Extracting multidimensional patterns from data, data reconstruction and registration, signal and noise separation. Elements of geostatistics, linear estimation, image analysis, and multidimensional sparsity-promoting transforms with applications to large-scale geoscientific data. Geological Sciences 384H and 391 (Topic: Multidimensional Data Analysis) may not both be counted. Three lecture hours a week for one semester.