@inproceedings(relationalAI, author = {Abo Khamis, Mahmoud and Hung Q. Ngo and XuanLong Nguyen and Dan Olteanu and Maximilian Schleich}, year = {2018}, title = {In-Database Learning with Sparse Tensors}, booktitle = {SIGMOD/PODS'18}, doi = {10.1145/3196959.3196960}, ) @inproceedings(xyStratificationML, author = {Vinayak R. Borkar et al.}, year = {2012}, title = {Declarative Systems for Large-Scale Machine Learning}, booktitle = {Bulletin of the IEEE Computer Society Technical Committee on Data Engineering}, doi = {10.1.1.362.4961}, ) @inproceedings(logicblox, author = {Molham Aref and Balder ten Cate and Todd J. Green and Benny Kimelfeld and Dan Olteanu and Emir Pasalic and Todd L. Veldhuizen and Geoffrey Washburn}, year = {2015}, title = {Design and Implementation of the LogicBlox System}, booktitle = {SIGMOD'15}, doi = {10.1145/2723372.2742796}, ) @article(scalingup-tplp2018, author = {Tyson Condie and Ariyam Das and Matteo Interlandi and Alexander Shkapsky and Mohan Yang and Carlo Zaniolo}, year = {2018}, title = {Scaling-up reasoning and advanced analytics on BigData}, journal = {{TPLP}}, volume = {18}, number = {5-6}, pages = {806--845}, doi = {10.1017/S1471068418000418}, ) @inproceedings(ssp-iclp19, author = {Ariyam Das and Carlo Zaniolo}, year = {2019}, title = {A Case for Stale Synchronous Distributed Model for Declarative Recursive Computation}, booktitle = {35th International Conference on Logic Programming}, series = {ICLP'19}, ) @inproceedings(bismarck, author = {Xixuan Feng and Arun Kumar and Benjamin Recht and Christopher R{\'e}}, year = {2012}, title = {Towards a Unified Architecture for in-RDBMS Analytics}, booktitle = {SIGMOD'12}, pages = {325--336}, doi = {10.1145/2213836.2213874}, ) @inproceedings(rasql, author = {Jiaqi Gu and Yugo Watanabe and William Mazza and Alexander Shkapsky and Mohan Yang and Ling Ding and Carlo Zaniolo}, year = {2019}, title = {RaSQL: Greater Power and Performance for Big Data Analytics with Recursive-aggregate-SQL on Spark}, booktitle = {SIGMOD'19}, doi = {10.1145/3299869.3324959}, ) @article(Imielinski, author = {Tomasz Imielinski and Heikki Mannila}, year = {1996}, title = {A Database Perspective on Knowledge Discovery}, journal = {Commun. ACM}, volume = {39}, number = {11}, pages = {58--64}, doi = {10.1145/240455.240472}, ) @article(db2CacheMining, author = {Sunita Sarawagi and Shiby Thomas and Rakesh Agrawal}, year = {2000}, title = {Integrating Association Rule Mining with Relational Database Systems: Alternatives and Implications}, journal = {Data Mining and Knowledge Discovery}, volume = {4}, number = {2}, doi = {10.1145/276304.276335}, ) @article(socialite, author = {Jiwon Seo and Jongsoo Park and Jaeho Shin and Monica S. Lam}, year = {2013}, title = {Distributed Socialite: A Datalog-based Language for Large-scale Graph Analysis}, journal = {Proc. VLDB Endow.}, volume = {6}, number = {14}, pages = {1906--1917}, doi = {10.14778/2556549.2556572}, ) @inproceedings(bigdatalog, author = {Alexander Shkapsky and Mohan Yang and Matteo Interlandi and Hsuan Chiu and Tyson Condie and Carlo Zaniolo}, year = {2016}, title = {Big Data Analytics with Datalog Queries on Spark}, booktitle = {SIGMOD'16}, doi = {10.1145/2882903.2915229}, ) @article(Myria, author = {Jingjing Wang and Magdalena Balazinska and Daniel Halperin}, year = {2015}, title = {Asynchronous and Fault-tolerant Recursive Datalog Evaluation in Shared-nothing Engines}, journal = {Proc. VLDB Endow.}, volume = {8}, number = {12}, pages = {1542--1553}, doi = {10.14778/2824032.2824052}, ) @article(bigdatalog-mc, author = {Mohan Yang and Alexander Shkapsky and Carlo Zaniolo}, year = {2017}, title = {Scaling up the performance of more powerful Datalog systems on multicore machines}, journal = {{VLDB} J.}, volume = {26}, number = {2}, pages = {229--248}, doi = {10.1007/s00778-016-0448-z}, ) @inproceedings(zaniolo-amw2016, author = {Carlo Zaniolo and Mohan Yang and Ariyam Das and Matteo Interlandi}, year = {2016}, title = {The Magic of Pushing Extrema into Recursion: Simple, Powerful Datalog Programs}, booktitle = {AMW'16}, ) @article(zaniolo-tplp2017, author = {Carlo Zaniolo and Mohan Yang and Matteo Interlandi and Ariyam Das and Alexander Shkapsky and Tyson Condie}, year = {2017}, title = {Fixpoint semantics and optimization of recursive {Datalog} programs with aggregates}, journal = {{TPLP}}, volume = {17}, number = {5-6}, pages = {1048--1065}, doi = {10.1017/S1471068417000436}, ) @inproceedings(zaniolo-amw2018, author = {Carlo Zaniolo and Mohan Yang and Matteo Interlandi and Ariyam Das and Alexander Shkapsky and Tyson Condie}, year = {2018}, title = {Declarative BigData Algorithms via Aggregates and Relational Database Dependencies}, booktitle = {AMW'18.}, )