A Similarity-Based Method for Visual Search in Time Series Using Coulomb's Law

被引：0
|
作者：
de Andrade, Claudinei Garcia [1 ]
Ribeiro, Marcela Xavier [1 ]
机构：
[1] Univ Fed Sao Carlos, BR-13560 Sao Carlos, SP, Brazil
来源：
SIMILARITY SEARCH AND APPLICATIONS | 2014年 / 8821卷
关键词：
Time series analysis; Index method; Similarity Search; Coulomb's law;
D O I：
10.1007/978-3-319-11988-5_22
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
We present a method for visual search in multidimensional time series based on Coulomb's law. The proposed method integrates: a descriptor based on Coulomb's law for dimensionality reduction in time series; a system to perform similarity searching in time series; and, a module for the visualization of results. Experiments were performed using real data, indicating that the proposed method broadens the quality of through similarity queries in time series.
引用
收藏
页码：241 / 246
页数：6
相关论文
共 50 条
  • [41] Intelligent Visual Similarity-Based Phishing Websites Detection
    Chen, Jiann-Liang
    Ma, Yi-Wei
    Huang, Kuan-Lung
    SYMMETRY-BASEL, 2020, 12 (10): : 1 - 16
  • [42] An efficient method for time series similarity search using binary code representation and hamming distance
    Zhang, Haowen
    Dong, Yabo
    Li, Jing
    Xu, Duanqing
    INTELLIGENT DATA ANALYSIS, 2021, 25 (02) : 439 - 461
  • [43] Similarity-based forecasting with simultaneous previews: A river plot interface for time series forecasting
    Buono, Paolo
    Plaisant, Catherine
    Simeonel, Adalberto
    Aris, Aleks
    Shneiderman, Ben
    Shmueli, Galit
    Jank, Wolfgang
    11TH INTERNATIONAL CONFERENCE INFORMATION VISUALIZATION, 2007, : 191 - +
  • [44] Proximity forest 2.0: a new effective and scalable similarity-based classifier for time series
    Tan, Chang Wei
    Herrmann, Matthieu
    Salehi, Mahsa
    Webb, Geoffrey I.
    DATA MINING AND KNOWLEDGE DISCOVERY, 2025, 39 (02)
  • [45] Distributed Time Series Similarity Search Method Based on Key-value Data Stores
    Yu Z.-S.
    Li R.-Y.
    Guo Y.
    Jiang Z.-Y.
    Bao J.
    Zheng Y.
    Ruan Jian Xue Bao/Journal of Software, 2022, 33 (03): : 950 - 967
  • [46] Similarity Search in Streaming Time Series Based on MP_C Dimensionality Reduction Method
    Nguyen, Thanh-Son
    Duong, Tuan-Anh
    INTELLIGENT INFORMATION AND DATABASE SYSTEMS (ACIIDS 2012), PT I, 2012, 7196 : 281 - 290
  • [47] A novel method for similarity search over electric time series data
    Li, QD
    Chi, ZX
    Wang, ZC
    2003 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-5, PROCEEDINGS, 2003, : 2315 - 2318
  • [48] Similarity-based Multi-source Transfer Learning Approach for Time Series Classification
    Senanayaka, Ayantha
    Al Mamun, Abdullah
    Bond, Glenn
    Tian, Wenmeng
    Wang, Haifeng
    Fuller, Sara
    Falls, T. C.
    Rahimi, Shahram
    Bian, Linkan
    INTERNATIONAL JOURNAL OF PROGNOSTICS AND HEALTH MANAGEMENT, 2022, 13 (02) : 1 - 25
  • [49] Reserve price recommendation by similarity-based time series analysis for internet auction systems
    Ko, Min Jung
    Lee, Yong Kyu
    KNOWLEDGE-BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS, PT 1, PROCEEDINGS, 2006, 4251 : 292 - 299
  • [50] A Similarity-based Fuzzy Soft Reasoning Method
    Wang, Lu
    Xue, Binbin
    Qin, Keyun
    2017 12TH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS AND KNOWLEDGE ENGINEERING (IEEE ISKE), 2017,
12345