Exactly-once fault-tolerance in Apache Flink - CS 591 K1: Data Stream Processing and Analytics Spring 2020
Go read his PhD thesis: http://kth.diva-portal.org/smash/get/diva2:1240814/FULLTEXT01.pdf 2 ??? Vasiliki Kalavri | Boston University 2020 Fault-tolerance approaches recap 3 Vasiliki kYluh9RwKRT 3UaDk7VRzGoeSt8LRzdRvPXFtRKIecJzyIKYDJSLBKFr pPu15vWrNrbszkGXiFaQGBZq96le3n7As5gqZpMZ0PDf FIKcaBZN8UulmhqeUjeiAdyxVNOYmyGenTsiJVfokSrQ thWSm/p7IaWzMOA5tZ0xaBa9qfif18kwugxyodIMuWL zRVEmCSZk kYluh9RwKRT 3UaDk7VRzGoeSt8LRzdRvPXFtRKIecJzyIKYDJSLBKFr pPu15vWrNrbszkGXiFaQGBZq96le3n7As5gqZpMZ0PDf FIKcaBZN8UulmhqeUjeiAdyxVNOYmyGenTsiJVfokSrQ thWSm/p7IaWzMOA5tZ0xaBa9qfif18kwugxyodIMuWL zRVEmCSZk 0 码力 | 81 页 | 13.18 MB | 1 年前3Graph streaming algorithms - CS 591 K1: Data Stream Processing and Analytics Spring 2020
Andrew. Graph stream algorithms: a survey. ACM SIGMOD Record 43.1 (2014). https://dl.acm.org/doi/pdf/10.1145/2627692.2627694 • Stanton, Isabelle, and Gabriel Kliot. Streaming graph partitioning for SIGKDD, 2012. https://www.microsoft.com/en-us/ research/wp-content/uploads/2012/08/kdd325-stanton.pdf • Stefani, Lorenzo De, et al. Triest: Counting local and global triangles in fully dynamic streams streams with fixed memory size. TKDD 2017. https://www.kdd.org/ kdd2016/papers/files/rfp0465-de-stefaniA.pdf Further reading0 码力 | 72 页 | 7.77 MB | 1 年前3Filtering and sampling streams - CS 591 K1: Data Stream Processing and Analytics Spring 2020
edu/cs286/papers/synopses- fntdb2012.pdf • Jure Lescovec, Anand Rajaraman and Jeffrey David Ullman. Mining of Massive Datasets. http://infolab.stanford.edu/~ullman/mmds/book.pdf • Ken Christensen, Allen Roginsky0 码力 | 74 页 | 1.06 MB | 1 年前3Cardinality and frequency estimation - CS 591 K1: Data Stream Processing and Analytics Spring 2020
Jeffrey David Ullman. Mining of Massive Datasets. http://infolab.stanford.edu/~ullman/mmds/book.pdf • Durand, Marianne, and Philippe Flajolet. Loglog counting of large cardinalities. European Symposium estimation algorithm. 2007. https://hal.archives-ouvertes.fr/file/index/docid/406166/ filename/FlFuGaMe07.pdf • Cormode, Graham, and Shan Muthukrishnan. An improved data stream summary: the count-min sketch0 码力 | 69 页 | 630.01 KB | 1 年前3Course introduction - CS 591 K1: Data Stream Processing and Analytics Spring 2020
reading • The 8 Requirements of Real-Time Stream Processing http://cs.brown.edu/~ugur/8rulesSigRec.pdf • Streaming 101: The world beyond batch www.oreilly.com/ideas/the-world-beyond-batch-streaming-1010 码力 | 34 页 | 2.53 MB | 1 年前3High-availability, recovery semantics, and guarantees - CS 591 K1: Data Stream Processing and Analytics Spring 2020
Distributed Stream Processing. (ICDE ’05). • http://cs.brown.edu/research/aurora/hwang.icde05.ha.pdf • Tyler Akidau et. al. MillWheel: Fault-Tolerant Stream Processing at Internet Scale (PVLDB’13)0 码力 | 49 页 | 2.08 MB | 1 年前3
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