10 citations · 20 across the 9 of their papers we have counts for
4 papers · 1 filter
Predição de Incidência de Lesão por Pressão em Pacientes de UTI usando Aprendizado de Máquina
Henrique P. Silva, Arthur D. Reys, Daniel S. Severo +7
Pressure ulcers have high prevalence in ICU patients but are preventable if identified in initial stages. In practice, the Braden scale is used to classify high-risk patients. This…
Regularized Classification-Aware Quantization
Daniel Severo, Elad Domanovitz, Ashish Khisti
Traditionally, quantization is designed to minimize the reconstruction error of a data source. When considering downstream classification tasks, other measures of distortion can be…
Compressing Multisets with Large Alphabets using Bits-Back Coding
Daniel Severo, James Townsend, Ashish Khisti +2
Current methods which compress multisets at an optimal rate have computational complexity that scales linearly with alphabet size, making them too slow to be practical in many real…
Improving Lossless Compression Rates via Monte Carlo Bits-Back Coding
Yangjun Ruan, Karen Ullrich, Daniel Severo +5
Latent variable models have been successfully applied in lossless compression with the bits-back coding algorithm. However, bits-back suffers from an increase in the bitrate equal…