Caroline Moosmüller
- Linearized Wasserstein dimensionality reduction with approximation guarantees
2023/02/14 by Alexander Cloninger, Keaton Hamm, Cloninger, Alexander +5 · 3 citations
Computer Science · Engineering · #3D Shape Modeling and Analysis #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #FOS: Mathematics #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Numerical Analysis (math.NA)
- Linear Optimal Transport Embedding: Provable Wasserstein classification for certain rigid transformations and perturbations
2020/08/20 by Caroline Moosmüller, Alexander Cloninger, Moosmüller, Caroline +1 · 2 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #60D05 #68T05 #68T10 #Cell Image Analysis Techniques #FOS: Computer and information sciences #FOS: Mathematics #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Medical Image Segmentation Techniques #Optimization and Control (math.OC)
- Manifold learning in Wasserstein space
2023/11/14 by Keaton Hamm, Hamm, Keaton, Caroline Moosmüller +5 · 2 citations
Computer Science · #41A65 #49Q22 #53Z50 #58B20 #Differential Geometry (math.DG) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Topological and Geometric Data Analysis
- Efficient Trajectory Inference in Wasserstein Space Using Consecutive Averaging
2024/05/30 by Amartya Banerjee, Harlin Lee, Banerjee, Amartya +5 · 3 citations
Engineering · Medicine · #3D Shape Modeling and Analysis #Advanced Neuroimaging Techniques and Applications #Automotive and Human Injury Biomechanics #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Numerical Analysis (math.NA) #Optimization and Control (math.OC)