Machine Learning in LiDAR 3D point clouds

no code implementations • 22 Jan 2021 • F. Patricia Medina, Randy Paffenroth

For instance, we observe that combining feature engineering with a dimension reduction a method such as PCA, there is an improvement in the accuracy of the classification with respect to doing a straightforward classification with the raw data.

BIG-bench Machine Learning Classification +3

Heuristic Framework for Multi-Scale Testing of the Multi-Manifold Hypothesis

1 code implementation • 1 Jul 2018 • F. Patricia Medina, Linda Ness, Melanie Weber, Karamatou Yacoubou Djima

When analyzing empirical data, we often find that global linear models overestimate the number of parameters required.