Learning Molecular Classes from Small Numbers of Positive Examples Using Graph Grammars.- Can We Replace Reads by Numeric Signatures? Lyndon Fingerprints as Representations of Sequencing Reads for Machine Learning.- Exploiting Variable Sparsity in Computing Equilibria of Biological Dynamical Systems by Triangular Decomposition.- A Recovery Algorithm and Pooling Designs for One-Stage Noisy Group Testing Under the Probabilistic Framework.- Novel Phylogenetic Network Distances Based on Cherry Picking.- Best Match Graphs with Binary Trees.- Scalable and Accurate Phylogenetic Placement Using pplacer-XR.- Comparing Methods for Species Tree Estimation with Gene Duplication and Loss.- Reversal Distance on Genomes with Different Gene Content and Intergenic Regions Information.- Reversals Distance Considering Flexible Intergenic Regions Sizes.- Improved DNA-versus-Protein Homology Search for Protein Fossils.- The Maximum Weight Trace Alignment Merging Problem.