Sustainability and Machine Learning Group
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Estimating Barycenters of Measures in High Dimensions
Barycentric averaging is a principled way of summarizing populations of measures. Existing algorithms for estimating barycenters …
Samuel Cohen
,
Michael Arbel
,
Marc Deisenroth
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Aligning Time Series on Incomparable Spaces
Dynamic time warping (DTW) is a useful method for aligning, comparing and combining time series, but it requires them to live in …
Samuel Cohen
,
Giulia Luise
,
Alexander Terenin
,
Brandon Amos
,
Marc Deisenroth
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High-Dimensional Bayesian Optimization with Projections using Quantile Gaussian Processes
Key challenges of Bayesian optimization in high dimensions are both learning the response surface and optimizing an acquisition …
Riccardo Moriconi
,
K. S. Sesh Kumar
,
Marc Deisenroth
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DOI
A PAC-Bayesian perspective on structured prediction with implicit loss embeddings
Théophile Cantelobre
,
Benjamin Guedj
,
Marı́a Pérez-Ortiz
,
John Shawe-Taylor
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Consolidated Dataset and Metrics for High-Dynamic-Range Image Quality
Aliaksei Mikhailiuk
,
Maria Perez-Ortiz
,
Dingcheng Yue
,
Wilson Suen
,
Rafal K Mantiuk
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Spatio-chromatic contrast sensitivity under mesopic and photopic light levels
Sophie Wuerger
,
Maliha Ashraf
,
Minjung Kim
,
Jasna Martinovic
,
Marı́a Pérez-Ortiz
,
Rafał K Mantiuk
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VLEngagement: A dataset of scientific video lectures for evaluating population-based engagement
Sahan Bulathwela
,
Maria Perez-Ortiz
,
Emine Yilmaz
,
John Shawe-Taylor
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Accelerating the BSM Interpretation of LHC Data with Machine Learning
The interpretation of Large Hadron Collider (LHC) data in the framework of Beyond the Standard Model (BSM) theories is hampered by the …
Gianfranco Bertone
,
Marc P. Deisenroth
,
Jong S. Kim
,
Sebastian Liem
,
Roberto Ruiz de Austri
,
Max Welling
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DOI
From pairwise comparisons and rating to a unified quality scale
Maria Perez-Ortiz
,
Aliaksei Mikhailiuk
,
Emin Zerman
,
Vedad Hulusic
,
Giuseppe Valenzise
,
Rafał K Mantiuk
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GPdoemd: A Python Package for Design of Experiments for Model Discrimination
Simon Olofsson
,
Lukas Hebing
,
Sebastian Niedenfuehr
,
Marc Deisenroth
,
Ruth Misener
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