Geoffrey Schiebinger
- Trajectory Inference via Mean-field Langevin in Path Space
2022/05/14 by Lénaïc Chizat, Stephen X. Zhang, Chizat, Lénaïc +5 · 12 citations
Biochemistry, Genetics and Molecular Biology · Mathematics · #90-08 (Primary) 62M99 (Secondary) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Mathematical Biology Tumor Growth #Optimization and Control (math.OC) #Single-cell and spatial transcriptomics #Statistical Methods and Inference
- The Alternating Descent Conditional Gradient Method for Sparse Inverse Problems
2015/07/06 by Nicholas Boyd, Boyd, Nicholas, Geoffrey Schiebinger +4 · 7 citations
Engineering · Mathematics · #FOS: Mathematics #Numerical methods in inverse problems #Optimization and Control (math.OC) #Photoacoustic and Ultrasonic Imaging #Sparse and Compressive Sensing Techniques #math.OC
- Toward a mathematical theory of trajectory inference
2024/02/01 by Hugo Lavenant, Stephen Zhang, Young-Heon Kim +1 · 14 citations
- Statistical Optimal Transport via Factored Couplings
2018/06/19 by Aden Forrow, Jan-Christian Hütter, Forrow, Aden +9 · 4 citations
Computer Science · Engineering · Mathematics · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Markov Chains and Monte Carlo Methods #Sparse and Compressive Sensing Techniques
- Superresolution without Separation
2015/06/10 by Geoffrey Schiebinger, Schiebinger, Geoffrey, Elina Robeva +3 · 3 citations
Computer Science · Mathematics · #FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Optimization and Control (math.OC) #cs.IT #math.IT #math.OC
- Manifold Learning with Sparse Regularised Optimal Transport
2023/07/19 by Stephen X. Zhang, Zhang, Stephen, Gilles Mordant +5 · 6 citations
Computer Science · Mathematics · #Gaussian Processes and Bayesian Inference #Bayesian Methods and Mixture Models #Markov Chains and Monte Carlo Methods
- Towards a mathematical theory of trajectory inference
2021/02/18 by Hugo Lavenant, Stephen X. Zhang, Lavenant, Hugo +5 · 3 citations
Biochemistry, Genetics and Molecular Biology · #49M29 #62M20 (Primary) 62G99 #92C15 (Secondary) #FOS: Computer and information sciences #FOS: Mathematics #Gene Regulatory Network Analysis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Probability (math.PR) #RNA Research and Splicing #Single-cell and spatial transcriptomics #Statistics Theory (math.ST)
- Trajectory inference for a branching SDE model of cell differentiation
2023/07/15 by Elias Ventre, Aden Forrow, Ventre, Elias +9 · 5 citations
Biochemistry, Genetics and Molecular Biology · #60J85 #70F17 #92-10 #FOS: Biological sciences #FOS: Mathematics #Gene expression and cancer classification #Genomics and Phylogenetic Studies #Probability (math.PR) #Quantitative Methods (q-bio.QM) #Single-cell and spatial transcriptomics
- Identifying Drift, Diffusion, and Causal Structure from Temporal Snapshots
2024/10/30 by Vincent Guan, Guan, Vincent, Joseph Janssen +11 · 5 citations
Computer Science · #Advanced Text Analysis Techniques #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistics Theory (math.ST)