title: Mosclust: a software library for discovering significant structures in bio-molecular data.
abstract: The R package mosclust (model order selection for clustering problems) implements algorithms based on the concept of stability for discovering significant structures in bio-molecular data. The software library provides stability indices obtained through different data perturbations methods (resampling, random projections, noise injection), as well as statistical tests to assess the significance of multi-level structures singled out from the data.
  
  
  BACKGROUND
  http://homes.dsi.unimi.it/~valenti/SW/mosclust/download/mosclust_1.0.tar.gz.
  
  
  BACKGROUND
  http://homes.dsi.unimi.it/~valenti/SW/mosclust.
authors.affiliation: DSI, Dipartimento di Scienze dell'Informazione, Università degli Studi di Milano, Via Comelico 39, Italy. valentini@dsi.unimi.it
authors.forename: Giorgio
authors.initials: G
authors.lastname: Valentini
mesh_terms: D000465:Algorithms; D001185:Artificial Intelligence; D016000:Cluster Analysis; D020869:Gene Expression Profiling / Q000379:methods*; D020411:Oligonucleotide Array Sequence Analysis / Q000379:methods*; D010363:Pattern Recognition, Automated / Q000379:methods*; D011381:Programming Languages; D020543:Proteome / Q000378:metabolism*; D015398:Signal Transduction / Q000502:physiology*; D012984:Software
chemical_list: D020543:Proteome