MULTIPLE SAMPLING SCHEMES AND DEEP LEARNING IMPROVE ACTIVE LEARNING PERFORMANCE IN DRUG-DRUG INTERACTION INFORMATION RETRIEVAL ANALYSIS FROM THE LITERATURE

Abstract Background Drug-drug interaction (DDI) information retrieval (IR) is an important natural language process (NLP) task from the PubMed literature.For the first time, active learning (AL) is studied in DDI IR analysis.DDI IR analysis from PubMed abstracts faces the challenges of relatively small positive DDI samples among overwhelmingly larg

In this paper, we consider a transmit power allocation problem for secure transmission in multi-hop decode-and-forward (DF) full-duplex relay (FDR) networks, where multiple FDRs are located at each hop and perform cooperative beamforming to null out the signal at multiple eavesdroppers.For a perfect self-interference cancellation (PSIC) case, Styli

A 12-year old male Formal Shoes castrated Siamese cat was evaluated for a one-day history of mild obtundation and decerebellate rigidity.Neurological examination findings were consistent with multifocal disease including lesions within the right cerebellum and right brainstem.Investigations included hematology, biochemistry, urinalysis, and urine c