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JOURNAL PUBLICATIONS
- Lingfei
Wu, Kesheng Wu, Alex Sim,
Michael Churchill, Jong Y. Choi,
Andreas Stathopoulos, Cs Chang and Scott Klasky, ”°Towards Real-Time
Detection and Tracking of Blob-Filaments in Fusion Plasma Big Data”±,
the IEEE Transaction on Big Data, Invited to Resubmit. [arXiv PDF]
- Lingfei Wu, Andreas Stathopoulos, Jesse
Laeuchli, Vassilis Kalantzis and Efstratios Gallopoulos, ”°Estimating the Trace of the Matrix
Inverse by Interpolating from the Diagonal of an Approximate Inverse”±,
the Journal of Computational Physics, Invited to Resubmit. [arXiv PDF]
- Lingfei Wu, and Andreas Stathopoulos, ”°A
Preconditioned Hybrid SVD Method for Computing Accurately Singular
Triplets of Large Matrices”±, SIAM J. Sci. Comput. 37-5(2015),
pp. S365-S388. [arXiv
PDF]
PEER-REVIEWED CONFERENCE PUBLICATIONS
- Lingfei Wu*, Ian E.H. Yen*, Jie Chen and Rui Yan (* equally contributed), "Revisiting Random Binning Feature: Fast Convergence and Strong Parallelizability", ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), 2016. [PDF]
- Jie Chen*, Lingfei Wu*,
Kartik Audhkhasi, Brian Kingsbury, and Bhuvana Ramabhadran (* equally contributed), ”°Efficient One-VS-One Kernel Ridge
Regression for Speech Recognition”±, the 41st IEEE International
Conference on Acoustics, Speech and Signal Processing (ICASSP), 2016. [PDF]
- Lingfei Wu
and Andreas Stathopoulos, ”°High-Performance
Algorithms for Large-Scale Singular Value Problems and Big Data
Applications”±, ACM/IEEE SC15 Doctoral Showcase, Austin, TX, USA,
November 2015. [PDF]
[Slides]
- Lingfei Wu,
Andreas Stathopoulos, and Eloy Romero, ”°A High-Performance Preconditioned
SVD Solver for Accurately Computing Large-Scale Singular Value Problems
in PRIMME”±, ACM/IEEE SC15 ACM Student Research Competition,
Austin, TX, USA, November 2015. [PDF] [Slides]
- Lingfei Wu, Kesheng Wu, Alex Sim, Michael Churchill,
Jong Y. Choi, Andreas
Stathopoulos, Cs Chang and Scott Klasky, ”°High-Performance Outlier
Detection Algorithm for Finding Blob-Filaments in Plasma”±, Proc.
of 5rd International Workshop on Big Data Analytics:
Challenges and Opportunities (BDAC-14), held in conjunction with
ACM/IEEE SC14. New Orleans, LA, USA, November 2014. [PDF] [Slides]
- Lingfei
Wu, ”°Real-Time Outlier Detection
Algorithm for Finding Blob-Filaments in
Plasma”±, ACM/IEEE SC14 ACM Student Research Competition, New
Orleans, LA, USA, November 2014. [PDF] [Slides]
INVITED TALKS
-
Lingfei
Wu, Minisymposium invited talk in
SIAM Annual Meeting 2016, "Block
Preconditioned Thick-Restart Lanczos Method with Subspace Optimization
for Symmetric Eigenvalue Problems".
ABSTRACT
PUBLICATIONS AND PRESENTATIONS
-
Lingfei
Wu
and A. Stathopoulos, ”°Improving
Thick-Restarting Lanczos Method by Subspace Optimization For Large
Sparse Eigenvalue Problems”±,
2015 SIAM
Conference on Applied Linear Algebra, Atlanta, Georgia, USA, October
2015. [Slides]
-
Lingfei
Wu
and A. Stathopoulos, ”°An
Implementation and Analysis of the Refined
Projection method For (Jacobi-)Davidson Type Methods”±, 2015 SIAM
Conference on Computational Science and Engineering, Salt Lake City,
Utah, USA, March 2015. [Slides]
-
A. Stathopoulos and Lingfei
Wu, ”°Accurate Computation of Smallest
Singular Values Using the PRIMME
Eigensolver”±, 8th International Workshop on Parallel Matrix
Algorithms
and Applications (PMAA), Lugano, Switzerland, July 2014. [Slides]
-
Lingfei
Wu
and A. Stathopoulos, ”°Enhancing the PRIMME Eigensolver for
Computing
Accurately Singular Triplets of Large Matrices”±, 13th Copper
Mountain
Conference on Iterative Methods Student Paper Competition, Copper
Mountain, Colorado, USA, April 2014. [Slides]
-
A. Stathopoulos, Lingfei
Wu, J. Laeuchli,
V. Kalatzis, and S. Gallopoulos, ”°Fitting Techniques for Estimating
The Trace of The Inverse of A Matrix”±, 6th International
Conference of the ERCIM on Computational and Methodological Statistics
(ERCIM), London, UK, December 2013. [Slides]
-
A. Stathopoulos, Lingfei
Wu, J. Laeuchli,
V. Kalatzis, S. Gallopoulos, ”°Using
ILU(0) To Estimate The Diagonal of The Inverse of A Matrix”±,
18th Conference of International
Linear Algebra Society (ILAS), Rhode Island, USA, June 2013. [Slides]
- A. Stathopoulos
and Lingfei Wu,
”°A MATLAB Interface for PRIMME for
Solving Eigenvalue and Singular
Value Problems”±, 2013 SIAM Conference on Computational Science
and
Engineering, Boston, USA, February 2013. [Slides]
TECHNICAL REPORTS
-
Lingfei
Wu, Andreas Stathopoulos, Jesse Laeuchli, Vassilis Kalantzis and
Efstratios Gallopoulos, ”°Estimating the Trace of the
Matrix Inverse by Interpolating from the Diagonal of an Approximate
Inverse”±, Tech Report:
WM-CS-2015-02, Department
of Computer Science, College of William and
Mary, 2015.
-
Lingfei
Wu, Kesheng Wu, Alex Sim, Michael Churchill,
Jong Y. Choi,
Andreas Stathopoulos, Cs Chang and Scott Klasky, ”°Towards Real-Time
Detection and Tracking of Blob-Filaments in Fusion Plasma Big Data”±,
Tech Report:
WM-CS-2015-01, Department of
Computer Science, College of William and
Mary, 2015.
-
Lingfei
Wu
and
Andreas Stathopoulos, ”°PRIMME_SVDS: A Preconditioned SVD solver for
Computing Accurately Singular Triplets of Large Matrices Based on The
PRIMME Eigensolver”±, Tech
Report: WM-CS-2014-06,
Department of Computer
Science, College of William and Mary, 2015.
-
Lingfei
Wu and Andreas Stathopoulos, ”°Enhancing the
PRIMME Eigensolver for
Computing Accurately Singular Triplets of Large Matrices”±, Tech Report:
WM-CS-2014-03, Department of Computer Science, College of William
and
Mary, 2014.
Some peer-reviewed
publications in Wireless Sensor Network and Robotics before joining
in College of William and Mary
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