Pre-diagnostic of diabetes with the use of statistical machine learning

被引：0
|
作者：
Dudova, Jana [1 ]
Krsak, Emil [1 ]
Kello, Tomas [1 ]
机构：
[1] Univ Zilina, Fac Management Sci & Informat, Zilina, Slovakia
来源：
2019 IEEE 15TH INTERNATIONAL SCIENTIFIC CONFERENCE ON INFORMATICS (INFORMATICS 2019) | 2019年
关键词：
Logistic regression; machine learning; R language; data mining;
D O I：
10.1109/informatics47936.2019.9119322
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
The aim of this work is to make a prediction of diabetes, which included acquiring knowledge about diabetes, their habits, food income, daily activity. Processing data, producing a statistical model and implementing the model into an application. Which can predict the probability of being a diabetic, based of his lifestyle and genetic assumptions.
引用
收藏
页码：433 / 438
页数：6
相关论文
共 50 条
  • [1] A Pre-Diagnostic Approach to Alzheimer's Disease Applying Effectual Machine Learning Models
    Selvy, Tamije P.
    Anitha, M.
    Abinandhini, K.
    Anuragini, K.
    Shree, Deepthi S.
    JOURNAL OF ALGEBRAIC STATISTICS, 2022, 13 (02) : 851 - 857
  • [2] New Onset Pre-Diabetes: Clue to Pre-Diagnostic Pancreatic Cancer
    Kandlakunta, H.
    Sharma, A.
    Patlolla, S. H.
    Nagpal, S. J. Singh
    Chari, S. T.
    PANCREAS, 2018, 47 (10) : 1398 - 1398
  • [3] Pre-diagnostic aspirin use and mortality after breast cancer
    Wang, Tengteng
    Parada, Humberto
    McClain, Kathleen M.
    Bradshaw, Patrick T.
    Terry, Mary Beth
    Teitelbaum, Susan L.
    Neugut, Alfred I.
    Gammon, Marilie D.
    CANCER CAUSES & CONTROL, 2018, 29 (4-5) : 417 - 425
  • [4] Pre-diagnostic aspirin use and mortality after breast cancer
    Tengteng Wang
    Humberto Parada
    Kathleen M. McClain
    Patrick T. Bradshaw
    Mary Beth Terry
    Susan L. Teitelbaum
    Alfred I. Neugut
    Marilie D. Gammon
    Cancer Causes & Control, 2018, 29 : 417 - 425
  • [5] A quick, accurate pre-diagnostic test
    不详
    BRITISH DENTAL JOURNAL, 2024, 237 (05) : 420 - 420
  • [6] Pre-diagnostic blood biomarkers for adult glioma
    Andrews, Lily J.
    Davies, Philippa
    Herbert, Christopher
    Kurian, Kathreena M.
    FRONTIERS IN ONCOLOGY, 2023, 13
  • [7] Conduct a quick, accurate pre-diagnostic test
    不详
    BRITISH DENTAL JOURNAL, 2024, 237 (04) : 287 - 287
  • [8] A mathematical model of pre-diagnostic glioma growth
    Sturrock, Marc
    Hao, Wenrui
    Schwartzbaum, Judith
    Rempala, Grzegorz A.
    JOURNAL OF THEORETICAL BIOLOGY, 2015, 380 : 299 - 308
  • [9] The dawn of illness: importance of the pre-diagnostic phase
    Schattner, A.
    QJM-AN INTERNATIONAL JOURNAL OF MEDICINE, 2023, 116 (06) : 413 - 414
  • [10] An Iris based Lungs Pre-diagnostic System
    Hussain, Tassadaq
    Haider, Amna
    Muhammad, Abdul Malik
    Agha, Areeb
    Khan, Bilal
    Rashid, Fawad
    Raza, Muhammad Saad
    Din, Moainud
    Khan, Mehran
    Ullah, Sami
    Ahmed, Abdelmalik Taleb
    Ayguade, Eduard
    2019 2ND INTERNATIONAL CONFERENCE ON COMPUTING, MATHEMATICS AND ENGINEERING TECHNOLOGIES (ICOMET), 2019,
12345