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
  • [41] Health indicator recording in UK primary care electronic health records: key implications for handling missing data
    Petersen, Irene
    Welch, Catherine A.
    Nazareth, Irwin
    Walters, Kate
    Marston, Louise
    Morris, Richard W.
    Carpenter, James R.
    Morris, Tim P.
    Tra My Pham
    CLINICAL EPIDEMIOLOGY, 2019, 11 : 157 - 167
  • [42] Handling Missing Data in Randomized Experiments with Noncompliance
    Jo, Booil
    Ginexi, Elizabeth M.
    Ialongo, Nicholas S.
    PREVENTION SCIENCE, 2010, 11 (04) : 384 - 396
  • [43] Comparison of Methods for Handling Missing Covariate Data
    Johansson, Asa M.
    Karlsson, Mats O.
    AAPS JOURNAL, 2013, 15 (04): : 1232 - 1241
  • [44] Health indicator recording in UK primary care electronic health records: Key implications for handling missing data
    Petersen, Irene
    Welch, Catherine A.
    Nazareth, Irwin
    Walters, Kate
    Marston, Louise
    Morris, Richard W.
    Carpenter, James R.
    Morris, Tim P.
    Tra My Pham
    PHARMACOEPIDEMIOLOGY AND DRUG SAFETY, 2019, 28 : 113 - 114
  • [45] Missing persons - Missing data: The need to collect antemortem dental records of missing persons
    Blau, S
    Hill, A
    Briggs, CA
    Cordner, SM
    JOURNAL OF FORENSIC SCIENCES, 2006, 51 (02) : 386 - 389
  • [46] Gridded data as a source of missing data replacement in station records
    Meher, Jitendra Kumar
    Das, Lalu
    JOURNAL OF EARTH SYSTEM SCIENCE, 2019, 128 (03)
  • [47] Gridded data as a source of missing data replacement in station records
    Jitendra Kumar Meher
    Lalu Das
    Journal of Earth System Science, 2019, 128
  • [48] A framework for handling missing accelerometer outcome data in trials
    Tackney, Mia S.
    Cook, Derek G.
    Stahl, Daniel
    Ismail, Khalida
    Williamson, Elizabeth
    Carpenter, James
    TRIALS, 2021, 22 (01)
  • [49] Handling missing covariate data in clinical studies in haematology
    Bonneville, Edouard F.
    Schetelig, Johannes
    Putter, Hein
    de Wreede, Liesbeth C.
    BEST PRACTICE & RESEARCH CLINICAL HAEMATOLOGY, 2023, 36 (02)
  • [50] An IS Approach for Handling Missing Data in Collaborative Medical Research
    Meiller, Yannick
    AMCIS 2016 PROCEEDINGS, 2016,
12345