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CHMELAŘ, P. DROZD, M. ŠEBEK, M. ZENDULKA, J.
Original Title
Real-Time Indexing of Complex Data Streams
Type
conference paper
Language
English
Original Abstract
The paper deals with indexing of a complex type data stream stored in a database. We present a novel indexing schema and framework referred to as ReTIn (Real-Time Indexing), the objective of which is to allow indexing of complex data arriving as a stream to a database with respect to soft real-time constraints met with some level of confidence for the maximum duration of insert and select operations. The idea of ReTIn is a combination of a sequential access to the most recent data and an index-based access to less recent data stored in the database. The collection of statistics makes balancing of indexed and unindexed parts of the database efficient. We have implemented ReTIn using PostgreSQL DBMS and its GIN index. Experimental results presented in the paper demonstrate some properties and advantages of our approach.
Keywords
data stream indexing, soft real-time constraint, ReTIn framework
Authors
CHMELAŘ, P.; DROZD, M.; ŠEBEK, M.; ZENDULKA, J.
RIV year
2015
Released
14. 1. 2015
Publisher
Springer International Publishing
Location
Cham
ISBN
978-3-319-06772-8
Book
Innovations and Advances in Computing, Informatics, Systems Sciences, Networking and Engineering
Edition
Lecture Notes in Electrical Engineering
Pages from
371
Pages to
378
Pages count
8
URL
http://link.springer.com/book/10.1007/978-3-319-06773-5
BibTex
@inproceedings{BUT113485, author="Petr {Chmelař} and Michal {Drozd} and Michal {Šebek} and Jaroslav {Zendulka}", title="Real-Time Indexing of Complex Data Streams", booktitle="Innovations and Advances in Computing, Informatics, Systems Sciences, Networking and Engineering", year="2015", series="Lecture Notes in Electrical Engineering", pages="371--378", publisher="Springer International Publishing", address="Cham", doi="10.1007/978-3-319-06773-5", isbn="978-3-319-06772-8", url="http://link.springer.com/book/10.1007/978-3-319-06773-5" }