Defeng Sun
Defeng Sun publishes mostly in Numerical Analysis, Computational Theory and Mathematics and Computational Mechanics, on topics such as Advanced Optimization Algorithms Research, Sparse and Compressive Sensing Techniques and Optimization and Variational Analysis.
- World rank
- #40,246 of 7,710,434 ranked researchers
- Rank in Singapore
- #261 of 23,642
- Works
- 251
- Citations
- 9.1k
- Citations per work
- 36.1
What does Defeng Sun research?
Defeng Sun's work is mostly in Computer Science (32%), Mathematics (30%), Engineering (17%).
Their six largest subfields, inside their fields and domains; the grey slice is everything else they publish. The interactive view splits every one of their works down to single topics.
The fields and subfields, with their numbers
- Physical Sciences19778.5%
- Computer Science7931.6%
- Mathematics7429.5%
- Engineering4417.4%
- Everything else5421.5%
- 1Numerical Analysis26% of their works
- 2Computational Theory and Mathematics22% of their works
- 3Computational Mechanics17% of their works
- 4Artificial Intelligence6% of their works
- 5Computer Vision and Pattern Recognition4% of their works
- 6Statistics and Probability3% of their works
Research topics
- Advanced Optimization Algorithms Research
- Sparse and Compressive Sensing Techniques
- Optimization and Variational Analysis
- Matrix Theory and Algorithms
- Iterative Methods for Nonlinear Equations
- Statistical Methods and Inference
- Numerical methods in inverse problems
- Stochastic Gradient Optimization Techniques
Which keywords describe Defeng Sun's research?
The keywords of their largest research topics: Convex Optimization, Optimization Software, Semidefinite Programming, Compressed Sensing, Sparse Representation, Iterative Algorithms, Nonlinear Operators and Iterative Methods.
- Stochastic Gradient Descent
- Regularization Methods
- Variable Selection
- Newton's Method
- Numerical Linear Algebra
- Iterative Methods
- Iterative Algorithms
- Compressed Sensing
- Optimization Software
- Convex Optimization
- Semidefinite Programming
- Sparse Representation
- Nonlinear Operators
- Matrix Computations
- Convergence Analysis
- Regularization
- Inverse Problems
- Random Projections
Size is their works in the topics tagged with each word, from their 8 largest topics. Each links to the topic it comes from most.
All 18 words, with their numbers
- Convex Optimization2683 topics
- Optimization Software1531 topic
- Semidefinite Programming1531 topic
- Compressed Sensing1041 topic
- Sparse Representation1041 topic
- Iterative Algorithms941 topic
- Nonlinear Operators941 topic
- Iterative Methods882 topics
- Matrix Computations561 topic
- Numerical Linear Algebra561 topic
- Convergence Analysis321 topic
- Newton's Method321 topic
- Regularization201 topic
- Variable Selection201 topic
- Inverse Problems121 topic
- Regularization Methods121 topic
- Random Projections111 topic
- Stochastic Gradient Descent111 topic
Where does Defeng Sun work?
Defeng Sun's main affiliation in the publication record is National University of Singapore, Singapore.
How many publications and citations does Defeng Sun have?
OpenAlex counts 251 works and 9,052 citations for Defeng Sun, an h-index of 52, ranking #40,246 of 7,710,434 researchers worldwide on the quality score.
Ranked on field-normalised excellence (50%), output (30%) and citations (20%). Counts come from OpenAlex author records, which occasionally merge different people who share a name or split one person into several.
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