{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,1]],"date-time":"2025-11-01T17:45:37Z","timestamp":1762019137733,"version":"build-2065373602"},"reference-count":41,"publisher":"IEEE","license":[{"start":{"date-parts":[[2019,12,1]],"date-time":"2019-12-01T00:00:00Z","timestamp":1575158400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2019,12,1]],"date-time":"2019-12-01T00:00:00Z","timestamp":1575158400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2019,12,1]],"date-time":"2019-12-01T00:00:00Z","timestamp":1575158400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2019,12]]},"DOI":"10.1109\/bigdata47090.2019.9006412","type":"proceedings-article","created":{"date-parts":[[2020,2,25]],"date-time":"2020-02-25T06:05:34Z","timestamp":1582610734000},"page":"317-326","source":"Crossref","is-referenced-by-count":11,"title":["General-Purpose vs. Specialized Data Analytics Systems: A Game of ML &amp; SQL Thrones"],"prefix":"10.1109","author":[{"given":"Evdokia","family":"Kassela","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Nikodimos","family":"Provatas","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ioannis","family":"Konstantinou","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Avrilia","family":"Floratou","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Nectarios","family":"Koziris","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.14778\/2831360.2831365"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1145\/2882903.2903742"},{"year":"0","key":"ref33"},{"journal-title":"Reading Parquet Files in Spark","year":"0","key":"ref32"},{"journal-title":"Apache calcite","year":"0","key":"ref31"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.14778\/2732977.2733002"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.14778\/2367502.2367511"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.14778\/1920841.1920903"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1145\/1559845.1559865"},{"year":"0","key":"ref34"},{"journal-title":"Spark SQL","year":"0","key":"ref10"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/BigData.2017.8258260"},{"journal-title":"Mllib","year":"0","key":"ref11"},{"journal-title":"Spark Streaming","year":"0","key":"ref12"},{"journal-title":"Graphx","year":"0","key":"ref13"},{"journal-title":"Apache Flink","year":"0","key":"ref14"},{"journal-title":"TPC-H","year":"0","key":"ref15"},{"key":"ref16","article-title":"Practical recommendations for gradient-based training of deep architectures","volume":"abs 1206 5533","author":"bengio","year":"2012","journal-title":"CoRR"},{"key":"ref17","first-page":"583","article-title":"Scaling distributed machine learning with the parameter server","author":"li","year":"2014","journal-title":"Proc of USENIX Conference on Operating Systems Design and Implementation (OSDI)"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.14778\/1920841.1920931"},{"key":"ref19","first-page":"2595","article-title":"Parallelized stochastic gradient descent","author":"zinkevich","year":"2010","journal-title":"Advances in neural information processing systems"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1145\/2723372.2742790"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/ICDE.2019.00196"},{"journal-title":"The YearPredictionMSD Dataset","year":"0","key":"ref27"},{"journal-title":"Apache impala","year":"0","key":"ref3"},{"journal-title":"Graphlab","year":"0","key":"ref6"},{"journal-title":"Apache Hadoop Yarn","year":"0","key":"ref29"},{"key":"ref5","first-page":"265","article-title":"TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems","author":"abadi","year":"2016","journal-title":"12th USENIX Symp Operating Systems Design and Implementation (OSDI 16)"},{"journal-title":"Apache Giraph","year":"0","key":"ref8"},{"journal-title":"Apache Mahout","year":"0","key":"ref7"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/ICDE.2010.5447738"},{"key":"ref9","article-title":"Spark: Cluster computing with working sets","author":"zaharia","year":"2010","journal-title":"Proceedings of the 2nd USENIX Conference on Hot Topics in Cloud Computing ser HotCloud&#x2019;10"},{"key":"ref1","volume":"1","author":"hey","year":"2009","journal-title":"The Fourth Paradigm Data-Intensive Scientific Discovery"},{"journal-title":"Okeanos","year":"0","key":"ref20"},{"journal-title":"Linear Regression","year":"0","key":"ref22"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/MIC.2013.43"},{"journal-title":"Multilayer Perceptron","year":"0","key":"ref24"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.14778\/3137628.3137634"},{"journal-title":"Logistic Regression","year":"0","key":"ref23"},{"journal-title":"Higgs dataset","year":"0","key":"ref26"},{"journal-title":"The uci machine learning repository","year":"0","key":"ref25"}],"event":{"name":"2019 IEEE International Conference on Big Data (Big Data)","start":{"date-parts":[[2019,12,9]]},"location":"Los Angeles, CA, USA","end":{"date-parts":[[2019,12,12]]}},"container-title":["2019 IEEE International Conference on Big Data (Big Data)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/8986695\/9005444\/09006412.pdf?arnumber=9006412","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,7,17]],"date-time":"2022-07-17T21:52:00Z","timestamp":1658094720000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9006412\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,12]]},"references-count":41,"URL":"https:\/\/doi.org\/10.1109\/bigdata47090.2019.9006412","relation":{},"subject":[],"published":{"date-parts":[[2019,12]]}}}