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This package provides four search methods for attribute selection: ExhaustiveSearch, GeneticSearch, RandomSearch and RankSearch. See: David E. Goldberg (1989). Genetic algorithms in search, optimization and machine learning. Addison-Wesley. Mark Hall, Geoffrey Holmes (2003). Benchmarking attribute selection techniques for discrete class data mining. IEEE Transactions on Knowledge and Data Engineering. 15(6):1437-1447.

An implementation of the Ordinal Stochastic Dominance Learner. Further information regarding the OSDL-algorithm can be found in: S. Lievens, B. De Baets, K. Cao-Van (2006). A Probabilistic Framework for the Design of Instance-Based Supervised Ranking Algorithms in an Ordinal Setting. Annals of Operations Research; Kim Cao-Van (2003). Supervised ranking: from semantics to algorithms; Stijn Lievens (2004). Studie en implementatie van instantie-gebaseerde algoritmen voor gesuperviseerd rangschikken

Feature selection method based on correlation measureand relevance and redundancy analysis. Use in conjunction with an attribute set evaluator (SymmetricalUncertAttributeEval). For more information see: Lei Yu, Huan Liu: Feature Selection for High-Dimensional Data: A Fast Correlation-Based Filter Solution. In: Proceedings of the Twentieth International Conference on Machine Learning, 856-863, 2003.

This library is a façade for image manipulation, acting as a proxy to libraries such as Java2D, JAI, ImageJ. In its early years (after 2003) it was used for photo development, metadata management and even demonstrated distributed calculus on the Sun Grid. At the end of 2016 development stopped. It resumed at the end of 2022, dropping obsolete stuff (JAI). At the moment the portions related to image manipulation are not tested. Features about metadata manipulation are being actively developed. A few scripts for U*ix and Windows systems are provided to quickly run examples: + runViewerExample.sh + runHistogramViewerExample.sh + runViewerExample.bat + runHistogramViewerExample.bat Directory tree ============== * modules/Core sources for the core component * modules/Metadata sources for the Metadata component * modules/Processor sources for the imaging processor * modules/Renderer sources for the renderer * modules/Examples/ViewerExample example about the renderer * modules/Examples/HistogramViewerExample example about histogram computation * modules/Examples/CustomOperationExample example about custom operations * modules/Examples/Miscellaneous miscellaneous examples