Classification of Elderly Group with Hypertension for Preventing Cardiovascular Disease Complication

被引:0
|
作者
He, ChuanHui [1 ]
Chaising, Supansa [1 ]
Temdee, Punnarumol [2 ]
机构
[1] Mae Fah Luang Univ, Sch Informat Technol, Chiang Rai, Thailand
[2] Mae Fah Luang Univ, Sch Informat Technol, Comp & Commun Engn Capac Bldg Res Unit, Chiang Rai, Thailand
来源
2019 22ND INTERNATIONAL SYMPOSIUM ON WIRELESS PERSONAL MULTIMEDIA COMMUNICATIONS (WPMC) | 2019年
关键词
Classification; Elderly group; Cardiovascular Disease; Hypertension; Decision Tree; Artificial Neuron Network; K-Nearest Neighbors;
D O I
10.1109/wpmc48795.2019.9096081
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Nowadays, the amount of elderly people in the world population is increasing dramatically, so their health problem is the main concern. Cardiovascular Disease (CVD) is one of the major health problems for elderly people. Especially, hypertension is the main risk factor causing CVD. Consequently, recognizing the ability to control hypertension is very important for providing appropriate treatment recommendations. Therefore, this paper proposes a classification of an elderly group respecting the controllability of hypertension for preventing CVD complications. Decision tree, artificial neuron network, and K-nearest neighbors are employed and compared for classifying elderly group. Moreover, this paper also aims to find the most suitable classifier for the datasets used in this study. Total cholesterol, low-density lipoprotein cholesterol, high-density lipoprotein cholesterol, body mass index, and smoking are considered in this paper as the significant risk factors of hypertension development. All data of these factors are collected from secondary data related to elderly people having hypertension with the number of 748 datasets. Finally, the elderly people are classified into two groups including potential controllable group and potential uncontrollable group. The results show that the decision tree provides the highest accuracy of classification for this dataset with 99.11%.
引用
收藏
页数:5
相关论文
共 50 条
  • [41] Emerging approaches in preventing cardiovascular disease
    Lonn, EM
    Yusuf, S
    WESTERN JOURNAL OF MEDICINE, 1999, 171 (04): : 247 - 252
  • [42] Fuzzy Near Compactness Based Personalized Recommendation for Preventing Patients with Type 2 Diabetes Mellitus and Hypertension from Cardiovascular Complication
    Napa Rachata
    Worasak Rueangsirarak
    Chayapol Kamyod
    Punnarumol Temdee
    Wireless Personal Communications, 2020, 115 : 3073 - 3097
  • [43] Mobile-Based Self-Monitoring for Preventing Patients with Type 2 Diabetes Mellitus and Hypertension from Cardiovascular Complication
    Napa Rachata
    Punnarumol Temdee
    Wireless Personal Communications, 2021, 117 : 151 - 175
  • [44] Fuzzy Near Compactness Based Personalized Recommendation for Preventing Patients with Type 2 Diabetes Mellitus and Hypertension from Cardiovascular Complication
    Rachata, Napa
    Rueangsirarak, Worasak
    Kamyod, Chayapol
    Temdee, Punnarumol
    WIRELESS PERSONAL COMMUNICATIONS, 2020, 115 (04) : 3073 - 3097
  • [45] Mobile-Based Self-Monitoring for Preventing Patients with Type 2 Diabetes Mellitus and Hypertension from Cardiovascular Complication
    Rachata, Napa
    Temdee, Punnarumol
    WIRELESS PERSONAL COMMUNICATIONS, 2021, 117 (01) : 151 - 175
  • [46] Cardiovascular surgery complication and the benefits of pulmonary rehabilitation in preventing COPD exacerbation
    Stanciu, Ionut
    Libu, Cristiana
    Docu Axelerad, Any
    Apetrei Corduneanu, Otilia
    Dantes, Elena
    BALNEO RESEARCH JOURNAL, 2020, 11 (01) : 45 - 49
  • [47] PARENTAL DEATH FROM CARDIOVASCULAR-DISEASE AND DIETARY HABITS IN AN ELDERLY GROUP
    ORTEGA, RM
    ANDRES, P
    AZUELA, M
    ENCINASSOTILLOS, A
    GASPAR, MJ
    BRITISH JOURNAL OF NUTRITION, 1994, 71 (02) : 259 - 270
  • [48] Disease burden of cardiovascular disease in the elderly
    Kelly, DT
    CORONARY ARTERY DISEASE, 1997, 8 (10) : 667 - 669
  • [49] Impact of diverticular inflammation and complication assessment classification on the burden of medical therapies in preventing diverticular disease complications in Italy
    Tursi, Antonio
    Elisei, Walter
    Picchio, Marcello
    Nasi, Gabriella
    Mastromatteo, Angela Maria
    Di Mario, Francesco
    Di Rosa, Enrico
    Brandimarte, Maria Alessandra
    Brandimarte, Giovanni
    ANNALS OF TRANSLATIONAL MEDICINE, 2017, 5 (16)
  • [50] No Increased Risk of Cardiovascular Events with Dapagliflozin in Elderly Patients with Type 2 Diabetes Mellitus, Cardiovascular Disease, and Hypertension
    Gause-Nilsson, Ingrid Ami
    Sonesson, Christian
    Johansson, Peter A.
    Sugg, Jennifer E.
    Johnsson, Eva
    DIABETES, 2015, 64 : A4 - A4