{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,12]],"date-time":"2026-04-12T01:33:31Z","timestamp":1775957611341,"version":"3.50.1"},"publisher-location":"New York, NY, USA","reference-count":57,"publisher":"ACM","license":[{"start":{"date-parts":[[2018,5,27]],"date-time":"2018-05-27T00:00:00Z","timestamp":1527379200000},"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":[[2018,5,27]]},"DOI":"10.1145\/3183713.3196908","type":"proceedings-article","created":{"date-parts":[[2018,5,25]],"date-time":"2018-05-25T12:39:28Z","timestamp":1527251968000},"page":"631-645","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":133,"title":["Query-based Workload Forecasting for Self-Driving Database Management Systems"],"prefix":"10.1145","author":[{"given":"Lin","family":"Ma","sequence":"first","affiliation":[{"name":"Carnegie Mellon University, Pittsburgh, PA, USA"}]},{"given":"Dana","family":"Van Aken","sequence":"additional","affiliation":[{"name":"Carnegie Mellon University, Pittsburgh, PA, USA"}]},{"given":"Ahmed","family":"Hefny","sequence":"additional","affiliation":[{"name":"Carnegie Mellon University, Pittsburgh, PA, USA"}]},{"given":"Gustavo","family":"Mezerhane","sequence":"additional","affiliation":[{"name":"Carnegie Mellon University, Pittsburgh, PA, USA"}]},{"given":"Andrew","family":"Pavlo","sequence":"additional","affiliation":[{"name":"Carnegie Mellon University, PITTSBURGH, PA, USA"}]},{"given":"Geoffrey J.","family":"Gordon","sequence":"additional","affiliation":[{"name":"Carnegie Mellon University, Pittsburgh, PA, USA"}]}],"member":"320","published-online":{"date-parts":[[2018,5,27]]},"reference":[{"key":"e_1_3_2_1_1_1","unstructured":"MySQL. https:\/\/www.mysql.com\/.  MySQL. https:\/\/www.mysql.com\/."},{"key":"e_1_3_2_1_2_1","unstructured":"OLTPBenchmark.com. http:\/\/oltpbenchmark.com.  OLTPBenchmark.com. http:\/\/oltpbenchmark.com."},{"key":"e_1_3_2_1_3_1","unstructured":"Open Learning Initiative. http:\/\/oli.cmu.edu.  Open Learning Initiative. http:\/\/oli.cmu.edu."},{"key":"e_1_3_2_1_4_1","unstructured":"Oracle Self-Driving Database. https:\/\/www.oracle.com\/database\/autonomous-database\/index.html.  Oracle Self-Driving Database. https:\/\/www.oracle.com\/database\/autonomous-database\/index.html."},{"key":"e_1_3_2_1_5_1","unstructured":"PostgreSQL. https:\/\/www.postgresql.org\/.  PostgreSQL. https:\/\/www.postgresql.org\/."},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICDE.2012.64"},{"key":"e_1_3_2_1_7_1","first-page":"06","article-title":"A forecasting methodology for workload forecasting in cloud systems","author":"Baldan Lozano F. J.","year":"2016","unstructured":"F. J. Baldan Lozano , S. Ramirez-Gallego , C. Bergmeir , J. Benitez , and F. Herrera . A forecasting methodology for workload forecasting in cloud systems . PP:1--1 , 06 2016 . F. J. Baldan Lozano, S. Ramirez-Gallego, C. Bergmeir, J. Benitez, and F. Herrera. A forecasting methodology for workload forecasting in cloud systems. PP:1--1, 06 2016.","journal-title":"PP:1--1"},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.1145\/361002.361007"},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9780511599279.011"},{"key":"e_1_3_2_1_10_1","volume-title":"Proceedings of the Twenty-Ninth Conference on Uncertainty in Artificial Intelligence, UAI 2013","author":"Boots B.","year":"2013","unstructured":"B. Boots , G. J. Gordon , and A. Gretton . Hilbert space embeddings of predictive state representations . In Proceedings of the Twenty-Ninth Conference on Uncertainty in Artificial Intelligence, UAI 2013 , Bellevue, WA, USA , August 11-15, 2013 , 2013. B. Boots, G. J. Gordon, and A. Gretton. Hilbert space embeddings of predictive state representations. In Proceedings of the Twenty-Ninth Conference on Uncertainty in Artificial Intelligence, UAI 2013, Bellevue, WA, USA, August 11-15, 2013, 2013."},{"key":"e_1_3_2_1_11_1","doi-asserted-by":"publisher","DOI":"10.1145\/564691.564747"},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.5555\/645923.673646"},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1145\/3035918.3058728"},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1145\/2882903.2903733"},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICDEW.2008.4498279"},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.14778\/2732240.2732246"},{"key":"e_1_3_2_1_17_1","first-page":"6055","volume-title":"Advances in Neural Information Processing Systems","author":"Downey C.","year":"2017","unstructured":"C. Downey , A. Hefny , B. Boots , G. J. Gordon , and B. Li . Predictive state recurrent neural networks . In Advances in Neural Information Processing Systems , pages 6055 -- 6066 , 2017 . C. Downey, A. Hefny, B. Boots, G. J. Gordon, and B. Li. Predictive state recurrent neural networks. In Advances in Neural Information Processing Systems, pages 6055--6066, 2017."},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1145\/1594156.1594169"},{"key":"e_1_3_2_1_19_1","unstructured":"S. S. Elnaffar and P. Martin. An intelligent framework for predicting shifts in the workloads of autonomic database management systems.  S. S. Elnaffar and P. Martin. An intelligent framework for predicting shifts in the workloads of autonomic database management systems."},{"key":"e_1_3_2_1_20_1","first-page":"323","volume-title":"VLDB","volume":"98","author":"Ester M.","year":"1998","unstructured":"M. Ester , H.-P. Kriegel , J. Sander , M. Wimmer , and X. Xu . Incremental clustering for mining in a data warehousing environment . In VLDB , volume 98 , pages 323 -- 333 , 1998 . M. Ester, H.-P. Kriegel, J. Sander, M. Wimmer, and X. Xu. Incremental clustering for mining in a data warehousing environment. In VLDB, volume 98, pages 323--333, 1998."},{"key":"e_1_3_2_1_21_1","first-page":"226","volume-title":"KDD","author":"Ester M.","year":"1996","unstructured":"M. Ester , H.-P. Kriegel , J. Sander , and X. Xu . A density-based algorithm for discovering clusters in large spatial databases with noise . In KDD , pages 226 -- 231 . AAAI Press , 1996 . M. Ester, H.-P. Kriegel, J. Sander, and X. Xu. A density-based algorithm for discovering clusters in large spatial databases with noise. In KDD, pages 226--231. AAAI Press, 1996."},{"key":"e_1_3_2_1_22_1","volume-title":"Gradient flow in recurrent nets: the difficulty of learning long-term dependencies. 03","author":"Informatik F.","year":"2003","unstructured":"F. F\/jr Informatik , Y. Bengio , P. Frasconi , and J. Schmidhuber . Gradient flow in recurrent nets: the difficulty of learning long-term dependencies. 03 2003 . F. F\/jr Informatik, Y. Bengio, P. Frasconi, and J. Schmidhuber. Gradient flow in recurrent nets: the difficulty of learning long-term dependencies. 03 2003."},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICDE.2009.130"},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.5555\/1287369.1287386"},{"key":"e_1_3_2_1_25_1","first-page":"9","volume-title":"International Conference on Network and Service Management (CNSM)","author":"Gong Z.","year":"2010","unstructured":"Z. Gong , X. Gu , and J. Wilkes . Press: Predictive elastic resource scaling for cloud systems . In International Conference on Network and Service Management (CNSM) , pages 9 -- 16 . Ieee , 2010 . Z. Gong, X. Gu, and J. Wilkes. Press: Predictive elastic resource scaling for cloud systems. In International Conference on Network and Service Management (CNSM), pages 9--16. Ieee, 2010."},{"key":"e_1_3_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICAC.2008.12"},{"key":"e_1_3_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1997.9.8.1735"},{"key":"e_1_3_2_1_28_1","doi-asserted-by":"publisher","DOI":"10.1145\/1645953.1646193"},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICDEW.2010.5452738"},{"key":"e_1_3_2_1_30_1","doi-asserted-by":"publisher","DOI":"10.1145\/1316874.1316892"},{"key":"e_1_3_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-85713-6_10"},{"key":"e_1_3_2_1_32_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.future.2011.05.027"},{"key":"e_1_3_2_1_33_1","doi-asserted-by":"publisher","DOI":"10.1145\/1142351.1142363"},{"key":"e_1_3_2_1_34_1","doi-asserted-by":"publisher","DOI":"10.1023\/A:1022859003006"},{"key":"e_1_3_2_1_35_1","doi-asserted-by":"publisher","DOI":"10.1147\/sj.421.0119"},{"key":"e_1_3_2_1_36_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICAS.2006.64"},{"key":"e_1_3_2_1_37_1","doi-asserted-by":"publisher","DOI":"10.1145\/2463676.2467800"},{"key":"e_1_3_2_1_38_1","doi-asserted-by":"publisher","DOI":"10.5555\/1097871.1098137"},{"key":"e_1_3_2_1_39_1","volume-title":"Popular ensemble methods: An empirical study","author":"Opitz D. W.","year":"1999","unstructured":"D. W. Opitz and R. Maclin . Popular ensemble methods: An empirical study . 1999 . D. W. Opitz and R. Maclin. Popular ensemble methods: An empirical study. 1999."},{"key":"e_1_3_2_1_40_1","volume-title":"CIDR","author":"Pavlo A.","year":"2017","unstructured":"A. Pavlo , G. Angulo , J. Arulraj , H. Lin , J. Lin , L. Ma , P. Menon , T. C. Mowry , M. Perron , I. Quah , S. Santurkar , A. Tomasic , S. Toor , D. V. Aken , Z. Wang , Y. Wu , R. Xian , and T. Zhang . Self-driving database management systems . In CIDR , 2017 . A. Pavlo, G. Angulo, J. Arulraj, H. Lin, J. Lin, L. Ma, P. Menon, T. C. Mowry, M. Perron, I. Quah, S. Santurkar, A. Tomasic, S. Toor, D. V. Aken, Z. Wang, Y. Wu, R. Xian, and T. Zhang. Self-driving database management systems. In CIDR, 2017."},{"key":"e_1_3_2_1_41_1","doi-asserted-by":"publisher","DOI":"10.14778\/2078324.2078325"},{"key":"e_1_3_2_1_42_1","doi-asserted-by":"publisher","DOI":"10.1080\/14786440109462720"},{"key":"e_1_3_2_1_43_1","volume-title":"Ensemble based systems in decision making","author":"Polikar R.","unstructured":"R. Polikar . Ensemble based systems in decision making . IEEE Circuits and systems magazine, 6(3):21--45. R. Polikar. Ensemble based systems in decision making. IEEE Circuits and systems magazine, 6(3):21--45."},{"key":"e_1_3_2_1_44_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICDEW.2010.5452746"},{"key":"e_1_3_2_1_45_1","article-title":"Improving query performance in data warehouses","volume":"11","author":"Rosenberg A.","year":"2006","unstructured":"A. Rosenberg . Improving query performance in data warehouses . Business Intelligence Journal , 11 , Jan. 2006 . A. Rosenberg. Improving query performance in data warehouses. Business Intelligence Journal, 11, Jan. 2006.","journal-title":"Business Intelligence Journal"},{"key":"e_1_3_2_1_46_1","doi-asserted-by":"publisher","DOI":"10.1109\/CLOUD.2011.42"},{"key":"e_1_3_2_1_47_1","doi-asserted-by":"publisher","DOI":"10.1145\/322217.322221"},{"key":"e_1_3_2_1_48_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4612-5144-6_12"},{"key":"e_1_3_2_1_49_1","first-page":"323","volume-title":"Proc. 6th Int. Conf. on Modelling Techniques and Tools for Computer Performance Evaluation","author":"Salza S.","year":"1992","unstructured":"S. Salza and R. Tomasso . A modelling tool for the performance analysis of relational database applications . In Proc. 6th Int. Conf. on Modelling Techniques and Tools for Computer Performance Evaluation , pages 323 -- 337 , 1992 . S. Salza and R. Tomasso. A modelling tool for the performance analysis of relational database applications. In Proc. 6th Int. Conf. on Modelling Techniques and Tools for Computer Performance Evaluation, pages 323--337, 1992."},{"key":"e_1_3_2_1_50_1","first-page":"1","volume-title":"The Journal of Supercomputing","author":"Song B.","year":"2017","unstructured":"B. Song , Y. Yu , Y. Zhou , Z. Wang , and S. Du . Host load prediction with long short-term memory in cloud computing . The Journal of Supercomputing , pages 1 -- 15 , 2017 . B. Song, Y. Yu, Y. Zhou, Z. Wang, and S. Du. Host load prediction with long short-term memory in cloud computing. The Journal of Supercomputing, pages 1--15, 2017."},{"key":"e_1_3_2_1_51_1","volume-title":"Feedforward neural nets as models for time series forecasting. ORSA journal on computing, 5(4):374--385","author":"Tang Z.","year":"1993","unstructured":"Z. Tang and P. A. Fishwick . Feedforward neural nets as models for time series forecasting. ORSA journal on computing, 5(4):374--385 , 1993 . Z. Tang and P. A. Fishwick. Feedforward neural nets as models for time series forecasting. ORSA journal on computing, 5(4):374--385, 1993."},{"key":"e_1_3_2_1_52_1","first-page":"569","article-title":"Impossibility of an algorithm for the decision problem in finite classes","volume":"70","author":"Trakhtenbrot B. A.","year":"1950","unstructured":"B. A. Trakhtenbrot . Impossibility of an algorithm for the decision problem in finite classes . Doklady Akademii Nauk SSSR , 70 : 569 -- 572 , 1950 . B. A. Trakhtenbrot. Impossibility of an algorithm for the decision problem in finite classes. Doklady Akademii Nauk SSSR, 70:569--572, 1950.","journal-title":"Doklady Akademii Nauk SSSR"},{"key":"e_1_3_2_1_53_1","doi-asserted-by":"publisher","DOI":"10.1145\/3147.3165"},{"key":"e_1_3_2_1_54_1","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1989.1.2.270"},{"key":"e_1_3_2_1_55_1","doi-asserted-by":"publisher","DOI":"10.1145\/2882903.2915218"},{"key":"e_1_3_2_1_56_1","doi-asserted-by":"publisher","DOI":"10.1109\/32.129222"},{"key":"e_1_3_2_1_57_1","doi-asserted-by":"publisher","DOI":"10.1201\/b12207"}],"event":{"name":"SIGMOD\/PODS '18: International Conference on Management of Data","location":"Houston TX USA","acronym":"SIGMOD\/PODS '18","sponsor":["SIGMOD ACM Special Interest Group on Management of Data"]},"container-title":["Proceedings of the 2018 International Conference on Management of Data"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3183713.3196908","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3183713.3196908","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T01:39:18Z","timestamp":1750210758000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3183713.3196908"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,5,27]]},"references-count":57,"alternative-id":["10.1145\/3183713.3196908","10.1145\/3183713"],"URL":"https:\/\/doi.org\/10.1145\/3183713.3196908","relation":{},"subject":[],"published":{"date-parts":[[2018,5,27]]},"assertion":[{"value":"2018-05-27","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}