no code implementations • 4 May 2024 • Srijit Seal, Maria-Anna Trapotsi, Ola Spjuth, Shantanu Singh, Jordi Carreras-Puigvert, Nigel Greene, Andreas Bender, Anne E. Carpenter
High-content image-based assays have fueled significant discoveries in the life sciences in the past decade (2013-2023), including novel insights into disease etiology, mechanism of action, new therapeutics, and toxicology predictions.
2 code implementations • 27 Feb 2021 • Morgan Ekmefjord, Addi Ait-Mlouk, Sadi Alawadi, Mattias Åkesson, Prashant Singh, Ola Spjuth, Salman Toor, Andreas Hellander
Federated machine learning has great promise to overcome the input privacy challenge in machine learning.
no code implementations • 15 Aug 2019 • Ola Spjuth, Robin Carrión Brännström, Lars Carlsson, Niharika Gauraha
Conformal Prediction is a framework that produces prediction intervals based on the output from a machine learning algorithm.
no code implementations • 11 Jun 2018 • Ola Spjuth, Lars Carlsson, Niharika Gauraha
Conformal Prediction is a machine learning methodology that produces valid prediction regions under mild conditions.
no code implementations • 16 Apr 2018 • Niharika Gauraha, Ola Spjuth
The conformalClassification package implements Transductive Conformal Prediction (TCP) and Inductive Conformal Prediction (ICP) for classification problems.
no code implementations • 29 Mar 2018 • Niharika Gauraha, Lars Carlsson, Ola Spjuth
This paper explores conformal prediction in the learning under privileged information (LUPI) paradigm.