Adaptive distance measurement for time series databases

被引:0
|
作者
Chhieng, Van. M. [1 ]
Wong, Raymond K. [1 ]
机构
[1] Univ New S Wales, Natl ICT Australia, Sydney, NSW 2052, Australia
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Efficient retrieval of time series data has gained recent attention from the research community. In particular, finding meaningful distance measurements for various applications is one of the most important issues in the field, since no single distance measurement works for all applications. In this paper, we propose a different distance measurement for time series applications based on Constraint Continuous Editing Distance (CCED) that adjusts the potential energy of each sequence for optimal similarity. Furthermore, we also propose a lower bounding distance for CCED for efficient indexing and fast retrieval, even though CCED does not satisfy triangle inequality.
引用
收藏
页码:598 / +
页数:3
相关论文
共 50 条
  • [31] Using relational databases for time series data
    Telnarova, Zdenka
    INTERNATIONAL CONFERENCE OF COMPUTATIONAL METHODS IN SCIENCES AND ENGINEERING 2018 (ICCMSE-2018), 2018, 2040
  • [32] Design of Performance Benchmark for Time Series Databases
    Wang, Miaoqiong
    Liu, Siyuan
    Wei, Kai
    Liu, Han
    Jiang, Chunyu
    Yan, Shu
    Ma, Pengwei
    2020 IEEE INTL SYMP ON PARALLEL & DISTRIBUTED PROCESSING WITH APPLICATIONS, INTL CONF ON BIG DATA & CLOUD COMPUTING, INTL SYMP SOCIAL COMPUTING & NETWORKING, INTL CONF ON SUSTAINABLE COMPUTING & COMMUNICATIONS (ISPA/BDCLOUD/SOCIALCOM/SUSTAINCOM 2020), 2020, : 1394 - 1399
  • [33] On the distance of databases
    Gyula O. H. Katona
    Attila Sali
    Annals of Mathematics and Artificial Intelligence, 2012, 65 : 199 - 216
  • [34] On the distance of databases
    Katona, Gyula O. H.
    Sali, Attila
    ANNALS OF MATHEMATICS AND ARTIFICIAL INTELLIGENCE, 2012, 65 (2-3) : 199 - 216
  • [35] On the Distance of Databases
    Katona, Gyula O. H.
    Keszler, Anita
    Sali, Attila
    FOUNDATIONS OF INFORMATION AND KNOWLEDGE SYSTEMS, PROCEEDINGS, 2010, 5956 : 76 - +
  • [36] Measuring the distance between time series
    Moeckel, R
    Murray, B
    PHYSICA D, 1997, 102 (3-4): : 187 - 194
  • [37] Improved Frechet distance for time series
    Chouakria-Douzal, Ahlame
    Nagabhushan, Panduranga Naidu
    DATA SCIENCE AND CLASSIFICATION, 2006, : 13 - +
  • [38] Applications of distance correlation to time series
    Davis, Richard A.
    Matsui, Muneya
    Mikosch, Thomas
    Wan, Phyllis
    BERNOULLI, 2018, 24 (4A) : 3087 - 3116
  • [39] A new spectral distance based on adaptive selection algorithm for non-stationary time series
    Zhang, Fan
    Shang, Pengjian
    Zhang, Boyi
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2024, 636
  • [40] ADAPTIVE PREDICTION OF TIME SERIES
    KAWATAKE, K
    HIRASAWA, K
    ELECTRICAL ENGINEERING IN JAPAN, 1968, 88 (08) : 8 - &