Publication result detail

Real-Time Indexing of Complex Data Streams

CHMELAŘ, P.; DROZD, M.; ŠEBEK, M.; ZENDULKA, J.

Original Title

Real-Time Indexing of Complex Data Streams

English Title

Real-Time Indexing of Complex Data Streams

Type

Paper in proceedings (conference paper)

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.

English 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

Key words in English

data stream indexing, soft real-time constraint, ReTIn framework

Authors

CHMELAŘ, P.; DROZD, M.; ŠEBEK, M.; ZENDULKA, J.

RIV year

2016

Released

14.01.2015

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"
}

Documents

retin.v5