<> <http://www.w3.org/2000/01/rdf-schema#comment> "The repository administrator has not yet configured an RDF license."^^<http://www.w3.org/2001/XMLSchema#string> . <> <http://xmlns.com/foaf/0.1/primaryTopic> <https://discovery.ucl.ac.uk/id/eprint/1433230> . <https://discovery.ucl.ac.uk/id/eprint/1433230> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Article> . <https://discovery.ucl.ac.uk/id/eprint/1433230> <http://purl.org/dc/terms/title> "Post Nonlinear Independent Subspace Analysis"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/eprint/1433230> <http://purl.org/ontology/bibo/abstract> "In this paper a generalization of Post Nonlinear Independent Component Analysis (PNL-ICA) to Post Nonlinear Independent Subspace Analysis (PNL-ISA) is presented. In this framework sources to be identified can be multidimensional as well. For this generalization we prove a separability theorem: the ambiguities of this problem are essentially the same as for the linear Independent Subspace Analysis (ISA). By applying this result we derive an algorithm using the mirror structure of the mixing system. Numerical simulations are presented to illustrate the efficiency of the algorithm."^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/eprint/1433230> <http://purl.org/dc/terms/date> "2007-09-09" . <https://discovery.ucl.ac.uk/id/document/57057> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Document> . <https://discovery.ucl.ac.uk/id/document/57058> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Document> . <https://discovery.ucl.ac.uk/id/eprint/1433230> <http://purl.org/ontology/bibo/volume> "4668" . <https://discovery.ucl.ac.uk/id/org/ext-96dab9637a27b0e1882aa4f9390fc74a> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Organization> . <https://discovery.ucl.ac.uk/id/org/ext-96dab9637a27b0e1882aa4f9390fc74a> <http://xmlns.com/foaf/0.1/name> "Springer-Verlag, Berlin Heidelberg"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/eprint/1433230> <http://purl.org/dc/terms/publisher> <https://discovery.ucl.ac.uk/id/org/ext-96dab9637a27b0e1882aa4f9390fc74a> . <https://discovery.ucl.ac.uk/id/eprint/1433230> <http://purl.org/ontology/bibo/status> <http://purl.org/ontology/bibo/status/published> . <https://discovery.ucl.ac.uk/id/eprint/1433230> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-acdd3d5976830bc3bcf1e1fb82107a12> . <https://discovery.ucl.ac.uk/id/eprint/1433230> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/1433230#authors> . <https://discovery.ucl.ac.uk/id/eprint/1433230#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_1> <https://discovery.ucl.ac.uk/id/person/ext-acdd3d5976830bc3bcf1e1fb82107a12> . <https://discovery.ucl.ac.uk/id/eprint/1433230> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-5fd250d4765c7a2ee5b5bd47591a3ba2> . 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<https://discovery.ucl.ac.uk/id/eprint/1433230> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/1433230#authors> . <https://discovery.ucl.ac.uk/id/eprint/1433230#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_4> <https://discovery.ucl.ac.uk/id/person/ext-a3f8e826516419fc4306bd503e10fc0d> . <https://discovery.ucl.ac.uk/id/eprint/1433230> <http://www.loc.gov/loc.terms/relators/EDT> <https://discovery.ucl.ac.uk/id/person/ext-6a57b35da9908c7339f27f56ccb8fb8b> . <https://discovery.ucl.ac.uk/id/eprint/1433230> <http://purl.org/ontology/bibo/editorList> <https://discovery.ucl.ac.uk/id/eprint/1433230#editors> . <https://discovery.ucl.ac.uk/id/eprint/1433230#editors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_1> <https://discovery.ucl.ac.uk/id/person/ext-6a57b35da9908c7339f27f56ccb8fb8b> . <https://discovery.ucl.ac.uk/id/eprint/1433230> <http://www.loc.gov/loc.terms/relators/EDT> <https://discovery.ucl.ac.uk/id/person/ext-28743e5a2057bd4a079f0a993f576ee1> . <https://discovery.ucl.ac.uk/id/eprint/1433230> <http://purl.org/ontology/bibo/editorList> <https://discovery.ucl.ac.uk/id/eprint/1433230#editors> . <https://discovery.ucl.ac.uk/id/eprint/1433230#editors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_2> <https://discovery.ucl.ac.uk/id/person/ext-28743e5a2057bd4a079f0a993f576ee1> . <https://discovery.ucl.ac.uk/id/eprint/1433230> <http://www.loc.gov/loc.terms/relators/EDT> <https://discovery.ucl.ac.uk/id/person/ext-bf20c0ea2d626d79be9b88e0ba64d0fa> . <https://discovery.ucl.ac.uk/id/eprint/1433230> <http://purl.org/ontology/bibo/editorList> <https://discovery.ucl.ac.uk/id/eprint/1433230#editors> . <https://discovery.ucl.ac.uk/id/eprint/1433230#editors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_3> <https://discovery.ucl.ac.uk/id/person/ext-bf20c0ea2d626d79be9b88e0ba64d0fa> . <https://discovery.ucl.ac.uk/id/eprint/1433230> <http://www.loc.gov/loc.terms/relators/EDT> <https://discovery.ucl.ac.uk/id/person/ext-ade45c4018d2c7c6dd9e729cce37596b> . <https://discovery.ucl.ac.uk/id/eprint/1433230> <http://purl.org/ontology/bibo/editorList> <https://discovery.ucl.ac.uk/id/eprint/1433230#editors> . <https://discovery.ucl.ac.uk/id/eprint/1433230#editors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_4> <https://discovery.ucl.ac.uk/id/person/ext-ade45c4018d2c7c6dd9e729cce37596b> . <https://discovery.ucl.ac.uk/id/person/ext-6a57b35da9908c7339f27f56ccb8fb8b> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-6a57b35da9908c7339f27f56ccb8fb8b> <http://xmlns.com/foaf/0.1/givenName> "JM"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-6a57b35da9908c7339f27f56ccb8fb8b> <http://xmlns.com/foaf/0.1/familyName> "Sa"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-6a57b35da9908c7339f27f56ccb8fb8b> <http://xmlns.com/foaf/0.1/name> "JM Sa"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-5fd250d4765c7a2ee5b5bd47591a3ba2> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-5fd250d4765c7a2ee5b5bd47591a3ba2> <http://xmlns.com/foaf/0.1/givenName> "B"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-5fd250d4765c7a2ee5b5bd47591a3ba2> <http://xmlns.com/foaf/0.1/familyName> "Póczos"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-5fd250d4765c7a2ee5b5bd47591a3ba2> <http://xmlns.com/foaf/0.1/name> "B Póczos"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-acdd3d5976830bc3bcf1e1fb82107a12> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-acdd3d5976830bc3bcf1e1fb82107a12> <http://xmlns.com/foaf/0.1/givenName> "Z"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-acdd3d5976830bc3bcf1e1fb82107a12> <http://xmlns.com/foaf/0.1/familyName> "Szabo"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-acdd3d5976830bc3bcf1e1fb82107a12> <http://xmlns.com/foaf/0.1/name> "Z Szabo"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-28743e5a2057bd4a079f0a993f576ee1> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-28743e5a2057bd4a079f0a993f576ee1> <http://xmlns.com/foaf/0.1/givenName> "LA"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-28743e5a2057bd4a079f0a993f576ee1> <http://xmlns.com/foaf/0.1/familyName> "Alexandre"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-28743e5a2057bd4a079f0a993f576ee1> <http://xmlns.com/foaf/0.1/name> "LA Alexandre"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-bf20c0ea2d626d79be9b88e0ba64d0fa> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-bf20c0ea2d626d79be9b88e0ba64d0fa> <http://xmlns.com/foaf/0.1/givenName> "W"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-bf20c0ea2d626d79be9b88e0ba64d0fa> <http://xmlns.com/foaf/0.1/familyName> "Duch"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-bf20c0ea2d626d79be9b88e0ba64d0fa> <http://xmlns.com/foaf/0.1/name> "W Duch"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-f89461ad9632941355050a06dc027722> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-f89461ad9632941355050a06dc027722> <http://xmlns.com/foaf/0.1/givenName> "G"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-f89461ad9632941355050a06dc027722> <http://xmlns.com/foaf/0.1/familyName> "Szirtes"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-f89461ad9632941355050a06dc027722> <http://xmlns.com/foaf/0.1/name> "G Szirtes"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-a3f8e826516419fc4306bd503e10fc0d> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-a3f8e826516419fc4306bd503e10fc0d> <http://xmlns.com/foaf/0.1/givenName> "A"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-a3f8e826516419fc4306bd503e10fc0d> <http://xmlns.com/foaf/0.1/familyName> "Lőrincz"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-a3f8e826516419fc4306bd503e10fc0d> <http://xmlns.com/foaf/0.1/name> "A Lőrincz"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-ade45c4018d2c7c6dd9e729cce37596b> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://xmlns.com/foaf/0.1/Person> . <https://discovery.ucl.ac.uk/id/person/ext-ade45c4018d2c7c6dd9e729cce37596b> <http://xmlns.com/foaf/0.1/givenName> "DP"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-ade45c4018d2c7c6dd9e729cce37596b> <http://xmlns.com/foaf/0.1/familyName> "Mandic"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/person/ext-ade45c4018d2c7c6dd9e729cce37596b> <http://xmlns.com/foaf/0.1/name> "DP Mandic"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/eprint/1433230> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Article> . <https://discovery.ucl.ac.uk/id/eprint/1433230> <http://purl.org/ontology/bibo/presentedAt> <https://discovery.ucl.ac.uk/id/event/ext-f02df602ad35caf57ffa2cb4ad2fdd31> . <https://discovery.ucl.ac.uk/id/event/ext-f02df602ad35caf57ffa2cb4ad2fdd31> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Conference> . <https://discovery.ucl.ac.uk/id/event/ext-f02df602ad35caf57ffa2cb4ad2fdd31> <http://purl.org/dc/terms/title> "International Conference on Artificial Neural Networks (ICANN 2007)"^^<http://www.w3.org/2001/XMLSchema#string> . <https://discovery.ucl.ac.uk/id/event/ext-f02df602ad35caf57ffa2cb4ad2fdd31> <http://purl.org/NET/c4dm/event.owl#place> <https://discovery.ucl.ac.uk/id/location/ext-49551c5375b0c6a93ae725e1dad9b149> . <https://discovery.ucl.ac.uk/id/event/ext-f02df602ad35caf57ffa2cb4ad2fdd31> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/NET/c4dm/event.owl#Event> . 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