Murphy, James M.
- Path-Based Spectral Clustering: Guarantees, Robustness to Outliers, and Fast Algorithms
2017/12/17 by Little, Anna, Maggioni, Mauro, Murphy, James M. · 4 citations
#FOS: Computer and information sciences #Machine Learning (stat.ML)
- Learning by Active Nonlinear Diffusion
2019/05/30 by Maggioni, Mauro, Murphy, James M. · 1 citation
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistics Theory (math.ST)
- Superpixel-based and Spatially-regularized Diffusion Learning for Unsupervised Hyperspectral Image Clustering
2023/12/24 by Kangning Cui, Cui, Kangning, Ruoning Li +13 · 2 citations
Engineering · #Applications (stat.AP) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Remote-Sensing Image Classification
- Multiscale Clustering of Hyperspectral Images Through Spectral-Spatial\n Diffusion Geometry
2021/03/29 by Sam L. Polk, James M. Murphy, Polk, Sam L. +1 · 1 citation
Computer Science · Engineering · #Advanced Clustering Algorithms Research #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Retrieval and Classification Techniques #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Remote-Sensing Image Classification
- Fermat Distances: Metric Approximation, Spectral Convergence, and Clustering Algorithms
2023/07/07 by Nicolás García Trillos, Trillos, Nicolás García, Anna Little +5 · 1 citation
Computer Science · Medicine · #Advanced Neuroimaging Techniques and Applications #Bayesian Methods and Mixture Models #Data Structures and Algorithms (cs.DS) #Differential Geometry (math.DG) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Topological and Geometric Data Analysis
- Diffusion State Distances: Multitemporal Analysis, Fast Algorithms, and Applications to Biological Networks
2020/03/07 by Lenore Cowen, Cowen, Lenore, Kapil Devkota +7 · 1 citation
Biochemistry, Genetics and Molecular Biology · Computer Science · Physics and Astronomy · #Advanced Mathematical Modeling in Engineering #Bioinformatics and Genomic Networks #Complex Network Analysis Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Probability (math.PR)