From the webpage:
BioData Mining is an open access, peer reviewed, online journal encompassing research on all aspects of data mining applied to high-dimensional biological and biomedical data, focusing on computational aspects of knowledge discovery from large-scale genetic, transcriptomic, genomic, proteomic, and metabolomic data.
What you would have seen since 1 July 2011:
An R Package Implementation of Multifactor Dimensionality Reduction
Hill-Climbing Search and Diversification within an Evolutionary Approach to Protein Structure Prediction
Detection of putative new mutacins by bioinformatic analysis using available web tools
Evolving hard problems: Generating human genetics datasets with a complex etiology
Taxon ordering in phylogenetic trees by means of evolutionary algorithms
Enjoy!