Real-Data Comparison of Data Mining Methods in Prediction of Diabetes in Iran
Lily Tapak, Hossein Mahjub, Omid Hamidi, Jalal Poorolajal
Healthc Inform Res. 2013;19(3):177-185.   Published online 2013 Sep 30     DOI: https://doi.org/10.4258/hir.2013.19.3.177
Citations to this article as recorded by Crossref logo
Machine Learning Based Diabetes Detection Model for False Negative Reduction
Md. Ashraf Uddin, Md. Manowarul Islam, Md. Alamin Talukder, Md. Al Amin Hossain, Arnisha Akhter, Sunil Aryal, Maisha Muntaha
Biomedical Materials & Devices.2024; 2(1): 427.     CrossRef
A Review on Electronic Health Record Text-Mining for Biomedical Name Entity Recognition in Healthcare Domain
Pir Noman Ahmad, Adnan Muhammad Shah, KangYoon Lee
Healthcare.2023; 11(9): 1268.     CrossRef
Artificial intelligence in diabetes management: Advancements, opportunities, and challenges
Zhouyu Guan, Huating Li, Ruhan Liu, Chun Cai, Yuexing Liu, Jiajia Li, Xiangning Wang, Shan Huang, Liang Wu, Dan Liu, Shujie Yu, Zheyuan Wang, Jia Shu, Xuhong Hou, Xiaokang Yang, Weiping Jia, Bin Sheng
Cell Reports Medicine.2023; 4(10): 101213.     CrossRef
Prediction of new prescription requirements for diabetes patients using big data technologies
Batuhan Bakırarar, Cemil Yüksel, Yasemin Yavuz
Journal of Health Research.2022; 36(2): 334.     CrossRef
Smart archiving of energy and petroleum projects utilizing big data analytics
Mahmoud ElZahed, Mohamed Marzouk
Automation in Construction.2022; 133: 104005.     CrossRef
Machine Learning based Early Prediction of Type 2 Diabetes: A New Hybrid Feature Selection Approach using Correlation Matrix with Heatmap and SFS
Selim BUYRUKOĞLU, Ayhan AKBAŞ
Balkan Journal of Electrical and Computer Engineering.2022; 10(2): 110.     CrossRef
Analysis of risk factors associated with acute respiratory infections among under-five children in Uganda
Yassin Nshimiyimana, Yingchun Zhou
BMC Public Health.2022;[Epub]     CrossRef
Hypertension: Constraining the Expression of ACE-II by Adopting Optimal Macronutrients Diet Predicted via Support Vector Machine
Mohammad Farhan Khan, Gazal Kalyan, Sohom Chakrabarty, M. Mursaleen
Nutrients.2022; 14(14): 2794.     CrossRef
Hyperglycemia screening based on survey data: an international instrument based on WHO STEPs dataset
Pooyan Moradifar, Hossein Amini, Mohammad Meskarpour Amiri
BMC Endocrine Disorders.2022;[Epub]     CrossRef
Forecast and early warning of hand, foot, and mouth disease based on meteorological factors: Evidence from a multicity study of 11 meteorological geographical divisions in mainland China
Qi Gao, Zhidong Liu, Jianjun Xiang, Michael Tong, Ying Zhang, Shuzi Wang, Yiwen Zhang, Liang Lu, Baofa Jiang, Peng Bi
Environmental Research.2021; 192: 110301.     CrossRef
Coronary artery disease detection using artificial intelligence techniques: A survey of trends, geographical differences and diagnostic features 1991–2020
Roohallah Alizadehsani, Abbas Khosravi, Mohamad Roshanzamir, Moloud Abdar, Nizal Sarrafzadegan, Davood Shafie, Fahime Khozeimeh, Afshin Shoeibi, Saeid Nahavandi, Maryam Panahiazar, Andrew Bishara, Ramin E. Beygui, Rishi Puri, Samir Kapadia, Ru-San Tan, U
Computers in Biology and Medicine.2021; 128: 104095.     CrossRef
Detection and Prediction of Diabetes Using Data Mining: A Comprehensive Review
Farrukh Aslam Khan, Khan Zeb, Mabrook Al-Rakhami, Abdelouahid Derhab, Syed Ahmad Chan Bukhari
IEEE Access.2021; 9: 43711.     CrossRef
Artificial intelligence and diabetes technology: A review
Thibault Gautier, Leah B. Ziegler, Matthew S. Gerber, Enrique Campos-Náñez, Stephen D. Patek
Metabolism.2021; 124: 154872.     CrossRef
Using machine learning methods to predict hepatic encephalopathy in cirrhotic patients with unbalanced data
Hong Yang, Xinxin Li, Hongyan Cao, Yuehua Cui, Yanhong Luo, Jinchun Liu, Yanbo Zhang
Computer Methods and Programs in Biomedicine.2021; 211: 106420.     CrossRef
Comparison of machine learning algorithms applied to symptoms to determine infectious causes of death in children: national survey of 18,000 verbal autopsies in the Million Death Study in India
Susan Idicula-Thomas, Ulka Gawde, Prabhat Jha
BMC Public Health.2021;[Epub]     CrossRef
Use of Data Mining in the prediction of risk factors of Type 2 diabetes mellitus in Gulf countries
W. Boutayeb, M. Badaoui, H. Al Ali, A. Boutayeb, M. Lamlili
Mathematical Modeling and Computing.2021; 8(4): 638.     CrossRef
Targeting Prospective Customers: Robustness of Machine-Learning Methods to Typical Data Challenges
Duncan Simester, Artem Timoshenko, Spyros I. Zoumpoulis
Management Science.2020; 66(6): 2495.     CrossRef
Predicting congenital heart disease using machine learning techniques
Samta Rani, Sarfaraz Masood
Journal of Discrete Mathematical Sciences and Cryptography.2020; 23(1): 293.     CrossRef
Forecasting the monthly incidence rate of brucellosis in west of Iran using time series and data mining from 2010 to 2019
Hadi Bagheri, Leili Tapak, Manoochehr Karami, Zahra Hosseinkhani, Hamidreza Najari, Safdar Karimi, Zahra Cheraghi, Esteban Tlelo-Cuautle
PLOS ONE.2020; 15(5): e0232910.     CrossRef
Prediction of Serum Creatinine in Hemodialysis Patients Using a Kernel Approach for Longitudinal Data
Mohammad Moqaddasi Amiri, Leili Tapak, Javad Faradmal, Javad Hosseini, Ghodratollah Roshanaei
Healthcare Informatics Research.2020; 26(2): 112.     CrossRef
Machine Learning Strategy for Gut Microbiome-Based Diagnostic Screening of Cardiovascular Disease
Sachin Aryal, Ahmad Alimadadi, Ishan Manandhar, Bina Joe, Xi Cheng
Hypertension.2020; 76(5): 1555.     CrossRef
Fisher’s Linear Discriminant Function Analysis and its Potential Utility as a Tool for the Assessment of Health-and-Wellness Programs in Indigenous Communities
Eric N. Liberda, Aleksandra M. Zuk, Ian D. Martin, Leonard J. S. Tsuji
International Journal of Environmental Research and Public Health.2020; 17(21): 7894.     CrossRef
Prediction of survival and metastasis in breast cancer patients using machine learning classifiers
Leili Tapak, Nasrin Shirmohammadi-Khorram, Payam Amini, Behnaz Alafchi, Omid Hamidi, Jalal Poorolajal
Clinical Epidemiology and Global Health.2019; 7(3): 293.     CrossRef
Climatic and atmospheric indices teleconnection impact on the characteristics of frost season in western Iran
Zohreh Maryanaji, Leili Tapak, Omid Hamidi
Journal of Water and Climate Change.2019; 10(2): 391.     CrossRef
Machine learning-based coronary artery disease diagnosis: A comprehensive review
Roohallah Alizadehsani, Moloud Abdar, Mohamad Roshanzamir, Abbas Khosravi, Parham M. Kebria, Fahime Khozeimeh, Saeid Nahavandi, Nizal Sarrafzadegan, U. Rajendra Acharya
Computers in Biology and Medicine.2019; 111: 103346.     CrossRef
Application of data mining techniques and logistic regression to model drug use transition to injection: a case study in drug use treatment centers in Kermanshah Province, Iran
Somayeh Najafi-Ghobadi, Khadijeh Najafi-Ghobadi, Lily Tapak, Abbas Aghaei
Substance Abuse Treatment, Prevention, and Policy.2019;[Epub]     CrossRef
Application of Data Mining for the Prediction of Mortality and Occurrence of Complications for Gastric Cancer Patients
Cristiana Neto, Maria Brito, Vítor Lopes, Hugo Peixoto, António Abelha, José Machado
Entropy.2019; 21(12): 1163.     CrossRef
Comparing different supervised machine learning algorithms for disease prediction
Shahadat Uddin, Arif Khan, Md Ekramul Hossain, Mohammad Ali Moni
BMC Medical Informatics and Decision Making.2019;[Epub]     CrossRef
Current Techniques for Diabetes Prediction: Review and Case Study
Larabi-Marie-Sainte, Aburahmah, Almohaini, Saba
Applied Sciences.2019; 9(21): 4604.     CrossRef
Comparative evaluation of time series models for predicting influenza outbreaks: application of influenza-like illness data from sentinel sites of healthcare centers in Iran
Leili Tapak, Omid Hamidi, Mohsen Fathian, Manoochehr Karami
BMC Research Notes.2019;[Epub]     CrossRef
A Systematic Review on Healthcare Analytics: Application and Theoretical Perspective of Data Mining
Md Islam, Md Hasan, Xiaoyi Wang, Hayley Germack, Md Noor-E-Alam
Healthcare.2018; 6(2): 54.     CrossRef
Prediction of Kidney Graft Rejection Using Artificial Neural Network
Leili Tapak, Omid Hamidi, Payam Amini, Jalal Poorolajal
Healthcare Informatics Research.2017; 23(4): 277.     CrossRef
Machine Learning and Data Mining Methods in Diabetes Research
Ioannis Kavakiotis, Olga Tsave, Athanasios Salifoglou, Nicos Maglaveras, Ioannis Vlahavas, Ioanna Chouvarda
Computational and Structural Biotechnology Journal.2017; 15: 104.     CrossRef
Data Mining Approach to Identify Disease Cohorts from Primary Care Electronic Medical Records: A Case of Diabetes Mellitus
Ebenezer S. Owusu Adjah, Olga Montvida, Julius Agbeve, Sanjoy K. Paul
The Open Bioinformatics Journal.2017; 10(1): 16.     CrossRef
An Intelligible Risk Stratification Model Based on Pairwise and Size Constrained Kmeans
Longfei Han, Senlin Luo, Huaiqing Wang, Limin Pan, Xincheng Ma, Tiemei Zhang
IEEE Journal of Biomedical and Health Informatics.2017; 21(5): 1288.     CrossRef
Predicting congenital heart defects: A comparison of three data mining methods
Yanhong Luo, Zhi Li, Husheng Guo, Hongyan Cao, Chunying Song, Xingping Guo, Yanbo Zhang, Yudong Zhang
PLOS ONE.2017; 12(5): e0177811.     CrossRef
HMV: A medical decision support framework using multi-layer classifiers for disease prediction
Saba Bashir, Usman Qamar, Farhan Hassan Khan, Lubna Naseem
Journal of Computational Science.2016; 13: 10.     CrossRef
IntelliHealth: A medical decision support application using a novel weighted multi-layer classifier ensemble framework
Saba Bashir, Usman Qamar, Farhan Hassan Khan
Journal of Biomedical Informatics.2016; 59: 185.     CrossRef
Rule Extraction From Support Vector Machines Using Ensemble Learning Approach: An Application for Diagnosis of Diabetes
Longfei Han, Senlin Luo, Jianmin Yu, Limin Pan, Songjing Chen
IEEE Journal of Biomedical and Health Informatics.2015; 19(2): 728.     CrossRef
Performance Analysis of Classifier Models to Predict Diabetes Mellitus
J. Pradeep Kandhasamy, S. Balamurali
Procedia Computer Science.2015; 47: 45.     CrossRef