Pattern Similarity in Time Interval Sequences

被引:2
|
作者
Bonomi, Luca [1 ]
Jiang, Xiaoqian [2 ]
机构
[1] Univ Calif San Diego, Dept Biomed Informat, La Jolla, CA 92093 USA
[2] UTHlth, Sch Biomed Informat, Houston, TX USA
来源
2018 IEEE INTERNATIONAL CONFERENCE ON HEALTHCARE INFORMATICS (ICHI) | 2018年
关键词
Temporal Pattern; Data Mining; Similarity Measure; EHR Data;
D O I
10.1109/ICHI.2018.00087
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The extraction of temporal patterns from biomedical data is central in facilitating clinical decision support and enabling proactive interventions. Despite several approaches have been proposed for efficiently mining temporal patterns, most of the current solutions offer limited flexibility in addressing the noise in the data. To this end, we propose a similarity measure for temporal patterns in time interval sequences, we develop two mining approaches and conduct a preliminary evaluation on a real world dataset.
引用
收藏
页码:434 / 435
页数:2
相关论文
共 50 条
  • [21] PATTERN RECOGNITION WITH TIME INTERVAL MODULATION INFORMATION CODING
    CHENG, GC
    LEDLEY, RS
    OUYANG, B
    IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1970, AES6 (02) : 221 - &
  • [22] Temporal interval pattern languages to characterize time flow
    Hoeppner, Frank
    Peter, Sebastian
    WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY, 2014, 4 (03) : 196 - 212
  • [23] Detection of DoS attack Time interval Sequences on Network Traffic
    Reshamwala, Alpa
    Mahajan, Sunita
    PROCEEDINGS OF THE 2012 WORLD CONGRESS ON INFORMATION AND COMMUNICATION TECHNOLOGIES, 2012, : 739 - 744
  • [24] On similarity measures of interval-valued intuitionistic fuzzy sets and their application to pattern recognitions
    School of Economics and Management, Southeast University, Nanjing 210096, China
    J. Southeast Univ. Engl. Ed., 2007, 1 (139-143):
  • [25] Similarity Search of Bounded TIDASETS within Large Time Interval Databases
    Meisen, Philipp
    Keng, Diane
    Meisen, Tobias
    Recchioni, Marco
    Jeschke, Sabina
    2015 INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE AND COMPUTATIONAL INTELLIGENCE (CSCI), 2015, : 24 - 29
  • [26] Pattern Synthesis in Time Modulated Arrays via Offsetted Time Sequences
    Kanbaz, I
    Yesilyurt, U.
    Kuzu, S.
    Aksoy, E.
    2019 27TH TELECOMMUNICATIONS FORUM (TELFOR 2019), 2019, : 411 - 414
  • [27] Modelling of the effect of pattern symmetry, similarity, and complexity on recognition time
    Gurciniene, O.
    Vanagas, V.
    Soliunas, A.
    PERCEPTION, 1998, 27 : 120 - 120
  • [28] Energy Time Series Forecasting Based on Pattern Sequence Similarity
    Martinez-Alvarez, Francisco
    Troncoso, Alicia
    Riquelme, Jose C.
    Aguilar-Ruiz, Jesus S.
    IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2011, 23 (08) : 1230 - 1243
  • [29] PATTERN-SIMILARITY-BASED MODEL FOR TIME SERIES PREDICTION
    Bhardwaj, Saurabh
    Srivastava, Smriti
    Gupta, J. R. P.
    COMPUTATIONAL INTELLIGENCE, 2015, 31 (01) : 106 - 131
  • [30] Application of dynamic time warping algorithm for pattern similarity of gait
    Lee, Hyun-Seob
    JOURNAL OF EXERCISE REHABILITATION, 2019, 15 (04) : 526 - 530