Handling Missing Data in CGM Records

被引：0
|
作者：
Zulj, Sara [1 ]
Carvalho, Paulo [2 ]
Ribeiro, Rogerio [3 ]
Magjarevic, Ratko [1 ]
机构：
[1] Univ Zagreb, Fac Elect Engn & Comp, Unska 3, Zagreb, Croatia
[2] Univ Coimbra, Dept Engn Informat, Coimbra, Portugal
[3] Assoc Protectora Diabet Portugal, Lisbon, Portugal
来源：
FUTURE TRENDS IN BIOMEDICAL AND HEALTH INFORMATICS AND CYBERSECURITY IN MEDICAL DEVICES, ICBHI 2019 | 2020年 / 74卷
关键词：
Missing data; Data reconstruction; CGM; Continuous glucose monitoring;
D O I：
10.1007/978-3-030-30636-6_57
中图分类号：
R318 [生物医学工程];
学科分类号：
0831 ;
摘要：
Continuous glucose monitor (CGM) is a wearable body sensor device that automatically measures glucose at regular intervals. CGM records can be used to analyze data after the collection or for predicting certain trends in the records in real-time. Nevertheless, missing values are common in CGM records. In this paper we discuss possible methods to replace the missing values in short-length gaps, in both real-time and after the collection use.
引用
收藏
页码：420 / 427
页数：8
相关论文
共 50 条
  • [31] Comparison of Methods for Handling Missing Covariate Data
    Åsa M. Johansson
    Mats O. Karlsson
    The AAPS Journal, 2013, 15 : 1232 - 1241
  • [32] A comparison of imputation techniques for handling missing data
    Musil, CM
    Warner, CB
    Yobas, PK
    Jones, SL
    WESTERN JOURNAL OF NURSING RESEARCH, 2002, 24 (07) : 815 - 829
  • [33] Handling Missing Data Problems with Sampling Methods
    Houari, Rima
    Bounceur, Ahcene
    Tari, A-Kamel
    Kechadi, M-Tahar
    2014 INTERNATIONAL CONFERENCE ON ADVANCED NETWORKING DISTRIBUTED SYSTEMS AND APPLICATIONS (INDS 2014), 2014, : 99 - 104
  • [34] Handling Missing Data in Clinical Trials: An Overview
    William R. Myers
    Drug information journal : DIJ / Drug Information Association, 2000, 34 (2): : 525 - 533
  • [35] Missing Data Handling in Chronic Pain Trials
    Kim, Yongman
    JOURNAL OF BIOPHARMACEUTICAL STATISTICS, 2011, 21 (02) : 311 - 325
  • [36] Handling Missing Data For Sleep Monitoring Systems
    Gashi, Shkurta
    Alecci, Lidia
    Gjoreski, Martin
    Di Lascio, Elena
    Mehrotra, Abhinav
    Musolesi, Mirco
    Debus, Maike E.
    Gasparini, Francesca
    Santini, Silvia
    2022 10TH INTERNATIONAL CONFERENCE ON AFFECTIVE COMPUTING AND INTELLIGENT INTERACTION (ACII), 2022,
  • [37] Handling Missing Data in Randomized Experiments with Noncompliance
    Booil Jo
    Elizabeth M. Ginexi
    Nicholas S. Ialongo
    Prevention Science, 2010, 11 : 384 - 396
  • [38] Handling Missing Data with Graph Representation Learning
    You, Jiaxuan
    Ma, Xiaobai
    Ding, Daisy Yi
    Kochenderfer, Mykel
    Leskovec, Jure
    ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 33, NEURIPS 2020, 2020, 33
  • [39] Taxonomy of Missing Data along with their handling Methods
    Tripathi, Ashok Kumar
    Rathee, Geetanjali
    Saini, Hemraj
    2019 FIFTH INTERNATIONAL CONFERENCE ON IMAGE INFORMATION PROCESSING (ICIIP 2019), 2019, : 463 - 468
  • [40] Modern concepts in the handling and reporting of missing data
    Lee, Katherine
    Carpenter, James
    Little, Roderick
    Nguyen, Cattram
    Cornish, Rosie
    INTERNATIONAL JOURNAL OF EPIDEMIOLOGY, 2021, 50
12345