Data Mining Algorithms.- Advances in Genomic Experiment Techniques.- Case Study I: Hierarchical Clustering and Graph Algorithms for Tag-SNP Selection.- Case Study II: Constrained Unidimensional Scaling for Linkage Disequilibrium Maps.- Case Study III: Hybrid PCA-NN Algorithms for Continuous Microarray Time Series.- Discussions and Future Data Mining Projects.