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algorithm showing » algorithm shows (Expand Search), algorithm using (Expand Search), algorithms using (Expand Search)
showing function » showing selection (Expand Search), clotting function (Expand Search), waning function (Expand Search)
where function » sphere function (Expand Search), gene function (Expand Search), wave function (Expand Search)
algorithm showing » algorithm shows (Expand Search), algorithm using (Expand Search), algorithms using (Expand Search)
showing function » showing selection (Expand Search), clotting function (Expand Search), waning function (Expand Search)
where function » sphere function (Expand Search), gene function (Expand Search), wave function (Expand Search)
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Using synthetic data to test group-searching algorithms in a context where the correct grouping of species is known and uniquely defined.
Published 2024“…The panel shows representative outputs of these algorithms for <i>N</i> = 3 metabolites and for the number of groups indicated at the top. …”
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If datasets are small and/or noisy, linear-regression-based algorithms for identifying functional groups outperform more complex versions.
Published 2024“…Both versions are evaluated on the same synthetic datasets with a 3-group ground truth. Each algorithm return a set of coarsened <i>variables</i> (a grouping of species into three groups) and a <i>model</i> that uses these variables to predict the function. …”
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Multi-scale detection of hierarchical community architecture in structural and functional brain networks
Published 2019“…Finally, we build an explicitly multimodal multiplex graph that combines both structural and functional connectivity in a single model, and we identify the topological scales where resting state functional connectivity and underlying structural connectivity show similar <i>versus</i> unique hierarchical community architecture. …”
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Wav2DDK: An automated DDK estimation algorithm (Kadambi et al., 2023)
Published 2023“…Estimated rates achieve a high test-retest reliability (<em>r</em> = .95) and show good correlation with the revised ALS functional rating scale speech subscore (<em>r </em>= .67).…”
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Autonomous Experiments in Scanning Probe Microscopy and Spectroscopy: Choosing Where to Explore Polarization Dynamics in Ferroelectrics
Published 2021“…The optimized algorithm is then deployed on an operational scanning probe microscope (SPM) for finding areas of large electromechanical response in a thin film of PbTiO<sub>3</sub>, with results showing that, with just 20% of the area sampled, most high-response clusters were captured. …”
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Ms.FPOP: A Fast Exact Segmentation Algorithm with a Multiscale Penalty
Published 2024“…This penalty was proposed by Verzelen et al. and achieves optimal rates for changepoint detection and changepoint localization in a non-asymptotic scenario. Our proposed algorithm, Multiscale Functional Pruning Optimal Partitioning (Ms.FPOP), extends functional pruning ideas presented in Rigaill and Maidstone et al. to multiscale penalties. …”
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Flowchart showing the basic functioning of our implementation of the algorithm described in this paper.
Published 2020“…<p>Flowchart showing the basic functioning of our implementation of the algorithm described in this paper.…”