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Machine Learning and Systems Biology Research Department's Projects

homebrew-mlcb icon homebrew-mlcb

Homebrew taps of the Machine Learning and Computational Biology group of Prof. Karsten Borgwardt

indel-prediction-sv-m icon indel-prediction-sv-m

Structural Variant Machine (SV-M) to accurately predict InDels from NGS paired-end short reads (Grimm et al., BMC Bioinformatics 2013) http://goo.gl/M526Av

jointmds icon jointmds

Official implementation of Joint Multidimensional Scaling

libtlda icon libtlda

Library of transfer learners and domain-adaptive classifiers.

lmm-lasso icon lmm-lasso

An implementation of the Lasso model for association mapping and phenotype prediction which corrects for population strucure (Rakitsch et al., Bioinformatics 2013): http://goo.gl/FRmXwI

longcovid icon longcovid

Prediction of long COVID from proteomic and clinical data

lsh-wtk icon lsh-wtk

Locality-Sensitive Hashing for the Wasserstein Time Series Kernel.

maldi-learn icon maldi-learn

Software library for Maldi-Tof preprocessing and machine learning analysis.

maldi_amr icon maldi_amr

Code for the paper "Antimicrobial resistance prediction in clinical isolates through machine learning on MALDI-TOF mass spectra"

maldi_pike icon maldi_pike

Code for 'Topological and kernel-based microbial phenotype prediction from MALDI-TOF mass spectra'

mid icon mid

MID (Mutual Information Dimension) for measuring statistical dependence between two random variables

mlgkernel icon mlgkernel

Implementation of the Multiscale Laplacian Graph Kernel

mods-recovery icon mods-recovery

Codes for prediction of the recovery of pediatric sepsis patients with MODS

motifiesta icon motifiesta

Approximate subgraph motif mining through learnable edge contraction.

multi-scones icon multi-scones

Multi-task feature selection coupled with multiple network regularizers

mvkdr icon mvkdr

Multi-view Spectral Clustering on Conflicting Views

networkgwas icon networkgwas

Method for performing genome-wide association like studies on neighborhoods identified on biological networks relevant for the phenotype of interest.

neural-persistence icon neural-persistence

Code for the paper 'Neural Persistence: A Complexity Measure for Deep Neural Networks Using Algebraic Topology'

p-wl icon p-wl

A Persistent Weisfeiler–Lehman Procedure for Graph Classification

pathogenicity icon pathogenicity

The evaluation of tools used to predict the impact of missense mutations is hindered by two types of circularity (Grimm et al., Human Mutation 2015) http://goo.gl/VSosV5

persim icon persim

Distances and representations of persistence diagrams

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