journal
conference
preprint/report/submitted
Parallel Computing
Parallelizing the Conjugate Gradient Algorithm for Multilevel Toeplitz Systems
Jie Chen and Tom L. H. Li
Accepted to International Conference on Computational Science (ICCS), 2013.
[ Manuscript ]
Statistics
Stochastic Approximation of Score Functions for Gaussian Processes
Michael L. Stein, Jie Chen and Mihai Anitescu
Annals of Applied Statistics (AOAS), to appear.
[ Manuscript ]
Numerical Linear Algebra, Scientific Computing
A Fast Summation Tree Code for Matern Kernel
Jie Chen, Lei Wang and Mihai Anitescu
Preprint ANL/MCS-P4001-1212, Argonne National Laboratory, 2012.
Analysis and Practical Use of Flexible BiCGStab
Jie Chen, Lois Curfman McInnes and Hong Zhang
Preprint ANL/MCS-P3039-0912, Argonne National Laboratory, 2012.
On the Use of Discrete Laplace Operator for Preconditioning Kernel Matrices
Jie Chen
SIAM Journal on Scientific Computing (SISC), to appear.
[ Manuscript ]
A Deflated Version of the Block Conjugate Gradient Algorithm with an Application to Gaussian Process Maximum Likelihood Estimation
Jie Chen
Preprint ANL/MCS-P1927-0811, Argonne National Laboratory, 2011.
Difference Filter Preconditioning for Large Covariance Matrices
Michael L. Stein, Jie Chen and Mihai Anitescu
SIAM Journal on Matrix Analysis and Applications (SIMAX), 33(1):52--72, 2012.
[ Manuscript ] [ DOI ]
A Matrix-Free Approach for Solving the Parametric Gaussian Process Maximum Likelihood Problem
Mihai Anitescu, Jie Chen and Lei Wang
SIAM Journal on Scientific Computing (SISC), 34(1):A240--A262, 2012.
[ Manuscript ] [ DOI ] [ Software ] [ Slides ] [ ScalaGAUSS website ]
Algebraic Distance on Graphs
Jie Chen and Ilya Safro
SIAM Journal on Scientific Computing (SISC), 33(6):3468--3490, 2011.
[ Manuscript ] [ DOI ]
*a short version appears in ICCS 2011:
A Measure of the Local Connectivity between Graph Vertices
Jie Chen and Ilya Safro
Procedia Computer Science, 4:196--205, 2011.
[ Manuscript ] [ DOI ]
Computing $f(A)b$ via Least Squares Polynomial Approximations
Jie Chen, Mihai Anitescu and Yousef Saad
SIAM Journal on Scientific Computing (SISC), 33(1):195--222, 2011.
[ Manuscript ] [ DOI ] [ Software ]
On the Tensor SVD and the Optimal Low Rank Orthogonal Approximation of Tensors
Jie Chen and Yousef Saad
SIAM Journal on Matrix Analysis and Applications (SIMAX), 30(4):1709--1734, 2009.
[ Manuscript ] [ DOI ] [ Software ] [ Slides ] (SIAM Student Paper Prize)
Data Mining, Machine Learning
Dense Subgraph Extraction with Application to Community Detection
Jie Chen and Yousef Saad
IEEE Transactions on Knowledge and Data Engineering (TKDE), 24(7):1216--1230, 2012.
[ Manuscript ] [ DOI ]
Trace Optimization and Eigenproblems in Dimension Reduction Methods
Effrosyni Kokiopoulou, Jie Chen and Yousef Saad
Numerical Linear Algebra with Applications (NLAA), 18(3):565--602, 2011.
[ Manuscript ] [ DOI ]
Divide and Conquer Strategies for Effective Information Retrieval
Jie Chen and Yousef Saad
Proceedings of the Ninth SIAM International Conference on Data Mining (SDM), 2009.
[ Manuscript ] [ Conference site ] [ Poster ]
Fast Approximate $k$NN Graph Construction for High Dimensional Data via Recursive Lanczos Bisection
Jie Chen, Haw-ren Fang and Yousef Saad
Journal of Machine Learning Research (JMLR), 10(Sep):1989--2012, 2009.
[ Manuscript ] [ Journal site ] [ Software ]
Lanczos Vectors versus Singular Vectors for Effective Dimension Reduction
Jie Chen and Yousef Saad
IEEE Transactions on Knowledge and Data Engineering (TKDE), 21(8):1091--1103, 2009.
[ Manuscript ] [ DOI ]
Graphics and Vision
Architectural Modeling from Sparsely Scanned Range Data
Jie Chen and Baoquan Chen
International Journal of Computer Vision (IJCV), 78(2-3):223--236, 2008.
[ Manuscript* ] [ DOI ] [ Slides ] [ Video (15.3MB) ] [ Scanning project website ]
*The original publication is available at www.springerlink.com.