Helicopter Track Identification with Autoencoder

no code implementations • 3 Mar 2021 • Liya Wang, Panta Lucic, Keith Campbell, Craig Wanke

Our approach can also identify mislabeled aircraft types in the flight track data and find true types for records with pseudo aircraft type labels such as HELO.

Anomaly Detection Self-Supervised Learning

Autoencoding Features for Aviation Machine Learning Problems

no code implementations • 3 Nov 2020 • Liya Wang, Panta Lucic, Keith Campbell, Craig Wanke

The current practice of manually processing features for high-dimensional and heterogeneous aviation data is labor-intensive, does not scale well to new problems, and is prone to information loss, affecting the effectiveness and maintainability of machine learning (ML) procedures.

Anomaly Detection BIG-bench Machine Learning +1