I post recording, slides, and posters from certain research presentations here. This is not an exhaustive list of the materials for presentations I give, but is a representative sample.
Intrinsic Models in Wasserstein Space with Applications to Molecular Dynamics (Slides, SIAM Conference on Uncertainty Quantification, Trieste, Italy; 2024)
Towards Intrinsically Low-Dimensional Models in Wasserstein Space: Geometry, Statistics, and Learning (Video, 1W-MINDS Seminar; 2023)
Analytic Methods for Measuring Network Segregation (Slides, Trees Seminar, online; 2022)
Measure Estimation in the Barycentric Coding Model: Geometry, Statistics, and Algorithms (Slides, AMS Sectional, University of Massachusetts Amherst; 2022)
Density-Driven Path Metrics: Graphs, Manifolds, and Data (Slides, SIAM-ACDA Workshop, CAES-CNRS; 2022)
Geometric and Statistical Approaches to Shallow and Deep Clustering (Video, Mathematics in Imaging, Data and Optimization, RPI; 2021)
Unsupervised Geometric Learning: Theory and Applications (Poster, Geometric Data Analysis Conference, University of Chicago; 2019)
Data Dependent Distances for Unsupervised Learning (Slides, AMS sectional special session on topological data analysis, statistics, and applications, Auburn University; 2019)
Diffusion Processes for Hyperspectral Data: Clustering and Active Learning (Poster, IMA Workshop on Recent Advances in Machine Learning and Computational Methods for Geoscience, University of Minnesota; 2018)
Unsupervised Geometric Learning: Theory and Applications (Slides, Mathematics Colloquium, Tufts University; 2017)
Nonlinear Hyperspectral Clustering, Anomaly Detection, and Active Learning (Slides, ATD-NSF Workshop on Anomaly and Threat Detection, American University; 2017)
Discrete Directional Gabor Systems for Image Processing (Slides, Symposium on Advanced Computational Methods in Biomedical Imaging, NIH; 2016)
Agile Multiscale Decomposition for Automatic Image Registration (Slides, SPIE Defense and Security Conference; 2016)
Single Image Superresolution with Directional Representations (Slides, Harmonic Analysis Seminar, Technical University of Denmark; 2016)
Anisotropic Harmonic Analysis and Integration of Remotely Sensed Data (Slides, PhD Final Defense, University of Maryland; 2015)