Multiscale Estimation of Intrinsic Dimensionality of Data Sets. - Anna V. Little; Yoon-Mo Jung; Mauro Maggioni (AAAI Fall Symposium: Manifold Learning and Its Applications, 2009)

A Multiscale Spectral Method for Learning Number of Clusters. - Anna V. Little; Alicia Byrd (ICMLA, 2015)

Path-Based Spectral Clustering: Guarantees, Robustness to Outliers, and Fast Algorithms. - Anna V. Little; Mauro Maggioni; James M. Murphy (J. Mach. Learn. Res., 2020)

Balancing Geometry and Density: Path Distances on High-Dimensional Data. - Anna V. Little; Daniel McKenzie; James M. Murphy (SIAM J. Math. Data Sci., 2022)

Fermat Distances: Metric Approximation, Spectral Convergence, and Clustering Algorithms. - Nicolás García Trillos; Anna V. Little; Daniel McKenzie; James M. Murphy (J. Mach. Learn. Res., 2024)