<> <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/10116272> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Article> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/dc/terms/title> "Learning Adaptive Display Exposure for Real-Time Advertising"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/ontology/bibo/abstract> "In E-commerce advertising, where product recommendations and product ads are presented to users simultaneously, the traditional setting is to display ads at fixed positions. However, under such a setting, the advertising system loses the flexibility to control the number and positions of ads, resulting in sub-optimal platform revenue and user experience. Consequently, major e-commerce platforms (e.g., Taobao.com) have begun to consider more flexible ways to display ads. In this paper, we investigate the problem of advertising with adaptive exposure: can we dynamically determine the number and positions of ads for each user visit under certain business constraints so that the platform revenue can be increased? More specifically, we consider two types of constraints: request-level constraint ensures user experience for each user visit, and platform-level constraint controls the overall platform monetization rate. We model this problem as a Constrained Markov Decision Process with per-state constraint (psCMDP) and propose a constrained two-level reinforcement learning approach to decompose the original problem into two relatively independent sub-problems. To accelerate policy learning, we also devise a constrained hindsight experience replay mechanism. Experimental evaluations on industry-scale real-world datasets demonstrate the merits of our approach in both obtaining higher revenue under the constraints and the effectiveness of the constrained hindsight experience replay mechanism."^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/dc/terms/date> "2019-11-03" .
<https://discovery.ucl.ac.uk/id/document/1223829> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Document> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/ontology/bibo/volume> "28" .
<https://discovery.ucl.ac.uk/id/org/ext-83e592c058b42423df2a2b182c5be594> <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-83e592c058b42423df2a2b182c5be594> <http://xmlns.com/foaf/0.1/name> "Association for Computing Machinery (ACM)"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/dc/terms/publisher> <https://discovery.ucl.ac.uk/id/org/ext-83e592c058b42423df2a2b182c5be594> .
<https://discovery.ucl.ac.uk/id/publication/ext-e618c1d8f558b1d6b927421b98ba105a> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Collection> .
<https://discovery.ucl.ac.uk/id/publication/ext-e618c1d8f558b1d6b927421b98ba105a> <http://xmlns.com/foaf/0.1/name> "PROCEEDINGS OF THE 28TH ACM INTERNATIONAL CONFERENCE ON INFORMATION & KNOWLEDGE MANAGEMENT (CIKM '19)"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/dc/terms/isPartOf> <https://discovery.ucl.ac.uk/id/publication/ext-e618c1d8f558b1d6b927421b98ba105a> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/ontology/bibo/status> <http://purl.org/ontology/bibo/status/published> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-92b45a4e437e04cb508ebabcbd0d4730> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10116272#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10116272#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_1> <https://discovery.ucl.ac.uk/id/person/ext-92b45a4e437e04cb508ebabcbd0d4730> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-aafb84d3aa38b9d98fd0531a9fb3fd55> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10116272#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10116272#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_2> <https://discovery.ucl.ac.uk/id/person/ext-aafb84d3aa38b9d98fd0531a9fb3fd55> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-ee40b69d7b75bd434703c5c85ecc6417> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10116272#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10116272#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_3> <https://discovery.ucl.ac.uk/id/person/ext-ee40b69d7b75bd434703c5c85ecc6417> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-5998b012b591a776594f52af0d746e44> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10116272#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10116272#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_4> <https://discovery.ucl.ac.uk/id/person/ext-5998b012b591a776594f52af0d746e44> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-fdbe02578b848ec3d906d419c420fcae> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10116272#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10116272#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_5> <https://discovery.ucl.ac.uk/id/person/ext-fdbe02578b848ec3d906d419c420fcae> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-a1fa5cbd3481a6de56d2c51cb0bcc878> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10116272#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10116272#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_6> <https://discovery.ucl.ac.uk/id/person/ext-a1fa5cbd3481a6de56d2c51cb0bcc878> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-7930ab6994308c58ddb4980c7773a76e> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10116272#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10116272#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_7> <https://discovery.ucl.ac.uk/id/person/ext-7930ab6994308c58ddb4980c7773a76e> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-c3d1e06fed130f39ce3e5ae2613e6ea6> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10116272#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10116272#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_8> <https://discovery.ucl.ac.uk/id/person/ext-c3d1e06fed130f39ce3e5ae2613e6ea6> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-3443e0db2998ea7c378eb5db3f65b533> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10116272#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10116272#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_9> <https://discovery.ucl.ac.uk/id/person/ext-3443e0db2998ea7c378eb5db3f65b533> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-9f22971eaf214a44be702aa16af3f1fb> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10116272#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10116272#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_10> <https://discovery.ucl.ac.uk/id/person/ext-9f22971eaf214a44be702aa16af3f1fb> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-158f0e69e71b35a2984d126696e9c31f> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10116272#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10116272#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_11> <https://discovery.ucl.ac.uk/id/person/ext-158f0e69e71b35a2984d126696e9c31f> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/dc/terms/creator> <https://discovery.ucl.ac.uk/id/person/ext-c3e088d5c20b67b783d8ccdd38dfba45> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/ontology/bibo/authorList> <https://discovery.ucl.ac.uk/id/eprint/10116272#authors> .
<https://discovery.ucl.ac.uk/id/eprint/10116272#authors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_12> <https://discovery.ucl.ac.uk/id/person/ext-c3e088d5c20b67b783d8ccdd38dfba45> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://www.loc.gov/loc.terms/relators/EDT> <https://discovery.ucl.ac.uk/id/person/ext-557d38578f4f3929140ed546d30ad215> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/ontology/bibo/editorList> <https://discovery.ucl.ac.uk/id/eprint/10116272#editors> .
<https://discovery.ucl.ac.uk/id/eprint/10116272#editors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_1> <https://discovery.ucl.ac.uk/id/person/ext-557d38578f4f3929140ed546d30ad215> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://www.loc.gov/loc.terms/relators/EDT> <https://discovery.ucl.ac.uk/id/person/ext-af48fe9b9bad16fcd44455ef173e1107> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/ontology/bibo/editorList> <https://discovery.ucl.ac.uk/id/eprint/10116272#editors> .
<https://discovery.ucl.ac.uk/id/eprint/10116272#editors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_2> <https://discovery.ucl.ac.uk/id/person/ext-af48fe9b9bad16fcd44455ef173e1107> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://www.loc.gov/loc.terms/relators/EDT> <https://discovery.ucl.ac.uk/id/person/ext-e3f0f151a384956deae37093ed5a7e0e> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/ontology/bibo/editorList> <https://discovery.ucl.ac.uk/id/eprint/10116272#editors> .
<https://discovery.ucl.ac.uk/id/eprint/10116272#editors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_3> <https://discovery.ucl.ac.uk/id/person/ext-e3f0f151a384956deae37093ed5a7e0e> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://www.loc.gov/loc.terms/relators/EDT> <https://discovery.ucl.ac.uk/id/person/ext-6e379c469a1f7e69f2a8b1fab421f2ae> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/ontology/bibo/editorList> <https://discovery.ucl.ac.uk/id/eprint/10116272#editors> .
<https://discovery.ucl.ac.uk/id/eprint/10116272#editors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_4> <https://discovery.ucl.ac.uk/id/person/ext-6e379c469a1f7e69f2a8b1fab421f2ae> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://www.loc.gov/loc.terms/relators/EDT> <https://discovery.ucl.ac.uk/id/person/ext-977ccea18820a553881747cedcc075be> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/ontology/bibo/editorList> <https://discovery.ucl.ac.uk/id/eprint/10116272#editors> .
<https://discovery.ucl.ac.uk/id/eprint/10116272#editors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_5> <https://discovery.ucl.ac.uk/id/person/ext-977ccea18820a553881747cedcc075be> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://www.loc.gov/loc.terms/relators/EDT> <https://discovery.ucl.ac.uk/id/person/ext-5ff92d0e1eb8d1d6192960d3b1b15754> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/ontology/bibo/editorList> <https://discovery.ucl.ac.uk/id/eprint/10116272#editors> .
<https://discovery.ucl.ac.uk/id/eprint/10116272#editors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_6> <https://discovery.ucl.ac.uk/id/person/ext-5ff92d0e1eb8d1d6192960d3b1b15754> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://www.loc.gov/loc.terms/relators/EDT> <https://discovery.ucl.ac.uk/id/person/ext-f89cc8c52d90344ae33fc4adabf81379> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/ontology/bibo/editorList> <https://discovery.ucl.ac.uk/id/eprint/10116272#editors> .
<https://discovery.ucl.ac.uk/id/eprint/10116272#editors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_7> <https://discovery.ucl.ac.uk/id/person/ext-f89cc8c52d90344ae33fc4adabf81379> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://www.loc.gov/loc.terms/relators/EDT> <https://discovery.ucl.ac.uk/id/person/ext-6c49f6bbe21a57a83cfbd981d0f8cde5> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/ontology/bibo/editorList> <https://discovery.ucl.ac.uk/id/eprint/10116272#editors> .
<https://discovery.ucl.ac.uk/id/eprint/10116272#editors> <http://www.w3.org/1999/02/22-rdf-syntax-ns#_8> <https://discovery.ucl.ac.uk/id/person/ext-6c49f6bbe21a57a83cfbd981d0f8cde5> .
<https://discovery.ucl.ac.uk/id/person/ext-5998b012b591a776594f52af0d746e44> <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-5998b012b591a776594f52af0d746e44> <http://xmlns.com/foaf/0.1/givenName> "C"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-5998b012b591a776594f52af0d746e44> <http://xmlns.com/foaf/0.1/familyName> "Chen"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-5998b012b591a776594f52af0d746e44> <http://xmlns.com/foaf/0.1/name> "C Chen"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-557d38578f4f3929140ed546d30ad215> <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-557d38578f4f3929140ed546d30ad215> <http://xmlns.com/foaf/0.1/givenName> "W"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-557d38578f4f3929140ed546d30ad215> <http://xmlns.com/foaf/0.1/familyName> "Zhu"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-557d38578f4f3929140ed546d30ad215> <http://xmlns.com/foaf/0.1/name> "W Zhu"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-6c49f6bbe21a57a83cfbd981d0f8cde5> <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-6c49f6bbe21a57a83cfbd981d0f8cde5> <http://xmlns.com/foaf/0.1/givenName> "JX"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-6c49f6bbe21a57a83cfbd981d0f8cde5> <http://xmlns.com/foaf/0.1/familyName> "Yu"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-6c49f6bbe21a57a83cfbd981d0f8cde5> <http://xmlns.com/foaf/0.1/name> "JX Yu"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-3443e0db2998ea7c378eb5db3f65b533> <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-3443e0db2998ea7c378eb5db3f65b533> <http://xmlns.com/foaf/0.1/givenName> "Y"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-3443e0db2998ea7c378eb5db3f65b533> <http://xmlns.com/foaf/0.1/familyName> "Wang"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-3443e0db2998ea7c378eb5db3f65b533> <http://xmlns.com/foaf/0.1/name> "Y Wang"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-f89cc8c52d90344ae33fc4adabf81379> <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-f89cc8c52d90344ae33fc4adabf81379> <http://xmlns.com/foaf/0.1/givenName> "Q"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-f89cc8c52d90344ae33fc4adabf81379> <http://xmlns.com/foaf/0.1/familyName> "He"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-f89cc8c52d90344ae33fc4adabf81379> <http://xmlns.com/foaf/0.1/name> "Q He"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-c3d1e06fed130f39ce3e5ae2613e6ea6> <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-c3d1e06fed130f39ce3e5ae2613e6ea6> <http://xmlns.com/foaf/0.1/givenName> "X"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-c3d1e06fed130f39ce3e5ae2613e6ea6> <http://xmlns.com/foaf/0.1/familyName> "Hao"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-c3d1e06fed130f39ce3e5ae2613e6ea6> <http://xmlns.com/foaf/0.1/name> "X Hao"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-977ccea18820a553881747cedcc075be> <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-977ccea18820a553881747cedcc075be> <http://xmlns.com/foaf/0.1/givenName> "E"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-977ccea18820a553881747cedcc075be> <http://xmlns.com/foaf/0.1/familyName> "Rundensteiner"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-977ccea18820a553881747cedcc075be> <http://xmlns.com/foaf/0.1/name> "E Rundensteiner"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-5ff92d0e1eb8d1d6192960d3b1b15754> <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-5ff92d0e1eb8d1d6192960d3b1b15754> <http://xmlns.com/foaf/0.1/givenName> "D"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-5ff92d0e1eb8d1d6192960d3b1b15754> <http://xmlns.com/foaf/0.1/familyName> "Carmel"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-5ff92d0e1eb8d1d6192960d3b1b15754> <http://xmlns.com/foaf/0.1/name> "D Carmel"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-af48fe9b9bad16fcd44455ef173e1107> <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-af48fe9b9bad16fcd44455ef173e1107> <http://xmlns.com/foaf/0.1/givenName> "D"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-af48fe9b9bad16fcd44455ef173e1107> <http://xmlns.com/foaf/0.1/familyName> "Tao"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-af48fe9b9bad16fcd44455ef173e1107> <http://xmlns.com/foaf/0.1/name> "D Tao"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-fdbe02578b848ec3d906d419c420fcae> <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-fdbe02578b848ec3d906d419c420fcae> <http://xmlns.com/foaf/0.1/givenName> "C"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-fdbe02578b848ec3d906d419c420fcae> <http://xmlns.com/foaf/0.1/familyName> "Yu"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-fdbe02578b848ec3d906d419c420fcae> <http://xmlns.com/foaf/0.1/name> "C Yu"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-7930ab6994308c58ddb4980c7773a76e> <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-7930ab6994308c58ddb4980c7773a76e> <http://xmlns.com/foaf/0.1/givenName> "J"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-7930ab6994308c58ddb4980c7773a76e> <http://xmlns.com/foaf/0.1/familyName> "Wang"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-7930ab6994308c58ddb4980c7773a76e> <http://xmlns.com/foaf/0.1/name> "J Wang"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-92b45a4e437e04cb508ebabcbd0d4730> <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-92b45a4e437e04cb508ebabcbd0d4730> <http://xmlns.com/foaf/0.1/givenName> "W"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-92b45a4e437e04cb508ebabcbd0d4730> <http://xmlns.com/foaf/0.1/familyName> "Wang"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-92b45a4e437e04cb508ebabcbd0d4730> <http://xmlns.com/foaf/0.1/name> "W Wang"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-a1fa5cbd3481a6de56d2c51cb0bcc878> <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-a1fa5cbd3481a6de56d2c51cb0bcc878> <http://xmlns.com/foaf/0.1/givenName> "W"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-a1fa5cbd3481a6de56d2c51cb0bcc878> <http://xmlns.com/foaf/0.1/familyName> "Zhang"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-a1fa5cbd3481a6de56d2c51cb0bcc878> <http://xmlns.com/foaf/0.1/name> "W Zhang"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-e3f0f151a384956deae37093ed5a7e0e> <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-e3f0f151a384956deae37093ed5a7e0e> <http://xmlns.com/foaf/0.1/givenName> "X"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-e3f0f151a384956deae37093ed5a7e0e> <http://xmlns.com/foaf/0.1/familyName> "Cheng"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-e3f0f151a384956deae37093ed5a7e0e> <http://xmlns.com/foaf/0.1/name> "X Cheng"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-ee40b69d7b75bd434703c5c85ecc6417> <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-ee40b69d7b75bd434703c5c85ecc6417> <http://xmlns.com/foaf/0.1/givenName> "J"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-ee40b69d7b75bd434703c5c85ecc6417> <http://xmlns.com/foaf/0.1/familyName> "Hao"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-ee40b69d7b75bd434703c5c85ecc6417> <http://xmlns.com/foaf/0.1/name> "J Hao"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-158f0e69e71b35a2984d126696e9c31f> <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-158f0e69e71b35a2984d126696e9c31f> <http://xmlns.com/foaf/0.1/givenName> "J"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-158f0e69e71b35a2984d126696e9c31f> <http://xmlns.com/foaf/0.1/familyName> "Xu"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-158f0e69e71b35a2984d126696e9c31f> <http://xmlns.com/foaf/0.1/name> "J Xu"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-6e379c469a1f7e69f2a8b1fab421f2ae> <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-6e379c469a1f7e69f2a8b1fab421f2ae> <http://xmlns.com/foaf/0.1/givenName> "P"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-6e379c469a1f7e69f2a8b1fab421f2ae> <http://xmlns.com/foaf/0.1/familyName> "Cui"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-6e379c469a1f7e69f2a8b1fab421f2ae> <http://xmlns.com/foaf/0.1/name> "P Cui"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-9f22971eaf214a44be702aa16af3f1fb> <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-9f22971eaf214a44be702aa16af3f1fb> <http://xmlns.com/foaf/0.1/givenName> "H"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-9f22971eaf214a44be702aa16af3f1fb> <http://xmlns.com/foaf/0.1/familyName> "Li"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-9f22971eaf214a44be702aa16af3f1fb> <http://xmlns.com/foaf/0.1/name> "H Li"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-aafb84d3aa38b9d98fd0531a9fb3fd55> <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-aafb84d3aa38b9d98fd0531a9fb3fd55> <http://xmlns.com/foaf/0.1/givenName> "J"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-aafb84d3aa38b9d98fd0531a9fb3fd55> <http://xmlns.com/foaf/0.1/familyName> "Jin"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-aafb84d3aa38b9d98fd0531a9fb3fd55> <http://xmlns.com/foaf/0.1/name> "J Jin"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-c3e088d5c20b67b783d8ccdd38dfba45> <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-c3e088d5c20b67b783d8ccdd38dfba45> <http://xmlns.com/foaf/0.1/givenName> "K"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-c3e088d5c20b67b783d8ccdd38dfba45> <http://xmlns.com/foaf/0.1/familyName> "Gai"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/person/ext-c3e088d5c20b67b783d8ccdd38dfba45> <http://xmlns.com/foaf/0.1/name> "K Gai"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/ontology/bibo/Article> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/ontology/bibo/presentedAt> <https://discovery.ucl.ac.uk/id/event/ext-86a53aaf941b2c89d2c6f402e25f86c6> .
<https://discovery.ucl.ac.uk/id/event/ext-86a53aaf941b2c89d2c6f402e25f86c6> <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-86a53aaf941b2c89d2c6f402e25f86c6> <http://purl.org/dc/terms/title> "28th ACM International Conference on Information and Knowledge Management (CIKM '19)"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/event/ext-86a53aaf941b2c89d2c6f402e25f86c6> <http://purl.org/NET/c4dm/event.owl#place> <https://discovery.ucl.ac.uk/id/location/ext-96e718372af8741b486e5853ee3b50e0> .
<https://discovery.ucl.ac.uk/id/event/ext-86a53aaf941b2c89d2c6f402e25f86c6> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/NET/c4dm/event.owl#Event> .
<https://discovery.ucl.ac.uk/id/event/ext-86a53aaf941b2c89d2c6f402e25f86c6> <http://purl.org/NET/c4dm/event.owl#place> <https://discovery.ucl.ac.uk/id/location/ext-96e718372af8741b486e5853ee3b50e0> .
<https://discovery.ucl.ac.uk/id/location/ext-96e718372af8741b486e5853ee3b50e0> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://www.w3.org/2003/01/geo/wgs84_pos#SpatialThing> .
<https://discovery.ucl.ac.uk/id/location/ext-96e718372af8741b486e5853ee3b50e0> <http://www.w3.org/2000/01/rdf-schema#label> "Beijing, PEOPLES R CHINA"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/EPrint> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/ProceedingsSectionEPrint> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/dc/terms/isPartOf> <https://discovery.ucl.ac.uk/id/repository> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://eprints.org/ontology/hasDocument> <https://discovery.ucl.ac.uk/id/document/1223829> .
<https://discovery.ucl.ac.uk/id/document/1223829> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
<https://discovery.ucl.ac.uk/id/document/1223829> <http://www.w3.org/2000/01/rdf-schema#label> "Learning Adaptive Display Exposure for Real-Time Advertising (Text)"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://purl.org/dc/elements/1.1/hasVersion> <https://discovery.ucl.ac.uk/id/document/1223829> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://eprints.org/ontology/hasPublished> <https://discovery.ucl.ac.uk/id/document/1223829> .
<https://discovery.ucl.ac.uk/id/document/1223829> <http://eprints.org/ontology/hasFile> <https://discovery.ucl.ac.uk/id/eprint/10116272/1/1809.03149.pdf> .
<https://discovery.ucl.ac.uk/id/document/1223829> <http://purl.org/dc/terms/hasPart> <https://discovery.ucl.ac.uk/id/eprint/10116272/1/1809.03149.pdf> .
<https://discovery.ucl.ac.uk/id/eprint/10116272/1/1809.03149.pdf> <http://www.w3.org/2000/01/rdf-schema#label> "1809.03149.pdf"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://eprints.org/ontology/hasDocument> <https://discovery.ucl.ac.uk/id/document/1223830> .
<https://discovery.ucl.ac.uk/id/document/1223830> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
<https://discovery.ucl.ac.uk/id/document/1223830> <http://www.w3.org/2000/01/rdf-schema#label> "Learning Adaptive Display Exposure for Real-Time Advertising (Other)"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/document/1223830> <http://eprints.org/relation/isVersionOf> <https://discovery.ucl.ac.uk/id/document/1223829> .
<https://discovery.ucl.ac.uk/id/document/1223830> <http://eprints.org/relation/isVolatileVersionOf> <https://discovery.ucl.ac.uk/id/document/1223829> .
<https://discovery.ucl.ac.uk/id/document/1223830> <http://eprints.org/relation/islightboxThumbnailVersionOf> <https://discovery.ucl.ac.uk/id/document/1223829> .
<https://discovery.ucl.ac.uk/id/document/1223830> <http://eprints.org/ontology/hasFile> <https://discovery.ucl.ac.uk/id/eprint/10116272/2/lightbox.jpg> .
<https://discovery.ucl.ac.uk/id/document/1223830> <http://purl.org/dc/terms/hasPart> <https://discovery.ucl.ac.uk/id/eprint/10116272/2/lightbox.jpg> .
<https://discovery.ucl.ac.uk/id/eprint/10116272/2/lightbox.jpg> <http://www.w3.org/2000/01/rdf-schema#label> "lightbox.jpg"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://eprints.org/ontology/hasDocument> <https://discovery.ucl.ac.uk/id/document/1223831> .
<https://discovery.ucl.ac.uk/id/document/1223831> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
<https://discovery.ucl.ac.uk/id/document/1223831> <http://www.w3.org/2000/01/rdf-schema#label> "Learning Adaptive Display Exposure for Real-Time Advertising (Other)"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/document/1223831> <http://eprints.org/relation/isVersionOf> <https://discovery.ucl.ac.uk/id/document/1223829> .
<https://discovery.ucl.ac.uk/id/document/1223831> <http://eprints.org/relation/isVolatileVersionOf> <https://discovery.ucl.ac.uk/id/document/1223829> .
<https://discovery.ucl.ac.uk/id/document/1223831> <http://eprints.org/relation/ispreviewThumbnailVersionOf> <https://discovery.ucl.ac.uk/id/document/1223829> .
<https://discovery.ucl.ac.uk/id/document/1223831> <http://eprints.org/ontology/hasFile> <https://discovery.ucl.ac.uk/id/eprint/10116272/3/preview.jpg> .
<https://discovery.ucl.ac.uk/id/document/1223831> <http://purl.org/dc/terms/hasPart> <https://discovery.ucl.ac.uk/id/eprint/10116272/3/preview.jpg> .
<https://discovery.ucl.ac.uk/id/eprint/10116272/3/preview.jpg> <http://www.w3.org/2000/01/rdf-schema#label> "preview.jpg"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://eprints.org/ontology/hasDocument> <https://discovery.ucl.ac.uk/id/document/1223832> .
<https://discovery.ucl.ac.uk/id/document/1223832> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
<https://discovery.ucl.ac.uk/id/document/1223832> <http://www.w3.org/2000/01/rdf-schema#label> "Learning Adaptive Display Exposure for Real-Time Advertising (Other)"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/document/1223832> <http://eprints.org/relation/isVersionOf> <https://discovery.ucl.ac.uk/id/document/1223829> .
<https://discovery.ucl.ac.uk/id/document/1223832> <http://eprints.org/relation/isVolatileVersionOf> <https://discovery.ucl.ac.uk/id/document/1223829> .
<https://discovery.ucl.ac.uk/id/document/1223832> <http://eprints.org/relation/ismediumThumbnailVersionOf> <https://discovery.ucl.ac.uk/id/document/1223829> .
<https://discovery.ucl.ac.uk/id/document/1223832> <http://eprints.org/ontology/hasFile> <https://discovery.ucl.ac.uk/id/eprint/10116272/4/medium.jpg> .
<https://discovery.ucl.ac.uk/id/document/1223832> <http://purl.org/dc/terms/hasPart> <https://discovery.ucl.ac.uk/id/eprint/10116272/4/medium.jpg> .
<https://discovery.ucl.ac.uk/id/eprint/10116272/4/medium.jpg> <http://www.w3.org/2000/01/rdf-schema#label> "medium.jpg"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/eprint/10116272> <http://eprints.org/ontology/hasDocument> <https://discovery.ucl.ac.uk/id/document/1223833> .
<https://discovery.ucl.ac.uk/id/document/1223833> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://eprints.org/ontology/Document> .
<https://discovery.ucl.ac.uk/id/document/1223833> <http://www.w3.org/2000/01/rdf-schema#label> "Learning Adaptive Display Exposure for Real-Time Advertising (Other)"^^<http://www.w3.org/2001/XMLSchema#string> .
<https://discovery.ucl.ac.uk/id/document/1223833> <http://eprints.org/relation/isVersionOf> <https://discovery.ucl.ac.uk/id/document/1223829> .
<https://discovery.ucl.ac.uk/id/document/1223833> <http://eprints.org/relation/isVolatileVersionOf> <https://discovery.ucl.ac.uk/id/document/1223829> .
<https://discovery.ucl.ac.uk/id/document/1223833> <http://eprints.org/relation/issmallThumbnailVersionOf> <https://discovery.ucl.ac.uk/id/document/1223829> .
<https://discovery.ucl.ac.uk/id/document/1223833> <http://eprints.org/ontology/hasFile> <https://discovery.ucl.ac.uk/id/eprint/10116272/5/small.jpg> .
<https://discovery.ucl.ac.uk/id/document/1223833> <http://purl.org/dc/terms/hasPart> <https://discovery.ucl.ac.uk/id/eprint/10116272/5/small.jpg> .
<https://discovery.ucl.ac.uk/id/eprint/10116272/5/small.jpg> <http://www.w3.org/2000/01/rdf-schema#label> "small.jpg"^^<http://www.w3.org/2001/XMLSchema#string> .
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