Huidong Jin

TL;DR: A novel Local Distance-based Outlier Factor (LDOF) to measure the outlier-ness of objects in scattered datasets which is less sensitive to parameter values and compares favorably to classical KNN and LOF based outlier detection.

TL;DR: In this article, a framework was developed for the continental assimilation of satellite soil moisture (SM) into an operational water balance modelling system, and the ensemble Kalman filter was implemented to assimilate AMSR-E and ASCAT-derived SM products into the landscape model of the Australian Water Resources Assessment system (AWRA-L) and generate ensembles of daily top-layer and shallow root-zone soil moisture analyses for the continent at 0.05° resolution.

TL;DR: Though its solution accuracy is not yet comparable to some other sophisticated heuristics, the ESOM is one of the most accurate neural networks for the TSP in the literature.

TL;DR: The MUTARC is applied to generate adverse drug reaction (ADR) signals from real-world healthcare administrative databases and reliably shortlists not only six known ADRs, but also another ADR, flucloxacillin possibly causing hepatitis, which the algorithm designers and experiment runners have not known before the experiments.

TL;DR: An anti-monotone property is studied for mining optimal risk pattern sets and an algorithm to make use of the property in risk pattern discovery is presented.