output
20032026
most citedLSTM: A Search Space Odyssey

7.1k citations

Showing 2016Show all

7 papers · 1 filter

stat.ME2016★ 25 cited

Adaptive Design of Experiments for Conservative Estimation of Excursion Sets

Dario Azzimonti, David Ginsbourger, Clément Chevalier +2

We consider the problem of estimating the set of all inputs that leads a system to some particular behavior. The system is modeled by an expensive-to-evaluate function, such as a c…

cs.LG2016★ 1 cited

Statistical comparison of classifiers through Bayesian hierarchical modelling

Giorgio Corani, Alessio Benavoli, Janez Demšar +2

Usually one compares the accuracy of two competing classifiers via null hypothesis significance tests (nhst). Yet the nhst tests suffer from important shortcomings, which can be ov…

math.OC2016★ 115 cited

Direct data-driven control of constrained linear parameter-varying systems: A hierarchical approach

Dario Piga, Simone Formentin, Alberto Bemporad

In many nonlinear control problems, the plant can be accurately described by a linear model whose operating point depends on some measurable variables, called scheduling signals. W…

cs.SE2016

Error Invariants for Concurrent Traces

Andreas Holzer, Daniel Schwartz-Narbonne, Mitra Tabaei Befrouei +2

Error invariants are assertions that over-approximate the reachable program states at a given position in an error trace while only capturing states that will still lead to failure…

math.OC2016★ 4 cited

A unified framework for deterministic and probabilistic D-stability analysis of uncertain polynomial matrices

Dario Piga, Alessio Benavoli

Many problems in systems and control theory can be formulated in terms of robust D-stability analysis, which aims at verifying if all the eigenvalues of an uncertain matrix lie in…

cs.CV2016★ 37 cited

Lipreading with Long Short-Term Memory

Michael Wand, Jan Koutník, Jürgen Schmidhuber

Lipreading, i.e. speech recognition from visual-only recordings of a speaker's face, can be achieved with a processing pipeline based solely on neural networks, yielding significan…

cond-mat.mtrl-sci2016★ 9 cited

Simulation of capillary infiltration into packing structures by the Lattice-Boltzmann method for the optimization of ceramic materials

Danilo Sergi, Loris Grossi, Tiziano Leidi +1

In this work we want to simulate with the Lattice-Boltzmann method in 2D the capillary infiltration into porous structures obtained from the packing of particles. The experimental…