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20092025
most citedUncertainty Quantification in Complex Simulation Models Using Ensemble Copula Coupling

264 citations

Showing 2017Show all

5 papers · 1 filter

stat.CO2017★ 4 cited

Hybrid simulation scheme for volatility modulated moving average fields

Claudio Heinrich, Mikko S. Pakkanen, Almut E. D. Veraart

We develop a simulation scheme for a class of spatial stochastic processes called volatility modulated moving averages. A characteristic feature of this model is that the behaviour…

cs.CV2017★ 67 cited

Urban Land Cover Classification with Missing Data Modalities Using Deep Convolutional Neural Networks

Michael Kampffmeyer, Arnt-Børre Salberg, Robert Jenssen

Automatic urban land cover classification is a fundamental problem in remote sensing, e.g. for environmental monitoring. The problem is highly challenging, as classes generally hav…

cs.CL2017★ 12 cited

Redefining Context Windows for Word Embedding Models: An Experimental Study

Pierre Lison, Andrey Kutuzov

Distributional semantic models learn vector representations of words through the contexts they occur in. Although the choice of context (which often takes the form of a sliding win…

stat.ML2017★ 3 cited

Spectral Clustering using PCKID - A Probabilistic Cluster Kernel for Incomplete Data

Sigurd Løkse, Filippo Maria Bianchi, Arnt-Børre Salberg +1

In this paper, we propose PCKID, a novel, robust, kernel function for spectral clustering, specifically designed to handle incomplete data. By combining posterior distributions of…

q-bio.PE2017★ 49 cited

A stage-structured Bayesian hierarchical model for salmon lice populations at individual salmon farms - Estimated from multiple farm data sets

Magne Aldrin, Ragnar Bang Huseby, Audun Stien +3

Salmon farming has become a prosperous international industry over the last decades. Along with growth in the production farmed salmon, however, an increasing threat by pathogens h…