<> <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/1574604> .
<https://discovery.ucl.ac.uk/id/eprint/1574604> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Article> .
<https://discovery.ucl.ac.uk/id/eprint/1574604> <http://purl.org/dc/terms/title> "Differentially Private Mixture of Generative Neural Networks"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/1574604> <http://purl.org/ontology/bibo/abstract> "Generative models are used in an increasing number\r\nof applications that rely on large amounts of contextually\r\nrich information about individuals. Owing to possible privacy\r\nviolations, however, publishing or sharing generative models is\r\nnot always viable. In this paper, we introduce a novel solution for\r\nprivately releasing generative models and entire high-dimensional\r\ndatasets produced by these models. We model the generator\r\ndistribution of the training data by a mixture of k generative\r\nneural networks. These are trained together and collectively learn\r\nthe generator distribution of a dataset. Data is divided into k\r\nclusters, using a novel differentially private kernel k-means, then\r\neach cluster is given to separate generative neural networks, such\r\nas Restricted Boltzmann Machines or Variational Autoencoders,\r\nwhich are trained only on their own cluster using differentially\r\nprivate gradient descent. We evaluate our approach using the\r\nMNIST dataset and a large Call Detail Records dataset, showing\r\nthat it produces realistic synthetic samples, which can also be used\r\nto accurately compute arbitrary number of counting queries."^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/1574604> <http://purl.org/dc/terms/date> "2017-12-18" .
<https://discovery.ucl.ac.uk/id/document/478010> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Document> .
<https://discovery.ucl.ac.uk/id/eprint/1574604> <http://purl.org/ontology/bibo/volume> "17" .
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<https://discovery.ucl.ac.uk/id/org/ext-af0a9a5baed87c407844a3f5db44597c> <http://xmlns.com/foaf/0.1/name> "IEEE"^^<http://www.w3.org/2001/XMLSchema#string> .
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<https://discovery.ucl.ac.uk/id/publication/ext-15504786> <http://xmlns.com/foaf/0.1/name> "2017 17TH IEEE INTERNATIONAL CONFERENCE ON DATA MINING (ICDM)"^^<http://www.w3.org/2001/XMLSchema#string> .
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<https://discovery.ucl.ac.uk/id/publication/ext-15504786> <http://purl.org/ontology/bibo/issn> "15504786" .
<https://discovery.ucl.ac.uk/id/eprint/1574604> <http://purl.org/ontology/bibo/status> <http://purl.org/ontology/bibo/status/published> .
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<https://discovery.ucl.ac.uk/id/eprint/1574604> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/1574604#authors> .
<https://discovery.ucl.ac.uk/id/eprint/1574604#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_1> <https://discovery.ucl.ac.uk/id/person/ext-d67466cf5531b8e843a8139e847802d2> .
<https://discovery.ucl.ac.uk/id/eprint/1574604> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-3436af94c73a1964f44ae139471873ed> .
<https://discovery.ucl.ac.uk/id/eprint/1574604> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/1574604#authors> .
<https://discovery.ucl.ac.uk/id/eprint/1574604#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_2> <https://discovery.ucl.ac.uk/id/person/ext-3436af94c73a1964f44ae139471873ed> .
<https://discovery.ucl.ac.uk/id/eprint/1574604> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-de6fb15fc8e4bbdd68c107fc269508f0> .
<https://discovery.ucl.ac.uk/id/eprint/1574604> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/1574604#authors> .
<https://discovery.ucl.ac.uk/id/eprint/1574604#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_3> <https://discovery.ucl.ac.uk/id/person/ext-de6fb15fc8e4bbdd68c107fc269508f0> .
<https://discovery.ucl.ac.uk/id/eprint/1574604> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-9e36a1f5a770e277b7bf69c8e1e11c43> .
<https://discovery.ucl.ac.uk/id/eprint/1574604> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/1574604#authors> .
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<https://discovery.ucl.ac.uk/id/eprint/1574604> <http://www.loc.gov/loc.terms/relators/EDT> <https://discovery.ucl.ac.uk/id/person/ext-366814a45fcd0b1592d7906752a4e039> .
<https://discovery.ucl.ac.uk/id/eprint/1574604> <http://purl.org/ontology/bibo/editorList> <https://discovery.ucl.ac.uk/id/eprint/1574604#editors> .
<https://discovery.ucl.ac.uk/id/eprint/1574604#editors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_1> <https://discovery.ucl.ac.uk/id/person/ext-366814a45fcd0b1592d7906752a4e039> .
<https://discovery.ucl.ac.uk/id/eprint/1574604> <http://www.loc.gov/loc.terms/relators/EDT> <https://discovery.ucl.ac.uk/id/person/ext-edf8e039031cb044b9e5e34a8b5b7ffc> .
<https://discovery.ucl.ac.uk/id/eprint/1574604> <http://purl.org/ontology/bibo/editorList> <https://discovery.ucl.ac.uk/id/eprint/1574604#editors> .
<https://discovery.ucl.ac.uk/id/eprint/1574604#editors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_2> <https://discovery.ucl.ac.uk/id/person/ext-edf8e039031cb044b9e5e34a8b5b7ffc> .
<https://discovery.ucl.ac.uk/id/eprint/1574604> <http://www.loc.gov/loc.terms/relators/EDT> <https://discovery.ucl.ac.uk/id/person/ext-4c74afae1a152adab2bfdb3c7225eb07> .
<https://discovery.ucl.ac.uk/id/eprint/1574604> <http://purl.org/ontology/bibo/editorList> <https://discovery.ucl.ac.uk/id/eprint/1574604#editors> .
<https://discovery.ucl.ac.uk/id/eprint/1574604#editors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_3> <https://discovery.ucl.ac.uk/id/person/ext-4c74afae1a152adab2bfdb3c7225eb07> .
<https://discovery.ucl.ac.uk/id/eprint/1574604> <http://www.loc.gov/loc.terms/relators/EDT> <https://discovery.ucl.ac.uk/id/person/ext-e21882b73caef905a22e18d2f9820b15> .
<https://discovery.ucl.ac.uk/id/eprint/1574604> <http://purl.org/ontology/bibo/editorList> <https://discovery.ucl.ac.uk/id/eprint/1574604#editors> .
<https://discovery.ucl.ac.uk/id/eprint/1574604#editors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_4> <https://discovery.ucl.ac.uk/id/person/ext-e21882b73caef905a22e18d2f9820b15> .
<https://discovery.ucl.ac.uk/id/eprint/1574604> <http://www.loc.gov/loc.terms/relators/EDT> <https://discovery.ucl.ac.uk/id/person/ext-8835541a7bff9d4677532c770c4d1ffa> .
<https://discovery.ucl.ac.uk/id/eprint/1574604> <http://purl.org/ontology/bibo/editorList> <https://discovery.ucl.ac.uk/id/eprint/1574604#editors> .
<https://discovery.ucl.ac.uk/id/eprint/1574604#editors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_5> <https://discovery.ucl.ac.uk/id/person/ext-8835541a7bff9d4677532c770c4d1ffa> .
<https://discovery.ucl.ac.uk/id/person/ext-366814a45fcd0b1592d7906752a4e039> <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-366814a45fcd0b1592d7906752a4e039> <http://xmlns.com/foaf/0.1/givenName> "V"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-366814a45fcd0b1592d7906752a4e039> <http://xmlns.com/foaf/0.1/familyName> "Raghavan"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-366814a45fcd0b1592d7906752a4e039> <http://xmlns.com/foaf/0.1/name> "V Raghavan"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-3436af94c73a1964f44ae139471873ed> <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-3436af94c73a1964f44ae139471873ed> <http://xmlns.com/foaf/0.1/givenName> "L"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-3436af94c73a1964f44ae139471873ed> <http://xmlns.com/foaf/0.1/familyName> "Melis"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-3436af94c73a1964f44ae139471873ed> <http://xmlns.com/foaf/0.1/name> "L Melis"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-9e36a1f5a770e277b7bf69c8e1e11c43> <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-9e36a1f5a770e277b7bf69c8e1e11c43> <http://xmlns.com/foaf/0.1/givenName> "E"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-9e36a1f5a770e277b7bf69c8e1e11c43> <http://xmlns.com/foaf/0.1/familyName> "De Cristofaro"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-9e36a1f5a770e277b7bf69c8e1e11c43> <http://xmlns.com/foaf/0.1/name> "E De Cristofaro"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-edf8e039031cb044b9e5e34a8b5b7ffc> <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-edf8e039031cb044b9e5e34a8b5b7ffc> <http://xmlns.com/foaf/0.1/givenName> "S"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-edf8e039031cb044b9e5e34a8b5b7ffc> <http://xmlns.com/foaf/0.1/familyName> "Aluru"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-edf8e039031cb044b9e5e34a8b5b7ffc> <http://xmlns.com/foaf/0.1/name> "S Aluru"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-8835541a7bff9d4677532c770c4d1ffa> <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-8835541a7bff9d4677532c770c4d1ffa> <http://xmlns.com/foaf/0.1/givenName> "X"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-8835541a7bff9d4677532c770c4d1ffa> <http://xmlns.com/foaf/0.1/familyName> "Wu"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-8835541a7bff9d4677532c770c4d1ffa> <http://xmlns.com/foaf/0.1/name> "X Wu"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-4c74afae1a152adab2bfdb3c7225eb07> <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-4c74afae1a152adab2bfdb3c7225eb07> <http://xmlns.com/foaf/0.1/givenName> "G"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-4c74afae1a152adab2bfdb3c7225eb07> <http://xmlns.com/foaf/0.1/familyName> "Karypis"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-4c74afae1a152adab2bfdb3c7225eb07> <http://xmlns.com/foaf/0.1/name> "G Karypis"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-e21882b73caef905a22e18d2f9820b15> <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-e21882b73caef905a22e18d2f9820b15> <http://xmlns.com/foaf/0.1/givenName> "L"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-e21882b73caef905a22e18d2f9820b15> <http://xmlns.com/foaf/0.1/familyName> "Miele"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-e21882b73caef905a22e18d2f9820b15> <http://xmlns.com/foaf/0.1/name> "L Miele"^^<http://www.w3.org/2001/XMLSchema#string> .
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<https://discovery.ucl.ac.uk/id/person/ext-d67466cf5531b8e843a8139e847802d2> <http://xmlns.com/foaf/0.1/givenName> "G"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-d67466cf5531b8e843a8139e847802d2> <http://xmlns.com/foaf/0.1/familyName> "Acs"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-d67466cf5531b8e843a8139e847802d2> <http://xmlns.com/foaf/0.1/name> "G Acs"^^<http://www.w3.org/2001/XMLSchema#string> .
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<https://discovery.ucl.ac.uk/id/person/ext-de6fb15fc8e4bbdd68c107fc269508f0> <http://xmlns.com/foaf/0.1/givenName> "C"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-de6fb15fc8e4bbdd68c107fc269508f0> <http://xmlns.com/foaf/0.1/familyName> "Castelluccia"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-de6fb15fc8e4bbdd68c107fc269508f0> <http://xmlns.com/foaf/0.1/name> "C Castelluccia"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/1574604> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Article> .
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<https://discovery.ucl.ac.uk/id/event/ext-2d9f4253b5cb7922a8a9474818034b0c> <http://purl.org/dc/terms/title> "17th IEEE International Conference on Data Mining (ICDMW), 18-21 November 2017"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/event/ext-2d9f4253b5cb7922a8a9474818034b0c> <http://purl.org/NET/c4dm/event.owl#place> <https://discovery.ucl.ac.uk/id/location/ext-c7ffb5a5ee8538fb89fcbc460f5b2223> .
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<https://discovery.ucl.ac.uk/id/location/ext-c7ffb5a5ee8538fb89fcbc460f5b2223> <http://www.w3.org/2000/01/rdf-schema#label> "New Orleans, LA"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/1574604> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/EPrint> .
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<https://discovery.ucl.ac.uk/id/eprint/1574604> <http://purl.org/dc/terms/isPartOf> <https://discovery.ucl.ac.uk/id/repository> .
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<https://discovery.ucl.ac.uk/id/document/478010> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
<https://discovery.ucl.ac.uk/id/document/478010> <http://www.w3.org/2000/01/rdf-schema#label> "Differentially Private Mixture of Generative Neural Networks (Text)"^^<http://www.w3.org/2001/XMLSchema#string> .
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<https://discovery.ucl.ac.uk/id/eprint/1574604> <http://eprints.org/ontology/hasDocument> <https://discovery.ucl.ac.uk/id/document/478012> .
<https://discovery.ucl.ac.uk/id/document/478012> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
<https://discovery.ucl.ac.uk/id/document/478012> <http://www.w3.org/2000/01/rdf-schema#label> "Differentially Private Mixture of Generative Neural Networks (Other)"^^<http://www.w3.org/2001/XMLSchema#string> .
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