Statisticians from the National University of Singapore (NUS) have introduced a new technique that accurately describes high-dimensional data using lower-dimensional smooth structures. This innovation ...

Atomic environment fingerprints, or structural descriptors, are used to describe the chemical environment around a reference atom. Encoding information such as bond-lengths to neighboring atoms or ...

Manifold learning has emerged as a powerful framework for diagnosing mechanical faults by revealing intrinsic low-dimensional structures hidden within high-dimensional sensor data. Machinery fault ...

A new flow matching framework assigns each tabular variable type its natural geometric space, improving synthetic data ...