, Pengfei Yang, Jing Wang, Xiaokun Liang, Wei Zhao,
    and Tianye Niu) A generalized image quality improvement strategy of cone-beam CT using multiple
    spectral CT labels in Pix2pix GAN, Physics in Medicine & Biology, 67 (2022), 115003.
  126. (with Changli Liu and Jungong Xue) On Nonlinear Matrix Equations from the First Standard Form,
    Annals of Mathematical Sciences and Applications, 7:2 (2022), 169-191.
  127. (with Gul Karaduman and Mei Yang) A least squares approach for saddle point problems,
    Japan Journal of Industrial and Applied Mathematics, doi.org/10.1007/s13160-022-00509-y.
  128. (with Xin Liang, Zhen-Chen Guo, Li Wang, and Wen-Wei Lin) Nearly Optimal Stochastic Approximation for Online Principal Subspace Estimation, SCIENCE CHINA Mathematics, doi.org/10.1007/s11425-021-1972-5.
  129. (with Li Wang, Lei-Hong Zhang, and Chungen Shen) Orthogonal Multi-view Analysis by Successive Approximations via Eigenvectors, Neurocomputing, 512 (2022), 100-116.
  130. (with Xin Liang, Li Wang, and Lei-Hong Zhang) On Generalizing Trace Minimization Principles,
    Linear Algebra and Its Applications, 656 (2023), 483-509.
  131. (with Li Wang and Lei-Hong Zhang) Trace ratio optimization with an application to multi-view learning,
    Mathematical Programming, 201 (2023), 97-131
  132. (with Li Wang and Lei-Hong Zhang) Maximizing Sum of Coupled Traces with Applications, Numerische Mathematik, 152 (2022), 587–629.  doi.org/10.1007/s00211-022-01322-y.
  133. (with Lei-Hong Zhang and Yangfeng Su) Accurate Polynomial Fitting and Evaluation via Arnoldi,
    Numerical Algebra, Control and Optimization, 14 (2024), 526-546
  134. (with Zhongming Teng) Variations of Orthonormal Basis Matrices of Subspaces, Numerical Algebra, Control and Optimization, to appear.
  135. (with D. Lu) Locally Unitarily Invariantizable NEPv and Convergence Analysis of SCF,
    Mathematics of Computation, 93 (2024), 2291-2329
  136. (with Xin Liang) On Generalizing Trace Minimization Principles, II. Linear Algebra and Its Applications687  (2024), 8-37.
  137. (with Ninoslav Truhar and Lei-Hong Zhang) On Stewart’s Perturbation Theorem for SVD, Annals of Mathematical Sciences and Applications, to appear.
  138. A Theory of the NEPv Approach for Optimization On the Stiefel Manifold, Foundations of Computational Mathematics, 64 pages, to appear.

Software

  1. Contribution to LAPACK. I provided subroutines for solving secular equations which sit at the kernel of the divide-and-conquer methods for the symmetric eigenvalue problem and singular value problem.
  2. Constructing high order palindromic composition schemes: composition.txt and composition.tar.gz, both at NETLIB’s ODE
  3. HP-UX libm for Itanium
  4. Formal definitions and theorems, with proofs, about floating-point numbers. Contributors: Sylvie Boldo*, Marc Daumas, Laurent Fousse*, Ren-Cang Li and Guillaume Melquiond*, Jean-Michel Muller, Laurence Rideau*, and Laurent Thery*. Contributors that were directly interacting with Coq are indicated by a star.
  5. MATLAB codes for CG-type methods for eigenvalue problems, prepared for the 2013 SIAM Gene Golub SIAM Summer School, Fudan university, Shanghai.
  6. GIP Integrator Package for matrix Riccati differential equations (GIPACK). This preliminary release contains MATLAB functions for using the integrators. Detailed discussion on the integrators can be found at GIP Integrators for Matrix Riccati Differential Equations, Applied Mathematics and Computation241 (2014), 283-297.
  7. Unstructrually Banded Nonlinear Eigenvalue Software. The package contains both Matlab and C++ implementations of solving unstructurally banded nonlinear eigenvalues with a Kublanovskaya type method.
  8. Expertly extended Locally Optimal Block Preconditioned 4d Conjugate Gradient (xeLOBP4dCG). This preliminary release contains MATLAB functions for using the methods. Detailed discussion on the methods can be found at Linear Response Eigenvalue Problem Solved by Extended Locally Optimal Preconditioned Conjugate Gradient MethodsSCIENCE CHINA Mathematics59:8 (2016), 1443-1460.
  9. MATLAB codes for doubling algorithms for nonlinear matrix equations to go with
    1. (with Tsung-Ming Huang and Wen-Wei Lin) Structure-Preserving Doubling Algorithms For Nonlinear Matrix Equations. SIAM, Philadelphia, September 2018.

PhD Thesis

Raising the Orders of Unconventional Schemes for Ordinary Differential Equations, University of California at Berkeley, 1995.

Conference Proceedings

  1. (with Anders H. Andersen, William S. Rayens, and Lee X. Blonder) Mathematical problems in the application of multilinear models to facial emotion processing experiments, Proc. SPIE 4121, Mathematical Modeling, Estimation, and Imaging, 77 (October 4, 2000); doi:10.1117/12.402429.
  2. (with Sylvie Boldo and Marc Daumas) Theorems on Efficient Argument ReductionsProceedings of the 16th IEEE Symposium on Computer Arithmetic, pp.129-136, 2003.
  3. (with Zhaojun BaiStructure-Preserving Model ReductionProceedings of PARA’04, J. Dongarra, K. Madsen, and J. Wa{\’ s}niewski (eds.), Lecture Notes in Computer Science, 3732 (2006), 323-332, Springer.
    Presented at Mini-symposium – Substructuring, Dimension Reduction and Applications, organized by Zhaojun Bai and Ren-Cang Li for PARA’04 workshop on state-of-the-art in Scientific Computing, Technical University of Denmark, Copenhagen, Denmark, June 20-23, 2004.
  4. Rayleigh Quotient Based Optimization Methods For Eigenvalue Problems, Summary of lectures delivered at Gene Golub SIAM Summer School 2013, Fudan University, Shanghai, China, July 22 to August 2, 2013.
    Suggested reading A Scorching Summer School in Shanghai by Jing Leng, Charles Puelz, and Leo Taslaman, SIAM News, November 1, 2013.
  5. (with Hongteng Xu, Hongyuan Zha, and Mark A. Davenport) Active Manifold Learning via Gershgorin Circle Guided Sample Selection, AAAI-15 (2015, Association for the Advancement of Artificial Intelligence), Austin, Texas, January 25-29, 2015.
  6. (with Zhaojun Bai) Recent Progress in Linear Response Eigenvalue Problems. In: Sakurai T., Zhang SL., Imamura T., Yamamoto Y., Kuramashi Y., Hoshi T. (eds) Eigenvalue Problems: Algorithms, Software and Applications in Petascale Computing. EPASA 2015. Lecture Notes in Computational Science and Engineering, vol 117. Springer, Cham
  7. (with Zigen Song, Melinda Baxter, Mingwu Jin, Jian-Xiong Wang, Talon Johnson, and Jianzhong Su) Sparse Sampling and Fully-3D Fast Total Variation Based Imaging Reconstruction for Chemical Shift Imaging in Magnetic Resonance Spectroscopy, in Brain InformaticsProceedings of International Conference (BI 2018), Arlington, TX, USA, December 7–9, 2018, Springer International Publishing.

Book Chapters

  1. (with Z. Bai) Stability and Accuracy Assessments. Sections, 4.8, 5.7,7.13, and 8.8 in Templates for the Solution of Algebraic Eigenvalue Problems: a Practical Guide, Z. Bai, J. Demmel, J. Dongarra, A. Ruhe, and H. van der Vorst (editors), SIAM, Philadelphia, 2000.
  2. Matrix Perturbation Theory as Chapter 15 in Handbook of Linear Algebra, L. Hogben, R. Brualdi, A. Greenbaum and R. Mathias (editors), Chapman & Hall/CRC, New York, 2007.
    Revised Matrix Perturbation Theory as Chapter 21 in Handbook of Linear Algebra, 2nd edition, Chapman & Hall/CRC, New York, 2014.
  3. (with Z. Bai and Y. Su) A Unified Krylov Projection Framework for Structure-Preserving Model Reduction, in Model Order Reduction: Theory, Research Aspects and Applications, Series: Mathematics in Industry, Subseries: The European Consortium for Mathematics in Industry, Vol. 13, Schilders, Wilhelmus H.A.; van der Vorst, Henk A.; Rommes, Joost (Eds.), Springer, 2008.
  4. Rayleigh Quotient Based Optimization Methods for Eigenvalue Problems, in Matrix Functions and Matrix Equations, Series in Contemporary Applied Mathematics: Vol. 19, Zhaojun Bai, Weiguo Gao, Yangfeng Su (eds.), pp.76-108, World Scientific, Singapore, 2015.
  5. (with Zhaojun Bai) Recent Progress in Linear Response Eigenvalue Problems, in Eigenvalue Problems: Algorithms, Software and Applications in Petascale Computing, Lecture Notes in Computational Science and Engineering, Vol. 117, T. Sakurai and S.-L. Zhang and T. Imamura and Y. Yamamoto and Y. Kuramashi and T. Hoshi (eds), pp. 287-304, Springer, 2017.

Book

  1. (with Tsung-Ming Huang and Wen-Wei Lin) Structure-Preserving Doubling Algorithms For Nonlinear Matrix Equations. SIAM, Philadelphia, September 2018.

Selected Technical Reports (unpublished)

  1. (with Huan Ren) An efficient tridiagonal eigenvalue solver on CM 5 with Laguerre’s iterationTechnical ReportUCB//CSD-94-848, Computer Science Division, University of California at Berkeley, 1994. ( cover)
  2. Relations between the field of values of a matrix and those of its Schur complementsTechnical ReportUCB//CSD-94-849, Computer Science Division, University of California at Berkeley, 1994. ( cover)
  3. Reciproot algorithm-correctly rounded? Technical ReportUCB//CSD-94-850, Computer Science Division, University of California at Berkeley, 1994.
  4. Solving secular equations stably and efficientlyLAPACK working notes 89, (1993). Also Technical ReportUCB//CSD-94-851, Computer Science Division, University of California at Berkeley, 1994.
  5. Linear systems with coefficient matrices having fields of values not containing the originTechnical ReportUCB//CSD-94-853, Computer Science Division, University of California at Berkeley, 1994.
  6. An Efficient Implementation of a Spectral Transform Method for Solving the Shallow Water Equations, Manuscript, Oak Ridge National Laboratory, 1996.
  7. A Multi-Resolution Approach for Calculating Primary Eigenvectors of a Large Set of Images, Technical Report, 98-13, Department of Mathematics, University of Kentucky, June 1998.
  8. Unconventional Reflexive Numerical Methods for Matrix Differential Riccati Equations, Technical Report, 2000-36, Department of Mathematics, University of Kentucky, November 2000.
  9. Test Positive Realness Of A General Transfer Function Matrix, Technical Report, 2000-20, Department of Mathematics, University of Kentucky, April 2000.
  10. Structural Preserving Model Reductions, Technical Report, 2004-02, Department of Mathematics, University of Kentucky, January 2004.
  11. Asymptotically Optimal Lower Bounds For the Condition Number of a Real Vandermonde MatrixTechnical Report, 2004-05, Department of Mathematics, University of Kentucky, June 2004.
  12. Sharpness in Rates of Convergence For CG and Symmetric Lanczos MethodsTechnical Report, 2005-01, Department of Mathematics, University of Kentucky, January 2005.
  13. Vandermonde Matrices with Chebyshev Nodes, Technical Report, 2005-02, Department of Mathematics, University of Kentucky, January 2005.

Problems

1.(with David Day) A Bound on the Eigenvalue Gaps: Problem 10499The American Mathematical Monthly, 103:1 (1996), p.75; SolutionThe American Mathematical Monthly105:1 (1998), p.71.

Libm for HP-UX Itanium

(with James W. Thomas, Jon P. Okada, and Peter Markstein) The Libm Library and Floating-Point Arithmetic in HP-UX for Itanium?Based Systems

Research supported in part by

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Any opinions, findings, and conclusions or recommendations expressed in these material are those of the author(s) and do not necessarily reflect the views of the National Science Foundation.

Last modified Wednesday September 21, 2005