Automatic classification of functional data with extremal information

被引：0
|
作者：
Laurini, Fabrizio [1 ]
Cerioli, Andrea [1 ]
机构：
[1] Univ Parma, Dipartimento Econ Sez & Stat, I-43100 Parma, Italy
来源：
ADVANCES IN DATA ANALYSIS | 2007年
关键词：
D O I：
10.1007/978-3-540-70981-7_12
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
In this paper we develop statistical techniques for clustering smooth functional data based on their extremal features. Smooth functional data arise in many application fields. Our work is motivated by a problem in quality control monitoring of water supplied for human consumption, where both the level and the shape of each function are important for classification purposes.
引用
收藏
页码：99 / +
页数：2
相关论文
共 50 条
  • [1] Information extraction based on functional basis and experimental study on automatic classification
    [J]. Li, Yan (liyan@scu.edu.cn), 2016, Sichuan University (48):
  • [2] Extremal Depth for Functional Data and Applications
    Narisetty, Naveen N.
    Nair, Vijayan N.
    [J]. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2016, 111 (516) : 1705 - 1714
  • [3] Extremal dependence measure for functional data
    Kim, Mihyun
    Kokoszka, Piotr
    [J]. JOURNAL OF MULTIVARIATE ANALYSIS, 2022, 189
  • [4] Product functional information based automatic patent classification: Method and experimental studies
    Li, Wen-qiang
    Li, Yan
    Chen, Jian
    Hou, Chao-yi
    [J]. INFORMATION SYSTEMS, 2017, 67 : 71 - 82
  • [5] Information-theoretic feature selection for functional data classification
    Gomez-Verdejo, Vanessa
    Verleysen, Michel
    Fleury, Jerome
    [J]. NEUROCOMPUTING, 2009, 72 (16-18) : 3580 - 3589
  • [6] Automatic feature scaling and selection for support vector machine classification with functional data
    Asunción Jiménez-Cordero
    Sebastián Maldonado
    [J]. Applied Intelligence, 2021, 51 : 161 - 184
  • [7] Automatic feature scaling and selection for support vector machine classification with functional data
    Jimenez-Cordero, Asuncion
    Maldonado, Sebastian
    [J]. APPLIED INTELLIGENCE, 2021, 51 (01) : 161 - 184
  • [8] Automatic classification of audio data
    Costa, CHL
    Valle, JD
    Koerich, AL
    [J]. 2004 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN & CYBERNETICS, VOLS 1-7, 2004, : 562 - 567
  • [9] AUTOMATIC CLASSIFICATION IN INFORMATION-RETRIEVAL
    VANRIJSBERGEN, CJ
    [J]. DREXEL LIBRARY QUARTERLY, 1978, 14 (02): : 75 - 89
  • [10] Automatic Classification of Functional Gait Disorders
    Slijepcevic, Djordje
    Zeppelzauer, Matthias
    Gorgas, Anna-Maria
    Schwab, Caterine
    Schueller, Michael
    Baca, Arnold
    Breiteneder, Christian
    Horsak, Brian
    [J]. IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 2018, 22 (05) : 1653 - 1661
12345