51 citations · 65 across the 13 of their papers we have counts for
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cs.LG2023
Prediction of Handball Matches with Statistically Enhanced Learning via Estimated Team Strengths
Florian Felice, Christophe Ley
We propose a Statistically Enhanced Learning (aka. SEL) model to predict handball games. Our Machine Learning model augmented with SEL features outperforms state-of-the-art models…
cs.LG2022★ 1 cited
Lossy Compression for Robust Unsupervised Time-Series Anomaly Detection
Christopher P. Ley, Jorge F. Silva
A new Lossy Causal Temporal Convolutional Neural Network Autoencoder for anomaly detection is proposed in this work. Our framework uses a rate-distortion loss and an entropy bottle…
cs.LG2021★ 6 cited
Hybrid Machine Learning Forecasts for the UEFA EURO 2020
Andreas Groll, Lars Magnus Hvattum, Christophe Ley +4
Three state-of-the-art statistical ranking methods for forecasting football matches are combined with several other predictors in a hybrid machine learning model. Namely an ability…