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Binary relevance for multi-label learning: an overview
Multi-label learning deals with problems where each example is represented by a single
instance while being associated with multiple class labels simultaneously. Binary relevance …
instance while being associated with multiple class labels simultaneously. Binary relevance …
The state of the art in enhancing trust in machine learning models with the use of visualizations
Abstract Machine learning (ML) models are nowadays used in complex applications in
various domains, such as medicine, bioinformatics, and other sciences. Due to their black …
various domains, such as medicine, bioinformatics, and other sciences. Due to their black …
Microbial community assembly and metabolic function during mammalian corpse decomposition
Vertebrate corpse decomposition provides an important stage in nutrient cycling in most
terrestrial habitats, yet microbially mediated processes are poorly understood. Here we …
terrestrial habitats, yet microbially mediated processes are poorly understood. Here we …
Activity flow over resting-state networks shapes cognitive task activations
Resting-state functional connectivity (FC) has helped reveal the intrinsic network
organization of the human brain, yet its relevance to cognitive task activations has been …
organization of the human brain, yet its relevance to cognitive task activations has been …
Advancing functional connectivity research from association to causation
Cognition and behavior emerge from brain network interactions, such that investigating
causal interactions should be central to the study of brain function. Approaches that …
causal interactions should be central to the study of brain function. Approaches that …
Aging effects on DNA methylation modules in human brain and blood tissue
Background Several recent studies reported aging effects on DNA methylation levels of
individual CpG dinucleotides. But it is not yet known whether aging-related consensus …
individual CpG dinucleotides. But it is not yet known whether aging-related consensus …
Gene regulatory network inference resources: A practical overview
D Mercatelli, L Scalambra, L Triboli, F Ray… - Biochimica et Biophysica …, 2020 - Elsevier
Transcriptional regulation is a fundamental molecular mechanism involved in almost every
aspect of life, from homeostasis to development, from metabolism to behavior, from reaction …
aspect of life, from homeostasis to development, from metabolism to behavior, from reaction …
Reorganization of cerebral networks after stroke: new insights from neuroimaging with connectivity approaches
The motor system comprises a network of cortical and subcortical areas interacting via
excitatory and inhibitory circuits, thereby governing motor behaviour. The balance within the …
excitatory and inhibitory circuits, thereby governing motor behaviour. The balance within the …
Noise in biology
LS Tsimring - Reports on Progress in Physics, 2014 - iopscience.iop.org
Noise permeates biology on all levels, from the most basic molecular, sub-cellular
processes to the dynamics of tissues, organs, organisms and populations. The functional …
processes to the dynamics of tissues, organs, organisms and populations. The functional …
Geometric interpretation of gene coexpression network analysis
The merging of network theory and microarray data analysis techniques has spawned a new
field: gene coexpression network analysis. While network methods are increasingly used in …
field: gene coexpression network analysis. While network methods are increasingly used in …