{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,29]],"date-time":"2026-09-29T10:09:04Z","timestamp":1790676544541,"version":"4.1.0"},"publisher-location":"New York, NY, USA","reference-count":59,"publisher":"ACM","license":[{"start":{"date-parts":[[2021,6,9]],"date-time":"2021-06-09T00:00:00Z","timestamp":1623196800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"name":"The Israel Science Foundation"},{"name":"The Binational US-Israel Science Foundation"},{"name":"European Union's Horizon 2020 research and innovation program","award":["grant agreement No 863410"],"award-info":[{"award-number":["grant agreement No 863410"]}]},{"name":"Tel Aviv University Data Science center"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2021,6,9]]},"DOI":"10.1145\/3448016.3457259","type":"proceedings-article","created":{"date-parts":[[2021,6,18]],"date-time":"2021-06-18T17:22:39Z","timestamp":1624036959000},"page":"62-75","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":8,"title":["Exploring Ratings in Subjective Databases"],"prefix":"10.1145","author":[{"given":"Sihem","family":"Amer-Yahia","sequence":"first","affiliation":[{"name":"CNRS, Univ. Grenoble Alpes, Grenoble, France"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Tova","family":"Milo","sequence":"additional","affiliation":[{"name":"Tel Aviv University, Tel Aviv, Israel"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Brit","family":"Youngmann","sequence":"additional","affiliation":[{"name":"Tel Aviv University, Tel Aviv, Israel"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2021,6,18]]},"reference":[{"key":"e_1_3_2_2_1_1","doi-asserted-by":"publisher","DOI":"10.1145\/2488388.2488390"},{"key":"e_1_3_2_2_2_1","doi-asserted-by":"publisher","DOI":"10.1145\/1281192.1281197"},{"key":"e_1_3_2_2_3_1","doi-asserted-by":"publisher","DOI":"10.1145\/3038912.3052623"},{"key":"e_1_3_2_2_4_1","volume-title":"SubDEx: Exploring Ratings in Subjective Databases. In 2021 IEEE 37th International Conference on Data Engineering (ICDE) .","author":"Amer-Yahia S.","unstructured":"S. Amer-Yahia , T. Milo , and B. Youngmann . 2021 . SubDEx: Exploring Ratings in Subjective Databases. In 2021 IEEE 37th International Conference on Data Engineering (ICDE) . S. Amer-Yahia, T. Milo, and B. Youngmann. 2021. SubDEx: Exploring Ratings in Subjective Databases. In 2021 IEEE 37th International Conference on Data Engineering (ICDE) ."},{"key":"e_1_3_2_2_5_1","volume-title":"Proceedings of the 2020 ACM SIGMOD International Conference on Management of Data . 1527--1537","author":"El Ori Bar","year":"2020","unstructured":"Ori Bar El , Tova Milo , and Amit Somech . 2020 . Automatically generating data exploration sessions using deep reinforcement learning . In Proceedings of the 2020 ACM SIGMOD International Conference on Management of Data . 1527--1537 . Ori Bar El, Tova Milo, and Amit Somech. 2020. Automatically generating data exploration sessions using deep reinforcement learning. In Proceedings of the 2020 ACM SIGMOD International Conference on Management of Data . 1527--1537."},{"key":"e_1_3_2_2_6_1","volume-title":"Recommender systems survey. Knowledge-based systems","author":"Bobadilla Jes\u00fas","year":"2013","unstructured":"Jes\u00fas Bobadilla , Fernando Ortega , Antonio Hernando , and Abraham Guti\u00e9rrez . 2013. Recommender systems survey. Knowledge-based systems ( 2013 ). Jes\u00fas Bobadilla, Fernando Ortega, Antonio Hernando, and Abraham Guti\u00e9rrez. 2013. Recommender systems survey. Knowledge-based systems (2013)."},{"key":"e_1_3_2_2_7_1","volume-title":"International Conference on Machine Learning . 258--265","author":"Bubeck S\u00e9bastian","year":"2013","unstructured":"S\u00e9bastian Bubeck , Tengyao Wang , and Nitin Viswanathan . 2013 . Multiple identifications in multi-armed bandits . In International Conference on Machine Learning . 258--265 . S\u00e9bastian Bubeck, Tengyao Wang, and Nitin Viswanathan. 2013. Multiple identifications in multi-armed bandits. In International Conference on Machine Learning . 258--265."},{"key":"e_1_3_2_2_8_1","doi-asserted-by":"publisher","DOI":"10.1145\/1935826.1935829"},{"key":"e_1_3_2_2_9_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10115-006-0039-1"},{"key":"e_1_3_2_2_10_1","volume-title":"Mri: Meaningful interpretations of collaborative ratings. VLDB","author":"Das Mahashweta","year":"2011","unstructured":"Mahashweta Das , Sihem Amer-Yahia , Gautam Das , and Cong Yu . 2011 . Mri: Meaningful interpretations of collaborative ratings. VLDB (2011). Mahashweta Das, Sihem Amer-Yahia, Gautam Das, and Cong Yu. 2011. Mri: Meaningful interpretations of collaborative ratings. VLDB (2011)."},{"key":"e_1_3_2_2_11_1","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2016.2599168"},{"key":"e_1_3_2_2_12_1","doi-asserted-by":"publisher","DOI":"10.1109\/DASFAA.2003.1192383"},{"key":"e_1_3_2_2_13_1","volume-title":"Diversity in big data: A review. Big data","author":"Drosou Marina","year":"2017","unstructured":"Marina Drosou , HV Jagadish , Evaggelia Pitoura , and Julia Stoyanovich . 2017. Diversity in big data: A review. Big data ( 2017 ). Marina Drosou, HV Jagadish, Evaggelia Pitoura, and Julia Stoyanovich. 2017. Diversity in big data: A review. Big data (2017)."},{"key":"e_1_3_2_2_14_1","doi-asserted-by":"publisher","DOI":"10.1007\/s00778-013-0311-4"},{"key":"e_1_3_2_2_15_1","doi-asserted-by":"publisher","DOI":"10.1145\/3025453.3025777"},{"key":"e_1_3_2_2_16_1","doi-asserted-by":"publisher","DOI":"10.1145\/3318464.3380574"},{"key":"e_1_3_2_2_17_1","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2013.79"},{"key":"e_1_3_2_2_18_1","doi-asserted-by":"publisher","DOI":"10.14778\/2735461.2735467"},{"key":"e_1_3_2_2_19_1","doi-asserted-by":"publisher","DOI":"10.1145\/3308558.3314125"},{"key":"e_1_3_2_2_20_1","doi-asserted-by":"crossref","unstructured":"Piero Fraternali Davide Martinenghi and Marco Tagliasacchi. 2012. Top-k bounded diversification. In SIGMOD .  Piero Fraternali Davide Martinenghi and Marco Tagliasacchi. 2012. Top-k bounded diversification. In SIGMOD .","DOI":"10.1145\/2213836.2213884"},{"key":"e_1_3_2_2_21_1","doi-asserted-by":"publisher","DOI":"10.1109\/T-C.1974.224051"},{"key":"e_1_3_2_2_22_1","doi-asserted-by":"crossref","unstructured":"Sreenivas Gollapudi and Aneesh Sharma. 2009. An axiomatic approach for result diversification. In WWW. 381--390.  Sreenivas Gollapudi and Aneesh Sharma. 2009. An axiomatic approach for result diversification. In WWW. 381--390.","DOI":"10.1145\/1526709.1526761"},{"key":"e_1_3_2_2_23_1","volume-title":"Clustering to minimize the maximum intercluster distance. Theoretical computer science","author":"Gonzalez Teofilo F","year":"1985","unstructured":"Teofilo F Gonzalez . 1985. Clustering to minimize the maximum intercluster distance. Theoretical computer science , Vol. 38 ( 1985 ), 293--306. Teofilo F Gonzalez. 1985. Clustering to minimize the maximum intercluster distance. Theoretical computer science , Vol. 38 (1985), 293--306."},{"key":"e_1_3_2_2_24_1","doi-asserted-by":"publisher","DOI":"10.1145\/1502650.1502695"},{"key":"e_1_3_2_2_25_1","doi-asserted-by":"publisher","DOI":"10.1145\/358916.358995"},{"key":"e_1_3_2_2_26_1","volume-title":"Knowledge discovery and measures of interest","author":"Hilderman Robert J","unstructured":"Robert J Hilderman and Howard J Hamilton . 2013. Knowledge discovery and measures of interest . Vol. 638 . Springer Science & Business Media . Robert J Hilderman and Howard J Hamilton. 2013. Knowledge discovery and measures of interest. Vol. 638. Springer Science & Business Media."},{"key":"e_1_3_2_2_27_1","volume-title":"Ahmed Abdelkafi, Anna Liu, and Yanlei Diao.","author":"Huang Enhui","year":"2018","unstructured":"Enhui Huang , Liping Peng , Luciano Di Palma , Ahmed Abdelkafi, Anna Liu, and Yanlei Diao. 2018 . Optimization for active learning-based interactive database exploration. (2018). Enhui Huang, Liping Peng, Luciano Di Palma, Ahmed Abdelkafi, Anna Liu, and Yanlei Diao. 2018. Optimization for active learning-based interactive database exploration. (2018)."},{"key":"e_1_3_2_2_28_1","doi-asserted-by":"publisher","DOI":"10.1609\/icwsm.v8i1.14550"},{"key":"e_1_3_2_2_29_1","volume-title":"Interactive data exploration with smart drill-down","author":"Joglekar Manas","year":"2017","unstructured":"Manas Joglekar , Hector Garcia-Molina , and Aditya Parameswaran . 2017. Interactive data exploration with smart drill-down . IEEE Transactions on Knowledge and Data Engineering ( 2017 ). Manas Joglekar, Hector Garcia-Molina, and Aditya Parameswaran. 2017. Interactive data exploration with smart drill-down. IEEE Transactions on Knowledge and Data Engineering (2017)."},{"key":"e_1_3_2_2_30_1","doi-asserted-by":"publisher","DOI":"10.14778\/2735479.2735485"},{"key":"e_1_3_2_2_31_1","doi-asserted-by":"publisher","DOI":"10.5555\/1182635.1164146"},{"key":"e_1_3_2_2_32_1","volume-title":"Proceedings of the 24th International Conference on Intelligent User Interfaces .","author":"Jung-Lin Lee Doris","year":"2019","unstructured":"Doris Jung-Lin Lee , Himel Dev , Huizi Hu , Hazem Elmeleegy , and Aditya Parameswaran . 2019 . Avoiding drill-down fallacies with VisPilot: assisted exploration of data subsets . In Proceedings of the 24th International Conference on Intelligent User Interfaces . Doris Jung-Lin Lee, Himel Dev, Huizi Hu, Hazem Elmeleegy, and Aditya Parameswaran. 2019. Avoiding drill-down fallacies with VisPilot: assisted exploration of data subsets. In Proceedings of the 24th International Conference on Intelligent User Interfaces ."},{"key":"e_1_3_2_2_33_1","doi-asserted-by":"publisher","DOI":"10.14778\/3342263.3342271"},{"key":"e_1_3_2_2_34_1","unstructured":"Patrick Marcel Nicolas Labroche and Panos Vassiliadis. 2019. Towards a benefit-based optimizer for Interactive Data Analysis.  Patrick Marcel Nicolas Labroche and Panos Vassiliadis. 2019. Towards a benefit-based optimizer for Interactive Data Analysis."},{"key":"e_1_3_2_2_35_1","doi-asserted-by":"publisher","DOI":"10.1145\/3366423.3380144"},{"key":"e_1_3_2_2_36_1","doi-asserted-by":"publisher","DOI":"10.1145\/3219819.3219848"},{"key":"e_1_3_2_2_37_1","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2019.2913651"},{"key":"e_1_3_2_2_38_1","volume-title":"Jeffrey Xu Yu, and Lijun Chang","author":"Qin Lu","year":"2012","unstructured":"Lu Qin , Jeffrey Xu Yu, and Lijun Chang . 2012 . Diversifying Top-k Results . (2012). Lu Qin, Jeffrey Xu Yu, and Lijun Chang. 2012. Diversifying Top-k Results. (2012)."},{"key":"e_1_3_2_2_39_1","volume-title":"Proceedings of the ACM SIGMOD International Conference on Management of Data, SIGMOD 2010","author":"Roy Senjuti Basu","year":"2010","unstructured":"Senjuti Basu Roy , Sihem Amer-Yahia , Ashish Chawla , Gautam Das , and Cong Yu . 2010 . Constructing and exploring composite items . In Proceedings of the ACM SIGMOD International Conference on Management of Data, SIGMOD 2010 , Indianapolis, Indiana, USA, June 6--10 , 2010, Ahmed K. Elmagarmid and Divyakant Agrawal (Eds.). ACM, 843--854. Senjuti Basu Roy, Sihem Amer-Yahia, Ashish Chawla, Gautam Das, and Cong Yu. 2010. Constructing and exploring composite items. In Proceedings of the ACM SIGMOD International Conference on Management of Data, SIGMOD 2010, Indianapolis, Indiana, USA, June 6--10, 2010, Ahmed K. Elmagarmid and Divyakant Agrawal (Eds.). ACM, 843--854."},{"key":"e_1_3_2_2_40_1","first-page":"7","article-title":"Explaining differences in multidimensional aggregates","volume":"99","author":"Sarawagi Sunita","year":"1999","unstructured":"Sunita Sarawagi . 1999 . Explaining differences in multidimensional aggregates . In VLDB , Vol. 99. 7 -- 10 . Sunita Sarawagi. 1999. Explaining differences in multidimensional aggregates. In VLDB, Vol. 99. 7--10.","journal-title":"VLDB"},{"key":"e_1_3_2_2_41_1","doi-asserted-by":"publisher","DOI":"10.14778\/3397230.3397242"},{"key":"e_1_3_2_2_42_1","volume-title":"Probability inequalities for the sum in sampling without replacement. The Annals of Statistics","author":"Serfling Robert J","year":"1974","unstructured":"Robert J Serfling . 1974. Probability inequalities for the sum in sampling without replacement. The Annals of Statistics ( 1974 ), 39--48. Robert J Serfling. 1974. Probability inequalities for the sum in sampling without replacement. The Annals of Statistics (1974), 39--48."},{"key":"e_1_3_2_2_43_1","volume-title":"Effortless data exploration with zenvisage: an expressive and interactive visual analytics system. arXiv preprint arXiv:1604.03583","author":"Siddiqui Tarique","year":"2016","unstructured":"Tarique Siddiqui , Albert Kim , John Lee , Karrie Karahalios , and Aditya Parameswaran . 2016. Effortless data exploration with zenvisage: an expressive and interactive visual analytics system. arXiv preprint arXiv:1604.03583 ( 2016 ). Tarique Siddiqui, Albert Kim, John Lee, Karrie Karahalios, and Aditya Parameswaran. 2016. Effortless data exploration with zenvisage: an expressive and interactive visual analytics system. arXiv preprint arXiv:1604.03583 (2016)."},{"key":"e_1_3_2_2_44_1","unstructured":"Manish Singh Michael J Cafarella and HV Jagadish. 2016. DBExplorer: Exploratory Search in Databases.. In EDBT. 89--100.  Manish Singh Michael J Cafarella and HV Jagadish. 2016. DBExplorer: Exploratory Search in Databases.. In EDBT. 89--100."},{"key":"e_1_3_2_2_45_1","unstructured":"Amit Somech Tova Milo and Chai Ozeri. 2019. Predicting\" What is Interesting\" by Mining Interactive-Data-Analysis Session Logs.. In EDBT. 456--467.  Amit Somech Tova Milo and Chai Ozeri. 2019. Predicting\" What is Interesting\" by Mining Interactive-Data-Analysis Session Logs.. In EDBT. 456--467."},{"key":"e_1_3_2_2_46_1","doi-asserted-by":"publisher","DOI":"10.1145\/3394486.3409560"},{"key":"e_1_3_2_2_47_1","doi-asserted-by":"publisher","DOI":"10.1145\/3092931.3092937"},{"key":"e_1_3_2_2_48_1","volume-title":"Proceedings of the VLDB Endowment International Conference on Very Large Data Bases","volume":"8","author":"Vartak Manasi","year":"2015","unstructured":"Manasi Vartak , Sajjadur Rahman , Samuel Madden , Aditya Parameswaran , and Neoklis Polyzotis . 2015 . Seedb: Efficient data-driven visualization recommendations to support visual analytics . In Proceedings of the VLDB Endowment International Conference on Very Large Data Bases , Vol. 8 . NIH Public Access, 2182. Manasi Vartak, Sajjadur Rahman, Samuel Madden, Aditya Parameswaran, and Neoklis Polyzotis. 2015. Seedb: Efficient data-driven visualization recommendations to support visual analytics. In Proceedings of the VLDB Endowment International Conference on Very Large Data Bases, Vol. 8. NIH Public Access, 2182."},{"key":"e_1_3_2_2_49_1","doi-asserted-by":"publisher","DOI":"10.1145\/3335783.3335797"},{"key":"e_1_3_2_2_50_1","doi-asserted-by":"publisher","DOI":"10.1145\/3366424.3383535"},{"key":"e_1_3_2_2_51_1","doi-asserted-by":"publisher","DOI":"10.1145\/3035918.3064051"},{"key":"e_1_3_2_2_52_1","volume-title":"Proceedings of the VLDB Endowment. International Conference on Very Large Data Bases. NIH Public Access.","author":"Wen Yuhao","year":"2018","unstructured":"Yuhao Wen , Xiaodan Zhu , Sudeepa Roy , and Jun Yang . 2018 . Interactive summarization and exploration of top aggregate query answers . In Proceedings of the VLDB Endowment. International Conference on Very Large Data Bases. NIH Public Access. Yuhao Wen, Xiaodan Zhu, Sudeepa Roy, and Jun Yang. 2018. Interactive summarization and exploration of top aggregate query answers. In Proceedings of the VLDB Endowment. International Conference on Very Large Data Bases. NIH Public Access."},{"key":"e_1_3_2_2_53_1","volume-title":"Voyager: Exploratory analysis via faceted browsing of visualization recommendations","author":"Wongsuphasawat Kanit","year":"2015","unstructured":"Kanit Wongsuphasawat , Dominik Moritz , Anushka Anand , Jock Mackinlay , Bill Howe , and Jeffrey Heer . 2015 . Voyager: Exploratory analysis via faceted browsing of visualization recommendations . IEEE transactions on visualization and computer graphics (2015). Kanit Wongsuphasawat, Dominik Moritz, Anushka Anand, Jock Mackinlay, Bill Howe, and Jeffrey Heer. 2015. Voyager: Exploratory analysis via faceted browsing of visualization recommendations. IEEE transactions on visualization and computer graphics (2015)."},{"key":"e_1_3_2_2_54_1","doi-asserted-by":"crossref","unstructured":"Ke Yang Vasilis Gkatzelis and Julia Stoyanovich. 2019. Balanced Ranking with Diversity Constraints. In IJCAI. 6035--6042.  Ke Yang Vasilis Gkatzelis and Julia Stoyanovich. 2019. Balanced Ranking with Diversity Constraints. In IJCAI. 6035--6042.","DOI":"10.24963\/ijcai.2019\/836"},{"key":"e_1_3_2_2_55_1","unstructured":"Cong Yu Laks Lakshmanan and Sihem Amer-Yahia. 2009. It takes variety to make a world: diversification in recommender systems. In EDBT . 368--378.  Cong Yu Laks Lakshmanan and Sihem Amer-Yahia. 2009. It takes variety to make a world: diversification in recommender systems. In EDBT . 368--378."},{"key":"e_1_3_2_2_56_1","doi-asserted-by":"publisher","DOI":"10.1145\/3132847.3132938"},{"key":"e_1_3_2_2_57_1","volume-title":"Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems. 1--13","author":"Zhang Xiong","unstructured":"Xiong Zhang , Jonathan Engel , Sara Evensen , Yuliang Li , cC aug atay Demiralp, and Wang-Chiew Tan. 2020. Teddy: A System for Interactive Review Analysis . In Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems. 1--13 . Xiong Zhang, Jonathan Engel, Sara Evensen, Yuliang Li, cC aug atay Demiralp, and Wang-Chiew Tan. 2020. Teddy: A System for Interactive Review Analysis. In Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems. 1--13."},{"key":"e_1_3_2_2_58_1","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v34i01.5366"},{"key":"e_1_3_2_2_59_1","doi-asserted-by":"publisher","DOI":"10.1145\/1060745.1060754"}],"event":{"name":"SIGMOD\/PODS '21: International Conference on Management of Data","location":"Virtual Event China","acronym":"SIGMOD\/PODS '21","sponsor":["SIGMOD ACM Special Interest Group on Management of Data"]},"container-title":["Proceedings of the 2021 International Conference on Management of Data"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3448016.3457259","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3448016.3457259","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T21:28:06Z","timestamp":1750195686000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3448016.3457259"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,6,9]]},"references-count":59,"alternative-id":["10.1145\/3448016.3457259","10.1145\/3448016"],"URL":"https:\/\/doi.org\/10.1145\/3448016.3457259","relation":{},"subject":[],"published":{"date-parts":[[2021,6,9]]},"assertion":[{"value":"2021-06-18","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}