Navin Souda

Trajectory Seriation via Spectral Tangent Alignment and Global Embedding

This paper addresses the problem of linear seriation: recovering the intrinsic order of noisy samples drawn from an unknown one-dimensional manifold embedded in a higher-dimensional space. We propose a multi-stage approach that first robustly estimates local tangent directions using Principal Compon…