Search Results for author: Enrique Garcia-Ceja

Found 6 papers, 3 papers with code

Multi-View Conformal Learning for Heterogeneous Sensor Fusion

1 code implementation19 Feb 2024 Enrique Garcia-Ceja

Our results also showed that multi-view models generate prediction sets with less uncertainty compared to single-view models.

Conformal Prediction Decision Making +2

Conformal Prediction in Multi-User Settings: An Evaluation

1 code implementation8 Dec 2023 Enrique Garcia-Ceja, Luciano Garcia-Banuelos, Nicolas Jourdan

Although those strategies are better suited for multi-user systems, they are typically assessed with respect to performance metrics that capture the overall behavior of the models and do not provide any performance guarantees for individual predictions nor they provide any feedback about the predictions' uncertainty.

Conformal Prediction

On The Reliability Of Machine Learning Applications In Manufacturing Environments

no code implementations13 Dec 2021 Nicolas Jourdan, Sagar Sen, Erik Johannes Husom, Enrique Garcia-Ceja, Tobias Biegel, Joachim Metternich

The increasing deployment of advanced digital technologies such as Internet of Things (IoT) devices and Cyber-Physical Systems (CPS) in industrial environments is enabling the productive use of machine learning (ML) algorithms in the manufacturing domain.

BIG-bench Machine Learning

Towards the Automation of a Chemical Sulphonation Process with Machine Learning

no code implementations25 Sep 2020 Enrique Garcia-Ceja, Åsmund Hugo, Brice Morin, Per-Olav Hansen, Espen Martinsen, An Ngoc Lam, Øystein Haugen

In this paper, we present the results of applying machine learning methods during a chemical sulphonation process with the objective of automating the product quality analysis which currently is performed manually.

BIG-bench Machine Learning

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