Analysis of high-dimensional genomic data using MapReduce based probabilistic neural network
Sign Up to like & getrecommendations! Published in 2020 at "Computer methods and programs in biomedicine"
DOI: 10.1016/j.cmpb.2020.105625
Abstract: BACKGROUND The size of genomics data has been growing rapidly over the last decade. However, the conventional data analysis techniques are incapable of processing this huge amount of data. For the efficient processing of high… read more here.
Keywords: high dimensional; analysis; probabilistic neural; based probabilistic ... See more keywords
Cooperation-Based Probabilistic Caching Strategy in Clustered Cellular Networks
Sign Up to like & getrecommendations! Published in 2017 at "IEEE Communications Letters"
DOI: 10.1109/lcomm.2017.2717398
Abstract: This letter will discuss the probabilistic caching strategies in spatially clustered cellular networks. Thanks to the content preference of mobile users, proactive caching can be adopted as a promising technique to diminish the backhaul traffic… read more here.
Keywords: cooperation based; clustered cellular; cellular networks; based probabilistic ... See more keywords
Prior Knowledge-Based Probabilistic Collaborative Representation for Visual Recognition
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Transactions on Cybernetics"
DOI: 10.1109/tcyb.2018.2880290
Abstract: Collaborative representation is an effective way to design classifiers for many practical applications. In this paper, we propose a novel classifier, called the prior knowledge-based probabilistic collaborative representation-based classifier (PKPCRC), for visual recognition. Compared with… read more here.
Keywords: representation; collaborative representation; prior knowledge; based probabilistic ... See more keywords
Dynamical Mechanism of Sampling-Based Probabilistic Inference Under Probabilistic Population Codes
Sign Up to like & getrecommendations! Published in 2022 at "Neural Computation"
DOI: 10.1162/neco_a_01477
Abstract: Abstract Animals make efficient probabilistic inferences based on uncertain and noisy information from the outside environment. It is known that probabilistic population codes, which have been proposed as a neural basis for encoding probability distributions,… read more here.
Keywords: probabilistic inference; probabilistic population; sampling based; mechanism ... See more keywords
Storm-Based Probabilistic Hail Forecasting with Machine Learning Applied to Convection-Allowing Ensembles
Sign Up to like & getrecommendations! Published in 2017 at "Weather and Forecasting"
DOI: 10.1175/waf-d-17-0010.1
Abstract: AbstractForecasting severe hail accurately requires predicting how well atmospheric conditions support the development of thunderstorms, the growth of large hail, and the minimal loss of hail mass to melting before reaching the surface. Existing hail… read more here.
Keywords: machine learning; hail; storm based; based probabilistic ... See more keywords
Polarization-based probabilistic discriminative model for quantitative characterization of cancer cells.
Sign Up to like & getrecommendations! Published in 2022 at "Biomedical optics express"
DOI: 10.1364/boe.456649
Abstract: We propose a polarization-based probabilistic discriminative model for deriving a set of new sigmoid-transformed polarimetry feature parameters, which not only enables accurate and quantitative characterization of cancer cells at pixel level, but also accomplish the… read more here.
Keywords: cancer; polarization based; model; based probabilistic ... See more keywords
Rainfall-induced shallow landslides and soil wetness: comparison of physically-based and probabilistic predictions
Sign Up to like & getrecommendations! Published in 2020 at "Hydrology and Earth System Sciences Discussions"
DOI: 10.5194/hess-2020-624
Abstract: Abstract. Landslides are an impacting natural hazard in alpine regions, calling for effective forecasting and warning systems. Here we compare two methods (physically-based and probabilistic) for the prediction of shallow rainfall-induced landslides in an application… read more here.
Keywords: soil wetness; rainfall induced; model; based probabilistic ... See more keywords