Hans‐Georg Müller

1. Uniform convergence of local Fréchet regression, with applications to locating extrema and time warping for metric space valued trajectories
   2020/06/24 by Yaqing Chen, Chen, Yaqing, Hans‐Georg Müller +1 · 5 citations
   Computer Science · Mathematics · Medicine · #Advanced Neuroimaging Techniques and Applications #Bayesian Methods and Mixture Models #FOS: Computer and information sciences #Methodology (stat.ME) #Statistical Methods and Inference
2. Spherical Autoregressive Models, With Application to Distributional and Compositional Time Series
   2022/03/24 by Changbo Zhu, Zhu, Changbo, Hans‐Georg Müller +1 · 4 citations
   Computer Science · Economics, Econometrics and Finance · Mathematics · #Complex Systems and Time Series Analysis #FOS: Computer and information sciences #Geochemistry and Geologic Mapping #Methodology (stat.ME) #Statistical and numerical algorithms
3. Autoregressive Optimal Transport Models
   2021/05/12 by Changbo Zhu, Hans‐Georg Müller, Zhu, Changbo +1 · 4 citations
   Economics, Econometrics and Finance · Environmental Science · #FOS: Computer and information sciences #Financial Risk and Volatility Modeling #Hydrology and Drought Analysis #Methodology (stat.ME)
4. Principal Component Analysis for Functional Data on Riemannian Manifolds and Spheres
   2017/05/17 by Xiongtao Dai, Hans‐Georg Müller, Dai, Xiongtao +1 · 2 citations
   Computer Science · Mathematics · #Geochemistry and Geologic Mapping #Morphological variations and asymmetry #Bayesian Methods and Mixture Models
5. Total Variation Regularized Fréchet Regression for Metric-Space Valued Data
   2019/04/21 by Zhenhua Lin, Lin, Zhenhua, Hans‐Georg Müller +1 · 3 citations
   Mathematics · #62G08 #62R20 #62R30 #FOS: Computer and information sciences #FOS: Mathematics #Methodology (stat.ME) #Morphological variations and asymmetry #Point processes and geometric inequalities #Statistical Methods and Inference #Statistics Theory (math.ST)
6. Metric Statistics: Exploration and Inference for Random Objects With Distance Profiles
   2022/02/12 by Paromita Dubey, Dubey, Paromita, Yaqing Chen +3 · 4 citations
   Computer Science · #Data Management and Algorithms #Bayesian Methods and Mixture Models #Algorithms and Data Compression
7. Conditional Wasserstein Barycenters and Interpolation/Extrapolation of Distributions
   2021/07/20 by Jianing Fan, Hans‐Georg Müller, Fan, Jianing +1 · 2 citations
   Mathematics · #FOS: Computer and information sciences #Geometric Analysis and Curvature Flows #Methodology (stat.ME) #Point processes and geometric inequalities
8. Fr 'echet Estimation of Time-Varying Covariance Matrices From Sparse\n Data, With Application to the Regional Co-Evolution of Myelination in the\n Developing Brain
   2018/06/25 by Alexander M. Petersen, Sean Deoni, Petersen, Alexander +3 · 1 citation
   Computer Science · Medicine · Neuroscience · #Applications (stat.AP) #Blind Source Separation Techniques #FOS: Computer and information sciences #Functional Brain Connectivity Studies #Neonatal and fetal brain pathology
9. Deep Fréchet Regression
   2024/07/31 by Su I Iao, Iao, Su I, Yidong Zhou +3 · 2 citations
   Earth and Planetary Sciences · Engineering · #Seismic Imaging and Inversion Techniques #Reservoir Engineering and Simulation Methods #Fault Detection and Control Systems
10. Exceedance and force of centrality for functional data
    2025/04/03 by Poorbita Kundu, Zhou Hang, Kundu, Poorbita +3 · 1 citation
    Computer Science · #Topological and Geometric Data Analysis #Semantic Web and Ontologies #Advanced Database Systems and Queries
11. Learning delay dynamics for multivariate stochastic processes, with\n application to the prediction of the growth rate of COVID-19 cases in the\n United States
    2021/09/14 by Paromita Dubey, Yaqing Chen, Dubey, Paromita +13 · 1 citation
    Biochemistry, Genetics and Molecular Biology · Economics, Econometrics and Finance · Mathematics · #Analysis of PDEs (math.AP) #Applications (stat.AP) #COVID-19 epidemiological studies #Complex Systems and Time Series Analysis #FOS: Computer and information sciences #FOS: Mathematics #Gene Regulatory Network Analysis #Statistics Theory (math.ST)
12. End-to-End Deep Learning for Predicting Metric Space-Valued Outputs
    2025/09/28 by Yidong Zhou, Su I Iao, Zhou, Yidong +3 · 2 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Image Processing and 3D Reconstruction #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME) #Neural Networks and Applications