347 citations · 470 across the 10 of their papers we have counts for
5 papers · 1 filter
Cancer gene prioritization by integrative analysis of mRNA expression and DNA copy number data: a comparative review
Leo Lahti, Martin Schäfer, Hans-Ulrich Klein +2
A variety of genome-wide profiling techniques are available to probe complementary aspects of genome structure and function. Integrative analysis of heterogeneous data sources can…
A brief overview on the BioPAX and SBML standards for formal presentation of complex biological knowledge
Leo Lahti
A brief informal overview on the BioPAX and SBML standards for formal presentation of complex biological knowledge.
RPA: Probabilistic analysis of probe performance and robust summarization
Leo Lahti, Laura L. Elo, Tero Aittokallio +1
Probe-level models have led to improved performance in microarray studies but the various sources of probe-level contamination are still poorly understood. Data-driven analysis of…
Probabilistic analysis of the human transcriptome with side information
Leo Lahti
Understanding functional organization of genetic information is a major challenge in modern biology. Following the initial publication of the human genome sequence in 2001, advance…
Dependency detection with similarity constraints
Leo Lahti, Samuel Myllykangas, Sakari Knuutila +1
Unsupervised two-view learning, or detection of dependencies between two paired data sets, is typically done by some variant of canonical correlation analysis (CCA). CCA searches f…