03938nam 22008055 450 99646587960331620230406002651.03-540-34138-210.1007/11752790(CKB)1000000000232970(SSID)ssj0000320257(PQKBManifestationID)11238875(PQKBTitleCode)TC0000320257(PQKBWorkID)10348180(PQKB)10370877(DE-He213)978-3-540-34138-3(MiAaPQ)EBC3068016(PPN)12313465X(EXLCZ)99100000000023297020100301d2006 u| 0engurnn|008mamaatxtccrSubspace, Latent Structure and Feature Selection[electronic resource] Statistical and Optimization Perspectives Workshop, SLSFS 2005 Bohinj, Slovenia, February 23-25, 2005, Revised Selected Papers /edited by Craig Saunders, Marko Grobelnik, Steve Gunn, John Shawe-Taylor1st ed. 2006.Berlin, Heidelberg :Springer Berlin Heidelberg :Imprint: Springer,2006.1 online resource (X, 209 p.) Theoretical Computer Science and General Issues,2512-2029 ;3940Bibliographic Level Mode of Issuance: Monograph3-540-34137-4 Includes bibliographical references and author index.Invited Contributions -- Discrete Component Analysis -- Overview and Recent Advances in Partial Least Squares -- Random Projection, Margins, Kernels, and Feature-Selection -- Some Aspects of Latent Structure Analysis -- Feature Selection for Dimensionality Reduction -- Contributed Papers -- Auxiliary Variational Information Maximization for Dimensionality Reduction -- Constructing Visual Models with a Latent Space Approach -- Is Feature Selection Still Necessary? -- Class-Specific Subspace Discriminant Analysis for High-Dimensional Data -- Incorporating Constraints and Prior Knowledge into Factorization Algorithms – An Application to 3D Recovery -- A Simple Feature Extraction for High Dimensional Image Representations -- Identifying Feature Relevance Using a Random Forest -- Generalization Bounds for Subspace Selection and Hyperbolic PCA -- Less Biased Measurement of Feature Selection Benefits.Theoretical Computer Science and General Issues,2512-2029 ;3940AlgorithmsComputer science—MathematicsMathematical statisticsComputer scienceArtificial intelligenceComputer visionPattern recognition systemsAlgorithmsProbability and Statistics in Computer ScienceTheory of ComputationArtificial IntelligenceComputer VisionAutomated Pattern RecognitionAlgorithms.Computer science—Mathematics.Mathematical statistics.Computer science.Artificial intelligence.Computer vision.Pattern recognition systems.Algorithms.Probability and Statistics in Computer Science.Theory of Computation.Artificial Intelligence.Computer Vision.Automated Pattern Recognition.003/.1Saunders Craigedthttp://id.loc.gov/vocabulary/relators/edtGrobelnik Markoedthttp://id.loc.gov/vocabulary/relators/edtGunn Steveedthttp://id.loc.gov/vocabulary/relators/edtShawe-Taylor Johnedthttp://id.loc.gov/vocabulary/relators/edtBOOK996465879603316Subspace, Latent Structure and Feature Selection772769UNISA