{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,16]],"date-time":"2026-04-16T10:16:42Z","timestamp":1776334602971,"version":"3.51.2"},"publisher-location":"New York, NY, USA","reference-count":35,"publisher":"ACM","license":[{"start":{"date-parts":[[2018,10,17]],"date-time":"2018-10-17T00:00:00Z","timestamp":1539734400000},"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":[[2018,10,17]]},"DOI":"10.1145\/3269206.3272005","type":"proceedings-article","created":{"date-parts":[[2018,10,22]],"date-time":"2018-10-22T12:08:27Z","timestamp":1540210107000},"page":"2017-2025","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":53,"title":["\"Deep\" Learning for Missing Value Imputationin Tables with Non-Numerical Data"],"prefix":"10.1145","author":[{"given":"Felix","family":"Biessmann","sequence":"first","affiliation":[{"name":"Amazon Research, Berlin, Germany"}]},{"given":"David","family":"Salinas","sequence":"additional","affiliation":[{"name":"Amazon Research, Berlin, Germany"}]},{"given":"Sebastian","family":"Schelter","sequence":"additional","affiliation":[{"name":"Amazon Research, Berlin, Germany"}]},{"given":"Philipp","family":"Schmidt","sequence":"additional","affiliation":[{"name":"Amazon Research, Berlin, Germany"}]},{"given":"Dustin","family":"Lange","sequence":"additional","affiliation":[{"name":"Amazon Research, Berlin, Germany"}]}],"member":"320","published-online":{"date-parts":[[2018,10,17]]},"reference":[{"key":"e_1_3_2_1_1_1","first-page":"265","volume-title":"OSDI","volume":"16","author":"Abadi M.","year":"2016"},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1111\/j.1751-5823.2010.00103.x"},{"key":"e_1_3_2_1_3_1","volume-title":"An analysis of four missing data treatment methods for supervised learning. Applied Artificial Intelligence, 17(5--6):519--533","author":"Batista G.","year":"2003"},{"key":"e_1_3_2_1_4_1","doi-asserted-by":"publisher","DOI":"10.1145\/3076246.3076251"},{"key":"e_1_3_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.14778\/3137765.3137775"},{"key":"e_1_3_2_1_6_1","first-page":"9","volume-title":"On-line learning in neural networks","author":"Bottou L.","year":"1998"},{"key":"e_1_3_2_1_7_1","volume-title":"Mxnet: A flexible and efficient machine learning library for heterogeneous distributed systems. CoRR, abs\/1512.01274","author":"Chen T.","year":"2015"},{"key":"e_1_3_2_1_8_1","volume-title":"Machine Learning Systems workshop at NIPS","author":"Chen T.","year":"2015"},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1145\/2463676.2465327"},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1007\/s00521-009-0295-6"},{"key":"e_1_3_2_1_11_1","volume-title":"Multiple imputation using deep denoising autoencoders. CoRR, abs\/1705.02737","author":"Gondara L.","year":"2017"},{"key":"e_1_3_2_1_12_1","series-title":"Proceedings of the 15th Conference of the European","first-page":"427","volume-title":"Short Papers","author":"Grave E.","year":"2017"},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1997.9.8.1735"},{"key":"e_1_3_2_1_14_1","volume-title":"Fast Linear Model for Knowledge Graph Embeddings. arXiv:1710.10881v1","author":"Joulin A.","year":"2017"},{"key":"e_1_3_2_1_15_1","volume-title":"Adam: A method for stochastic optimization. Technical report, preprint arXiv:1412.6980","author":"Kingma D.","year":"2014"},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1109\/MC.2009.263"},{"key":"e_1_3_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1145\/2882903.2899409"},{"key":"e_1_3_2_1_18_1","first-page":"1097","volume-title":"Advances in neural information processing systems","author":"Krizhevsky A.","year":"2012"},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1145\/2935694.2935698"},{"key":"e_1_3_2_1_20_1","volume-title":"Convolutional networks for images, speech, and time series. The handbook of brain theory and neural networks, 3361(10):1995","author":"LeCun Y.","year":"1995"},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.5555\/21412"},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.5555\/1756006.1859931"},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.5555\/2946645.2946679"},{"key":"e_1_3_2_1_24_1","first-page":"3111","volume-title":"Advances in Neural Information Processing Systems 26","author":"Mikolov T.","year":"2013"},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.5555\/1953048.2078195"},{"key":"e_1_3_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.1145\/3035918.3054782"},{"key":"e_1_3_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.14778\/3137628.3137631"},{"issue":"6","key":"e_1_3_2_1_28_1","first-page":"520","article-title":"Multiple imputation for nonresponse in surveys","volume":"17","author":"Rubin D.","year":"1987","journal-title":"Bioinformatics"},{"key":"e_1_3_2_1_29_1","volume-title":"Samsara: Declarative Machine Learning on Distributed Dataflow Systems. In Machine Learning Systems Workshop at NIPS'16","author":"Schelter S."},{"issue":"224","key":"e_1_3_2_1_30_1","article-title":"A comparison of six methods for missing data imputation","volume":"6","author":"G. M.","year":"2015","journal-title":"J Biom Biostat"},{"key":"e_1_3_2_1_31_1","volume-title":"Advances in Neural Information Processing Systems 28: Annual Conference on Neural Information Processing Systems 2015","author":"Sculley D.","year":"2015"},{"key":"e_1_3_2_1_32_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-87481-2_24"},{"key":"e_1_3_2_1_33_1","doi-asserted-by":"publisher","DOI":"10.1093\/bioinformatics\/17.6.520"},{"key":"e_1_3_2_1_34_1","doi-asserted-by":"publisher","DOI":"10.14778\/1952376.1952378"},{"key":"e_1_3_2_1_35_1","volume-title":"Spark: Cluster computing with working sets. HotCloud, 10(10--10):95","author":"Zaharia M.","year":"2010"}],"event":{"name":"CIKM '18: The 27th ACM International Conference on Information and Knowledge Management","location":"Torino Italy","acronym":"CIKM '18","sponsor":["SIGWEB ACM Special Interest Group on Hypertext, Hypermedia, and Web","SIGIR ACM Special Interest Group on Information Retrieval"]},"container-title":["Proceedings of the 27th ACM International Conference on Information and Knowledge Management"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3269206.3272005","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3269206.3272005","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T00:57:20Z","timestamp":1750208240000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3269206.3272005"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,10,17]]},"references-count":35,"alternative-id":["10.1145\/3269206.3272005","10.1145\/3269206"],"URL":"https:\/\/doi.org\/10.1145\/3269206.3272005","relation":{},"subject":[],"published":{"date-parts":[[2018,10,17]]},"assertion":[{"value":"2018-10-17","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}