Pierre Geurts

Investigation and Reduction of Discretization Variance in Decision Tree Induction

Segment and Combine Approach for Biological Sequence Classification

peer reviewed

Collaborative analysis of multi-gigapixel imaging data using Cytomine

Abstract Motivation: Collaborative analysis of massive imaging datasets is essential to enable scientific discoveries. Results: We developed Cytomine to foster active and distri...

SCENIC: single-cell regulatory network inference and clustering

Inferring Regulatory Networks from Expression Data Using Tree-Based Methods

One of the pressing open problems of computational systems biology is the elucidation of the topology of genetic regulatory networks (GRNs) using high throughput genomic data, i...

Extremely randomized trees

Proteomic mass spectra classification using decision tree based ensemble methods

We propose a systematic approach based on decision tree ensemble methods, which is used to automatically determine proteomic biomarkers and predictive models. The approach is va...

Segment and Combine Approach for Non-parametric Time-Series Classification