Search Results for author: Frank Dondelinger

Found 5 papers, 2 papers with code

Longitudinal prediction of DNA methylation to forecast epigenetic outcomes

no code implementations19 Dec 2023 Arthur Leroy, Ai Ling Teh, Frank Dondelinger, Mauricio A. Alvarez, Dennis Wang

Our model is trained on a birth cohort of children with methylation profiled at ages 0-4, and we demonstrated that the status of methylation sites for each child can be accurately predicted at ages 5-7.

Gaussian Processes

Personalized Longitudinal Assessment of Multiple Sclerosis Using Smartphones

no code implementations20 Sep 2022 Oliver Y. Chén, Florian Lipsmeier, Huy Phan, Frank Dondelinger, Andrew Creagh, Christian Gossens, Michael Lindemann, Maarten De Vos

The results show that the proposed model is promising to achieve personalized longitudinal MS assessment; they also suggest that features related to gait and balance as well as upper extremity function, remotely collected from sensor-based assessments, may be useful digital markers for predicting MS over time.

Imputation

Model-based clustering in very high dimensions via adaptive projections

1 code implementation22 Feb 2019 Bernd Taschler, Frank Dondelinger, Sach Mukherjee

In some examples, MCAP performs well even when the mean signal is entirely removed, leaving differential covariance structure in the high-dimensional space as the only signal.

Clustering Vocal Bursts Intensity Prediction

Inter-time segment information sharing for non-homogeneous dynamic Bayesian networks

no code implementations NeurIPS 2010 Dirk Husmeier, Frank Dondelinger, Sophie Lebre

Conventional dynamic Bayesian networks (DBNs) are based on the homogeneous Markov assumption, which is too restrictive in many practical applications.

Time Series Time Series Analysis

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