output
20182025
most citedDevelopment and validation of an interpretable machine learning-based calculator for predicting 5-year weight trajectories after bariatric surgery: a multinational retrospective cohort SOPHIA study

90 citations

researchers with a paper here

Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.

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Showing 2018Show all

4 papers · 1 filter

math.ST2018★ 17 cited

Extracting conditionally heteroscedastic components using ICA

Jari Miettinen, Markus Matilainen, Klaus Nordhausen +1

In the independent component model, the multivariate data is assumed to be a mixture of mutually independent latent components, and in independent component analysis (ICA) the aim…

physics.med-ph2018

The effect of tissue physiological variability on transurethral ultrasound therapy of the prostate

Visa Suomi, Bradley Treeby, Jiri Jaros +3

Therapeutic ultrasound is an investigational modality which could potentially be used for minimally invasive treatment of prostate cancer. Computational simulations were used to st…

stat.ME2018★ 13 cited

On the number of signals in multivariate time series

Markus Matilainen, Klaus Nordhausen, Joni Virta

We assume a second-order source separation model where the observed multivariate time series is a linear mixture of latent, temporally uncorrelated time series with some components…

stat.ML2018★ 24 cited

Tournament Leave-pair-out Cross-validation for Receiver Operating Characteristic (ROC) Analysis

Ileana Montoya Perez, Antti Airola, Peter J. Boström +2

Receiver operating characteristic (ROC) analysis is widely used for evaluating diagnostic systems. Recent studies have shown that estimating an area under ROC curve (AUC) with stan…