HyPerInsight: Data exploration deep inside hyper

Nina Hubig, Linnea Passing, Maximilian E. Schüle, Dimitri Vorona, Alfons Kemper, Thomas Neumann

Publikation: Beitrag in Buch/Bericht/KonferenzbandKonferenzbeitragBegutachtung

11 Zitate (Scopus)

Abstract

Nowadays we are drowning in data of various varieties. For all these mixed types and categories of data there exist even more different analysis approaches, often done in single hand-written solutions. We propose to extend HyPer, a main memory database system to a uniform data agent platform following the "one system fits all" approach for solving a wide variety of data analysis problems. We achieve this by applying a flexible operator concept to a set of various important data exploration algorithms. With that, HyPer solves analytical questions using clustering, classification, association rule mining and graph mining besides standard HTAP (Hybrid Transaction and Analytical Processing) workloads on the same database state. It enables to approach the full variety and volume of HTAP extended for data exploration (HTAPx), and only needs knowledge of already introduced SQL extensions that are automatically optimized by the database's standard optimizer. In this demo we will focus on the benefits and flexibility we create by using the SQL extensions for several well-known mining workloads. In our interactive webinterface for this project named HyPerInsight we demonstrate how HyPer outperforms the best open source competitor Apache Spark in common use cases in social media, geo-data, recommender systems and several other.

OriginalspracheEnglisch
TitelCIKM 2017 - Proceedings of the 2017 ACM Conference on Information and Knowledge Management
Herausgeber (Verlag)Association for Computing Machinery
Seiten2467-2470
Seitenumfang4
ISBN (elektronisch)9781450349185
DOIs
PublikationsstatusVeröffentlicht - 6 Nov. 2017
Veranstaltung26th ACM International Conference on Information and Knowledge Management, CIKM 2017 - Singapore, Singapur
Dauer: 6 Nov. 201710 Nov. 2017

Publikationsreihe

NameInternational Conference on Information and Knowledge Management, Proceedings
BandPart F131841

Konferenz

Konferenz26th ACM International Conference on Information and Knowledge Management, CIKM 2017
Land/GebietSingapur
OrtSingapore
Zeitraum6/11/1710/11/17

Fingerprint

Untersuchen Sie die Forschungsthemen von „HyPerInsight: Data exploration deep inside hyper“. Zusammen bilden sie einen einzigartigen Fingerprint.

Dieses zitieren