{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,15]],"date-time":"2026-05-15T11:21:55Z","timestamp":1778844115229,"version":"3.51.4"},"publisher-location":"New York, NY, USA","reference-count":35,"publisher":"ACM","license":[{"start":{"date-parts":[[2020,9,14]],"date-time":"2020-09-14T00:00:00Z","timestamp":1600041600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2020,9,14]]},"DOI":"10.1145\/3411170.3411243","type":"proceedings-article","created":{"date-parts":[[2020,9,4]],"date-time":"2020-09-04T21:26:23Z","timestamp":1599254783000},"page":"6-11","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":6,"title":["Bayesian Networks-based personal data synthesis"],"prefix":"10.1145","author":[{"given":"Irina","family":"Deeva","sequence":"first","affiliation":[{"name":"ITMO University, Saint-Petersburg, Russia"}]},{"given":"Petr D.","family":"Andriushchenko","sequence":"additional","affiliation":[{"name":"ITMO University, Saint-Petersburg, Russia"}]},{"given":"Anna V.","family":"Kalyuzhnaya","sequence":"additional","affiliation":[{"name":"ITMO University, Saint-Petersburg, Russia"}]},{"given":"Alexander V.","family":"Boukhanovsky","sequence":"additional","affiliation":[{"name":"ITMO University, Saint-Petersburg, Russia"}]}],"member":"320","published-online":{"date-parts":[[2020,9,14]]},"reference":[{"key":"e_1_3_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.3141\/2429-05"},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.trb.2007.10.003"},{"key":"e_1_3_2_1_3_1","volume-title":"Social Simulation Conference.","author":"Chapuis Kevin","year":"2019","unstructured":"Kevin Chapuis and Patrick Taillandier . 2019 . A brief review of synthetic population generation practices in agent-based social simulation. In submitted to SSC2019 , Social Simulation Conference. Kevin Chapuis and Patrick Taillandier. 2019. A brief review of synthetic population generation practices in agent-based social simulation. In submitted to SSC2019, Social Simulation Conference."},{"key":"e_1_3_2_1_4_1","volume-title":"The validity of synthetic clinical data: a validation study of a leading synthetic data generator (Synthea) using clinical quality measures. BMC medical informatics and decision making 19, 1","author":"Chen Junqiao","year":"2019","unstructured":"Junqiao Chen , David Chun , Milesh Patel , Epson Chiang , and Jesse James . 2019. The validity of synthetic clinical data: a validation study of a leading synthetic data generator (Synthea) using clinical quality measures. BMC medical informatics and decision making 19, 1 ( 2019 ), 44. Junqiao Chen, David Chun, Milesh Patel, Epson Chiang, and Jesse James. 2019. The validity of synthetic clinical data: a validation study of a leading synthetic data generator (Synthea) using clinical quality measures. BMC medical informatics and decision making 19, 1 (2019), 44."},{"key":"e_1_3_2_1_5_1","volume-title":"FLAIRS Conference. 287--292","author":"Cheng Jian","year":"2000","unstructured":"Jian Cheng and Marek J Druzdzel . 2000 . Latin hypercube sampling in Bayesian networks .. In FLAIRS Conference. 287--292 . Jian Cheng and Marek J Druzdzel. 2000. Latin hypercube sampling in Bayesian networks.. In FLAIRS Conference. 287--292."},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.3390\/s19051181"},{"key":"e_1_3_2_1_7_1","volume-title":"The Bayesian structural EM algorithm. arXiv preprint arXiv:1301.7373","author":"Friedman Nir","year":"2013","unstructured":"Nir Friedman . 2013. The Bayesian structural EM algorithm. arXiv preprint arXiv:1301.7373 ( 2013 ). Nir Friedman. 2013. The Bayesian structural EM algorithm. arXiv preprint arXiv:1301.7373 (2013)."},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.18564\/jasss.2098"},{"key":"e_1_3_2_1_9_1","volume-title":"Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 4077--4085","author":"Handa Ankur","year":"2016","unstructured":"Ankur Handa , Viorica Patraucean , Vijay Badrinarayanan , Simon Stent , and Roberto Cipolla . 2016 . Understanding real world indoor scenes with synthetic data . In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 4077--4085 . Ankur Handa, Viorica Patraucean, Vijay Badrinarayanan, Simon Stent, and Roberto Cipolla. 2016. Understanding real world indoor scenes with synthetic data. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 4077--4085."},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.18564\/jasss.1909"},{"key":"e_1_3_2_1_11_1","volume-title":"Innovations in Bayesian networks","author":"Heckerman David","unstructured":"David Heckerman . 2008. A tutorial on learning with Bayesian networks . In Innovations in Bayesian networks . Springer , 33--82. David Heckerman. 2008. A tutorial on learning with Bayesian networks. In Innovations in Bayesian networks. Springer, 33--82."},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1145\/203330.203334"},{"key":"e_1_3_2_1_13_1","volume-title":"A comparison of synthetic reconstruction and combinatorial optimisation approaches to the creation of small-area microdata. Department of Geography","author":"Huang Zengyi","unstructured":"Zengyi Huang and Paul Williamson . 2001. A comparison of synthetic reconstruction and combinatorial optimisation approaches to the creation of small-area microdata. Department of Geography , University of Liverpool (2001) . Zengyi Huang and Paul Williamson. 2001. A comparison of synthetic reconstruction and combinatorial optimisation approaches to the creation of small-area microdata. Department of Geography, University of Liverpool (2001)."},{"key":"e_1_3_2_1_14_1","unstructured":"N Huynh Mohammad-Reza Namazi-Rad Pascal Perez MJ Berryman Q Chen and J Barthelemy. 2013. Generating a synthetic population in support of agent-based modeling of transportation in Sydney. (2013).  N Huynh Mohammad-Reza Namazi-Rad Pascal Perez MJ Berryman Q Chen and J Barthelemy. 2013. Generating a synthetic population in support of agent-based modeling of transportation in Sydney. (2013)."},{"key":"e_1_3_2_1_15_1","first-page":"623","article-title":"Integrating Bayesian network and generalized raking for population synthesis in Greater Jakarta. Regional Studies","volume":"6","author":"Ilahi Anugrah","year":"2019","unstructured":"Anugrah Ilahi and Kay W Axhausen . 2019 . Integrating Bayesian network and generalized raking for population synthesis in Greater Jakarta. Regional Studies , Regional Science 6 , 1 (2019), 623 -- 636 . Anugrah Ilahi and Kay W Axhausen. 2019. Integrating Bayesian network and generalized raking for population synthesis in Greater Jakarta. Regional Studies, Regional Science 6, 1 (2019), 623--636.","journal-title":"Regional Science"},{"key":"e_1_3_2_1_16_1","volume-title":"Probabilistic graphical models: principles and techniques","author":"Koller Daphne","unstructured":"Daphne Koller and Nir Friedman . 2009. Probabilistic graphical models: principles and techniques . MIT press . Daphne Koller and Nir Friedman. 2009. Probabilistic graphical models: principles and techniques. MIT press."},{"key":"e_1_3_2_1_17_1","volume-title":"Gulriz Aytekin Kurban, and Joseph Persky","author":"Kurban Haydar","year":"2011","unstructured":"Haydar Kurban , Ryan Gallagher , Gulriz Aytekin Kurban, and Joseph Persky . 2011 . A beginner's guide to creating small-area cross-tabulations. Cityscape ( 2011), 225--235. Haydar Kurban, Ryan Gallagher, Gulriz Aytekin Kurban, and Joseph Persky. 2011. A beginner's guide to creating small-area cross-tabulations. Cityscape (2011), 225--235."},{"key":"e_1_3_2_1_18_1","volume-title":"Proceedings of the 8th international conference on computers in urban planning and urban management (CUPUM). 1--18","author":"Moeckel Rolf","year":"2003","unstructured":"Rolf Moeckel , Klaus Spiekermann , and Michael Wegener . 2003 . Creating a synthetic population . In Proceedings of the 8th international conference on computers in urban planning and urban management (CUPUM). 1--18 . Rolf Moeckel, Klaus Spiekermann, and Michael Wegener. 2003. Creating a synthetic population. In Proceedings of the 8th international conference on computers in urban planning and urban management (CUPUM). 1--18."},{"key":"e_1_3_2_1_19_1","volume-title":"Population synthesis for microsimulation: State of the art. Arbeitsberichte Verkehrs-und Raumplanung 638","author":"M\u00fcller Kirill","year":"2010","unstructured":"Kirill M\u00fcller and Kay W Axhausen . 2010. Population synthesis for microsimulation: State of the art. Arbeitsberichte Verkehrs-und Raumplanung 638 ( 2010 ). Kirill M\u00fcller and Kay W Axhausen. 2010. Population synthesis for microsimulation: State of the art. Arbeitsberichte Verkehrs-und Raumplanung 638 (2010)."},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-13191-7_15"},{"key":"e_1_3_2_1_21_1","volume-title":"Synthetic Data for Deep Learning. arXiv preprint arXiv:1909.11512","author":"Nikolenko Sergey I","year":"2019","unstructured":"Sergey I Nikolenko . 2019. Synthetic Data for Deep Learning. arXiv preprint arXiv:1909.11512 ( 2019 ). Sergey I Nikolenko. 2019. Synthetic Data for Deep Learning. arXiv preprint arXiv:1909.11512 (2019)."},{"key":"e_1_3_2_1_22_1","volume-title":"Selected Proceedings of 12th WCTR","author":"Otani Noriko","year":"2010","unstructured":"Noriko Otani , Nao Sugiki , and Kazuaki Miyamoto . 2010 . Goodness-of-fit evaluation method between two sets of household micro-data for land-use microsimulation model . Selected Proceedings of 12th WCTR (2010). Noriko Otani, Nao Sugiki, and Kazuaki Miyamoto. 2010. Goodness-of-fit evaluation method between two sets of household micro-data for land-use microsimulation model. Selected Proceedings of 12th WCTR (2010)."},{"key":"e_1_3_2_1_23_1","first-page":"2323","article-title":"Efficient heuristics for discriminative structure learning of Bayesian network classifiers","author":"Pernkopf Franz","year":"2010","unstructured":"Franz Pernkopf and Jeff A Bilmes . 2010 . Efficient heuristics for discriminative structure learning of Bayesian network classifiers . Journal of Machine Learning Research 11 , Aug (2010), 2323 -- 2360 . Franz Pernkopf and Jeff A Bilmes. 2010. Efficient heuristics for discriminative structure learning of Bayesian network classifiers. Journal of Machine Learning Research 11, Aug (2010), 2323--2360.","journal-title":"Journal of Machine Learning Research 11"},{"key":"e_1_3_2_1_24_1","volume-title":"In Proceedings of the LREC 2010 Workshop on New Challenges for NLP Frameworks. Citeseer.","author":"Rehurek Radim","year":"2010","unstructured":"Radim Rehurek and Petr Sojka . 2010 . Software framework for topic modelling with large corpora . In In Proceedings of the LREC 2010 Workshop on New Challenges for NLP Frameworks. Citeseer. Radim Rehurek and Petr Sojka. 2010. Software framework for topic modelling with large corpora. In In Proceedings of the LREC 2010 Workshop on New Challenges for NLP Frameworks. Citeseer."},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.1111\/j.1538-4632.2009.00750.x"},{"key":"e_1_3_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.1145\/544741.544787"},{"key":"e_1_3_2_1_27_1","unstructured":"Jacob Schreiber. [n.d.]. Pomegranate package. https:\/\/pomegranate.readthedocs.io\/en\/latest\/index.html  Jacob Schreiber. [n.d.]. Pomegranate package. https:\/\/pomegranate.readthedocs.io\/en\/latest\/index.html"},{"key":"e_1_3_2_1_28_1","volume-title":"Population dynamics and projection methods","author":"Stillwell John","unstructured":"John Stillwell and Martin Clarke . 2011. Population dynamics and projection methods . Vol. 4 . Springer Science & Business Media . John Stillwell and Martin Clarke. 2011. Population dynamics and projection methods. Vol. 4. Springer Science & Business Media."},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.trc.2015.10.010"},{"key":"e_1_3_2_1_30_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2019.08.196"},{"key":"e_1_3_2_1_31_1","volume-title":"Spatial microsimulation: A reference guide for users","author":"Williamson Paul","unstructured":"Paul Williamson . 2012. An evaluation of two synthetic small-area microdata simulation methodologies: synthetic reconstruction and combinatorial optimisation . In Spatial microsimulation: A reference guide for users . Springer , 19--47. Paul Williamson. 2012. An evaluation of two synthetic small-area microdata simulation methodologies: synthetic reconstruction and combinatorial optimisation. In Spatial microsimulation: A reference guide for users. Springer, 19--47."},{"key":"e_1_3_2_1_32_1","doi-asserted-by":"publisher","DOI":"10.1068\/a300785"},{"key":"e_1_3_2_1_33_1","volume-title":"A new representation of the urban system for modelling and for the study of micro-level interdependence. Area","author":"Wilson Alan Geoffrey","year":"1976","unstructured":"Alan Geoffrey Wilson and Carol E Pownall . 1976. A new representation of the urban system for modelling and for the study of micro-level interdependence. Area ( 1976 ), 246--254. Alan Geoffrey Wilson and Carol E Pownall. 1976. A new representation of the urban system for modelling and for the study of micro-level interdependence. Area (1976), 246--254."},{"key":"e_1_3_2_1_34_1","doi-asserted-by":"publisher","DOI":"10.3328\/TL.2010.02.02.125-144"},{"key":"e_1_3_2_1_35_1","volume-title":"A synthetic population for modelling the dynamics of infectious disease transmission in American Samoa. Scientific reports 7, 1","author":"Xu Zhijing","year":"2017","unstructured":"Zhijing Xu , Kathryn Glass , Colleen L Lau , Nicholas Geard , Patricia Graves , and Archie Clements . 2017. A synthetic population for modelling the dynamics of infectious disease transmission in American Samoa. Scientific reports 7, 1 ( 2017 ), 1--9. Zhijing Xu, Kathryn Glass, Colleen L Lau, Nicholas Geard, Patricia Graves, and Archie Clements. 2017. A synthetic population for modelling the dynamics of infectious disease transmission in American Samoa. Scientific reports 7, 1 (2017), 1--9."}],"event":{"name":"GoodTechs '20: 6th EAI International Conference on Smart Objects and Technologies for Social Good","location":"Antwerp Belgium","acronym":"GoodTechs '20","sponsor":["EAI The European Alliance for Innovation"]},"container-title":["Proceedings of the 6th EAI International Conference on Smart Objects and Technologies for Social Good"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3411170.3411243","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3411170.3411243","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T21:28:12Z","timestamp":1750195692000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3411170.3411243"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,9,14]]},"references-count":35,"alternative-id":["10.1145\/3411170.3411243","10.1145\/3411170"],"URL":"https:\/\/doi.org\/10.1145\/3411170.3411243","relation":{},"subject":[],"published":{"date-parts":[[2020,9,14]]},"assertion":[{"value":"2020-09-14","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}