Startable: Multidimensional Modelling for Column-Oriented NoSQL

被引：0
|
作者：
Ferreira, Leandro Mendes [1 ]
Alves-Souza, Solange Nice [1 ]
da Silva, Luciana Maria [2 ,3 ]
机构：
[1] Univ Sao Paulo, Dept Engn Comp & Sistemas Digitais PCS, Sao Paulo, Brazil
[2] Univ Durham, Dept Math Sci, Durham, England
[3] Univ Estadual Campinas, UNICAMP, Ctr Estudos Petr CEPETRO, Campinas, Brazil
来源：
PROCEEDINGS OF THE 11TH INTERNATIONAL CONFERENCE ON DATA SCIENCE, TECHNOLOGY AND APPLICATIONS (DATA) | 2022年
关键词：
NoSQL; Multidimensional Modelling; Data Modelling; Database Query Processing and Optimisation (Theory);
D O I：
10.5220/0011142100003269
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
NoSQL Database Management Systems (DBMS) can be an alternative for analytical systems and have been used in this regard. As analytical systems often use multidimensional data modelling, which was created for relational databases, a new logical data modelling is necessary for NoSQL Column-Oriented Databases. We developed logical modelling (Startable) and applied NoSQL oriented to the family of columns. Furthermore, a logical model for the application of Startable modelling is presented in this research and a benchmark where the performance of the proposed modelling is demonstrated compared to traditional approaches to multidimensional modelling.
引用
收藏
页码：21 / 30
页数：10
相关论文
共 50 条
  • [31] A column-oriented optimization approach for the generation of correlated random vectors
    Sefair, Jorge A.
    Guaje, Oscar
    Medaglia, Andres L.
    OR SPECTRUM, 2021, 43 (03) : 777 - 808
  • [32] Impact of Data Compression on the Performance of Column-oriented Data Stores
    Mladenova, Tsvetelina
    Kalmukov, Yordan
    Marinov, Milko
    Valova, Irena
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2021, 12 (07) : 416 - 421
  • [33] Efficient column-oriented processing for mutual subspace skyline queries
    Jiang, Tao
    Zhang, Bin
    Lin, Dan
    Gao, Yunjun
    LI, Qing
    SOFT COMPUTING, 2020, 24 (20) : 15427 - 15445
  • [34] SCORD: Shuffling Column-Oriented Relational Database to Enhance Security
    Geng, Tieming
    Huang, Chin-Tser
    Farkas, Csilla
    UBIQUITOUS SECURITY, UBISEC 2023, 2024, 2034 : 163 - 176
  • [35] SharkDB: an in-memory column-oriented storage for trajectory analysis
    Bolong Zheng
    Haozhou Wang
    Kai Zheng
    Han Su
    Kuien Liu
    Shuo Shang
    World Wide Web, 2018, 21 : 455 - 485
  • [36] Adaptively Incremental Dictionary Compression Method for Column-Oriented Database
    Liu, Hui
    Liu, Zhijing
    Yuan, Tong
    Yao, Yong
    2014 11TH INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY (FSKD), 2014, : 628 - 632
  • [37] Efficient column-oriented processing for mutual subspace skyline queries
    Tao Jiang
    Bin Zhang
    Dan Lin
    Yunjun Gao
    Qing LI
    Soft Computing, 2020, 24 : 15427 - 15445
  • [38] Formalizing the Mapping of UML Conceptual Schemas to Column-Oriented Databases
    Abdelhedi, Fatma
    Brahim, Amal Ait
    Zurfluh, Gilles
    INTERNATIONAL JOURNAL OF DATA WAREHOUSING AND MINING, 2018, 14 (03) : 44 - 68
  • [39] Optimization of Column-oriented Storage Compression Strategy Based on Hbase
    Sun, Jingchao
    Lu, Tianliang
    2018 INTERNATIONAL CONFERENCE ON BIG DATA AND ARTIFICIAL INTELLIGENCE (BDAI 2018), 2018, : 24 - 28
  • [40] ColumnSGD: A Column-oriented Framework for Distributed Stochastic Gradient Descent
    Zhang, Zhipeng
    Wu, Wentao
    Jiang, Jiawei
    Yu, Lele
    Cui, Bin
    Zhang, Ce
    2020 IEEE 36TH INTERNATIONAL CONFERENCE ON DATA ENGINEERING (ICDE 2020), 2020, : 1513 - 1524
12345