Evaluation Metrics for Multimodal Health Data Researchers Wanted
4 days ago
The IT University of Copenhagen invites highly motivated individuals to apply for PhD or 2-year postdoc positions in the field of evaluation metrics for multimodal health data.
The project is funded by the Novo Nordisk Foundation Data Science Ascending Investigator grant titled CHEETAH: CHallenges of Evaluating Teams and Algorithms. Led by Associate Professor Veronika Cheplygina, the project aims to design competitions with multiple metrics, both in what the metric measures (e.g. accuracy or sensitivity) and which subgroups of patients this is measured on.
Our team will focus on two multimodal disease (risk) prediction data: chest x-rays with radiology reports and retinal images with tabular clinical measurements. We will develop novel methods to evaluate and increase the diversity of the evaluation data, design how to evaluate similarity of algorithms, and develop methods to combine and reuse them, increasing robustness without a disproportionate carbon footprint.
We are seeking candidates who have a strong background in computer science, mathematics, or a related field, with experience in machine learning, programming, and research-related education. Ideal candidates will also have enthusiasm about interdisciplinary research in a diverse team.
The successful applicants will join the PURRlab team, consisting of Associate Professor Veronika Cheplygina, two postdocs, and a PhD student working on related projects within medical imaging and meta-science. The IT University offers an informal working environment, a varied everyday life, and a highly motivated, ambitious, competent, and diverse international faculty.
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Copenhagen, Copenhagen, Denmark PARETO SECURITIES AS Full timeWe are looking for highly skilled researchers to join our team at the IT University of Copenhagen, focused on developing novel evaluation metrics for multimodal health data. As part of the CHEETAH project, funded by the Novo Nordisk Foundation, we aim to create more robust and generalizable algorithms for healthcare applications.The team will work on...
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Copenhagen, Copenhagen, Denmark ELLIS Full timeMultiple PhDs and postdocs on evaluation metrics for multimodal health dataThe PURRlab (Pattern Recognition Revisited lab) at the IT University of Copenhagen invites highly motivated individuals to apply for a PhD or a 2-year Postdoc position starting late 2025 or in 2026. The earliest possible start date is 1 October 2025.The project is funded by the Novo...
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Copenhagen, Copenhagen, Denmark PARETO SECURITIES AS Full timeJob DescriptionThe IT University of Copenhagen invites highly motivated individuals to apply for a PhD or a 2-year postdoctoral research position starting late 2025 or in 2026. The project is funded by the Novo Nordisk Foundation Data Science Ascending Investigator grant titled "CHEETAH: CHallenges of Evaluating Teams and Algorithms" and is led by Associate...
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Copenhagen, Copenhagen, Denmark PARETO SECURITIES AS Full timeWe are seeking highly motivated researchers to join our team at the IT University of Copenhagen, working on developing novel evaluation metrics for multimodal health data. As part of the CHEETAH project, funded by the Novo Nordisk Foundation, we aim to create more robust and generalizable algorithms for healthcare applications.The team will work on designing...
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Copenhagen, Copenhagen, Denmark PARETO SECURITIES AS Full timeMultiple PhD and postdoc positions on evaluation metrics for multimodal health data at the IT University of CopenhagenThe PURRlab (Pattern Recognition Revisited lab) at the IT University of Copenhagen invites highly motivated individuals to apply for a PhD or a 2 year Postdoc position starting late 2025 or in 2026. The earliest possible start date is 1...
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Copenhagen, Copenhagen, Denmark PARETO SECURITIES AS Full timeMultiple PhD and postdoc positions on evaluation metrics for multimodal health data at the IT University of Copenhagen The PURRlab (Pattern Recognition Revisited lab) at the IT University of Copenhagen invites highly motivated individuals to apply for a PhD or a 2 year Postdoc position starting late 2025 or in 2026. The earliest possible start date is 1...
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Evaluation Metrics Specialist
5 days ago
Copenhagen, Copenhagen, Denmark ELLIS Full timeHealth Informatics ResearcherWe are seeking a highly motivated researcher to join our team at the IT University of Copenhagen. The research focus will be on developing novel methods to evaluate and increase the diversity of evaluation data for multimodal disease prediction.Our goal is to organize competitions in education and at conferences to study how a...
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Copenhagen, Copenhagen, Denmark PARETO SECURITIES AS Full timeJob DescriptionAs a researcher in the PURRlab team, you will be responsible for developing and applying novel evaluation metrics for multimodal health data. Your primary goal will be to design competitions that promote the creation of more robust and generalizable algorithms for healthcare applications.You will work closely with the project leader, Associate...
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Multimodal Health Data Evaluation Specialist
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Copenhagen, Copenhagen, Denmark ELLIS Full timeJob DescriptionThe PURRlab at the IT University of Copenhagen is seeking highly motivated individuals to apply for a PhD or a 2-year Postdoc position. The project, funded by the Novo Nordisk Foundation Data Science Ascending Investigator grant, aims to design competitions with multiple metrics to evaluate algorithm robustness.Machine learning competitions...
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Multimodal Health Data Expert
5 days ago
Copenhagen, Copenhagen, Denmark ELLIS Full timeThe IT University of Copenhagen invites highly motivated individuals to apply for a PhD or a 2-year Postdoc position. The project is funded by the Novo Nordisk Foundation Data Science Ascending Investigator grant titled "CHEETAH: CHallenges of Evaluating Teams and Algorithms".Machine learning competitions face limitations in real-world applications. An...
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Applied Machine Learning Researcher
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Copenhagen, Copenhagen, Denmark PARETO SECURITIES AS Full timeOur ProjectPARETO SECURITIES AS is involved in a pioneering project to leverage large-scale multimodal biomedical data combined with focused innovation in statistical and computational methods, including machine learning, to advance our understanding, treatment, and prevention of human disease. This project focuses on prediction, course, and outcome in...
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Copenhagen, Copenhagen, Denmark ELLIS Full timeOur Research GoalsWe aim to redesign machine learning competitions to promote algorithm robustness. Current competitions often prioritize accuracy over other important factors, leading to algorithms that struggle in real-world applications.Our research focuses on developing novel methods to evaluate and increase the diversity of evaluation data. We will also...
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Copenhagen, Copenhagen, Denmark IRCT International Rehabilitation Council for Torture Victims Full timeThe IRCT is seeking an experienced evaluation specialist to conduct a thorough assessment of its Livelihoods Project. This initiative aims to integrate socioeconomic support into rehabilitation services for torture survivors, exploring how financial stability and employment opportunities contribute to their overall well-being and mental health recovery.The...
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Copenhagen, Copenhagen, Denmark ELLIS Full timeAbout the ProjectFunded by the Novo Nordisk Foundation, our project aims to redesign machine learning competitions to prioritize algorithm robustness. Current competitions often result in similar algorithms that excel on specific accuracy metrics but fail to generalize to real-world data.We propose to use multiple metrics, both in what they measure and which...
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Copenhagen, Copenhagen, Denmark IRCT International Rehabilitation Council for Torture Victims Full timeConsultant to conduct evaluation of the Livelihoods ProjectConsultancy: Evaluation of Livelihoods Project for Torture SurvivorsAre you interested in evaluating the impact of integrating socioeconomic support into rehabilitation services for torture survivors? Are you experienced in analysing data from reports and interviews to assess how livelihoods...
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Copenhagen, Copenhagen, Denmark IRCT International Rehabilitation Council for Torture Victims Full timeConsultant to conduct evaluation of the Livelihoods Project Consultancy: Evaluation of Livelihoods Project for Torture Survivors Are you interested in evaluating the impact of integrating socioeconomic support into rehabilitation services for torture survivors? Are you experienced in analysing data from reports and interviews to assess how livelihoods...
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Copenhagen, Copenhagen, Denmark PARETO SECURITIES AS Full timeAbout the ProjectThe project aims to develop novel methods to evaluate and increase the diversity of evaluation data, design how to evaluate similarity of algorithms, and develop methods to combine and reuse parts of them, increasing robustness without disproportionate carbon footprint.The project is funded by the Novo Nordisk Foundation Data Science...
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Copenhagen, Copenhagen, Denmark ELLIS Full timeThe PURRlab at the IT University of Copenhagen is inviting applicants for a PhD or Postdoc position. Our research focuses on evaluating machine learning algorithms for healthcare applications.We believe that traditional competition settings lead to limited innovation and high carbon footprints. Therefore, we propose to develop new evaluation metrics and...
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Copenhagen, Copenhagen, Denmark PARETO SECURITIES AS Full timePhD/Postdoc position in applied big data analysis – statistics and AI/machine learning - leveraging large-scale health records with genetics for improved PREDICTION of COURSE AND OUTCOME for MENTAL DISORDERS (Statistics, Bioinformatics & Computer Science)PhD/Postdoc position with focus on analyses of large-scale complex multimodal data to advance...