Application of Support Vector Machine for Prediction of Medication Adherence in Heart Failure Patients
Youn-Jung Son, Hong-Gee Kim, Eung-Hee Kim, Sangsup Choi, Soo-Kyoung Lee
Healthc Inform Res. 2010;16(4):253-259. Published online 2010 Dec 31 DOI: https://doi.org/10.4258/hir.2010.16.4.253
|
Citations to this article as recorded by
Unconfined compressive strength prediction of stabilized expansive clay soil using machine learning techniques
Mahmood Ahmad, Ramez A. Al-Mansob, Ahmad Bukhari Bin Ramli, Feezan Ahmad, Beenish Jehan Khan
Multiscale and Multidisciplinary Modeling, Experiments and Design.2024; 7(1): 217. CrossRef Machine learning-based prediction of medication refill adherence among first-time insulin users with type 2 diabetes
Ya-Lin Chen, Phung-Anh Nguyen, Chia-Hui Chien, Min-Huei Hsu, Der-Ming Liou, Hsuan-Chia Yang
Diabetes Research and Clinical Practice.2024; 207: 111033. CrossRef Machine Learning for Prediction of Cardiovascular Disease and Respiratory Disease: A Review
Gaurav Parashar, Alka Chaudhary, Dilkeshwar Pandey
SN Computer Science.2024;[Epub] CrossRef An Update on the Use of Artificial Intelligence in Cardiovascular Medicine
Shiavax J. Rao, Shaikh B. Iqbal, Ameesh Isath, Hafeez Ul Hassan Virk, Zhen Wang, Benjamin S. Glicksberg, Chayakrit Krittanawong
Hearts.2024; 5(1): 91. CrossRef An innovative artificial intelligence-based method to compress complex models into explainable, model-agnostic and reduced decision support systems with application to healthcare (NEAR)
Karim Kassem, Michela Sperti, Andrea Cavallo, Andrea Mario Vergani, Davide Fassino, Monica Moz, Alessandro Liscio, Riccardo Banali, Michael Dahlweid, Luciano Benetti, Francesco Bruno, Guglielmo Gallone, Ovidio De Filippo, Mario Iannaccone, Fabrizio D'Asce
Artificial Intelligence in Medicine.2024; 151: 102841. CrossRef Revolutionizing heart disease prediction with quantum-enhanced machine learning
S. Venkatesh Babu, P. Ramya, Jeffin Gracewell
Scientific Reports.2024;[Epub] CrossRef iCardo 3.0: ECG-Based Prediction of Conduction Disturbances Using Demographic Features
Nidhi Sinha, Amit Joshi, Saraju Mohanty
SN Computer Science.2024;[Epub] CrossRef Converging Technologies for Health Prediction and Intrusion Detection in Internet of Healthcare Things With Matrix- Valued Neural Coordinated Federated Intelligence
Sarah A. Alzakari, Arindam Sarkar, Mohammad Zubair Khan, Amel Ali Alhussan
IEEE Access.2024; 12: 99469. CrossRef Challenges and Possible Solutions to Direct-Acting Oral Anticoagulants (DOACs) Dosing in Patients with Extreme Bodyweight and Renal Impairment
Ezekwesiri Michael Nwanosike, Wendy Sunter, Hamid A. Merchant, Barbara R. Conway, Muhammad Ayub Ansari, Syed Shahzad Hasan
American Journal of Cardiovascular Drugs.2023; 23(1): 9. CrossRef Machine learning approaches to medication adherence amongst NCD patients: A systematic literature review
Wellington Kanyongo, Absalom E. Ezugwu
Informatics in Medicine Unlocked.2023; 38: 101210. CrossRef Feature selection and importance of predictors of non-communicable diseases medication adherence from machine learning research perspectives
Wellington Kanyongo, Absalom E. Ezugwu
Informatics in Medicine Unlocked.2023; 38: 101232. CrossRef The most suitable mode decomposition technique for machine learning in meteorological time series prediction
Pravat Rabi Naskar, Somnath Naskar
Journal of Earth System Science.2023;[Epub] CrossRef Distance Metric Optimization-Driven Neural Network Learning Framework for Pattern Classification
Yimeng Jiang, Guolin Yu, Jun Ma
Axioms.2023; 12(8): 765. CrossRef Classification of patients with chronic disease by activation level using machine learning methods
Onur Demiray, Evrim D. Gunes, Ercan Kulak, Emrah Dogan, Seyma Gorcin Karaketir, Serap Cifcili, Mehmet Akman, Sibel Sakarya
Health Care Management Science.2023; 26(4): 626. CrossRef Expanding impact of mobile health programs: SAHELI for maternal and child care
Shresth Verma, Gargi Singh, Aditya Mate, Paritosh Verma, Sruthi Gorantla, Neha Madhiwalla, Aparna Hegde, Divy Thakkar, Manish Jain, Milind Tambe, Aparna Taneja
AI Magazine.2023; 44(4): 363. CrossRef Psychosocial characteristics are associated with adherence to dietary, drugs and physical activity recommendations amongst cardiovascular disease patients in Lebanon
Melodie Al Daccache, Laila Al-Shaar, Abla Mehio Sibai, Hussain Ismaeel, Kamal Badr, Lara Nasreddine, Mohammad Hossein Ebrahimi
PLOS ONE.2023; 18(10): e0287844. CrossRef Cohort profile: a large EHR-based cohort with linked pharmacy refill and neighbourhood social determinants of health data to assess heart failure medication adherence
Samrachana Adhikari, Amrita Mukhyopadhyay, Samuel Kolzoff, Xiyue Li, Talia Nadel, Cassidy Fitchett, Rumi Chunara, John Dodson, Ian Kronish, Saul B Blecker
BMJ Open.2023; 13(12): e076812. CrossRef Leveraging big data analytics in healthcare enhancement: trends, challenges and opportunities
Arshia Rehman, Saeeda Naz, Imran Razzak
Multimedia Systems.2022; 28(4): 1339. CrossRef A survey on artificial intelligence techniques for chronic diseases: open issues and challenges
Keyur Patel, Chinmay Mistry, Dev Mehta, Urvish Thakker, Sudeep Tanwar, Rajesh Gupta, Neeraj Kumar
Artificial Intelligence Review.2022; 55(5): 3747. CrossRef Machine learning applications in healthcare sector: An overview
Virendra Kumar Verma, Savita Verma
Materials Today: Proceedings.2022; 57: 2144. CrossRef Primary Factors Influencing the Decision to Vaccinate against COVID-19 in the United States: A Pre-Vaccine Analysis
Serkan Varol, Serkan Catma, Diana Reindl, Elizabeth Serieux
International Journal of Environmental Research and Public Health.2022; 19(3): 1026. CrossRef Recent Applications of Artificial Intelligence in the Detection of Gastrointestinal, Hepatic and Pancreatic Diseases
Rajnish Kumar, Farhat Ullah Khan, Anju Sharma, Izzatdin B.A. Aziz, Nitesh Kumar Poddar
Current Medicinal Chemistry.2022; 29(1): 66. CrossRef AX-Unet: A Deep Learning Framework for Image Segmentation to Assist Pancreatic Tumor Diagnosis
Minqiang Yang, Yuhong Zhang, Haoning Chen, Wei Wang, Haixu Ni, Xinlong Chen, Zhuoheng Li, Chengsheng Mao
Frontiers in Oncology.2022;[Epub] CrossRef Artificial Intelligence in Cardiovascular Medicine: Current Insights and Future Prospects
Ikram U Haq, Karanjot Chhatwal, Krishna Sanaka, Bo Xu
Vascular Health and Risk Management.2022; Volume 18: 517. CrossRef R-GEFS: Condorcet Rank Aggregation with Graph Theoretic Ensemble Feature Selection Algorithm for Classification
Rubul Kumar Bania
International Journal of Pattern Recognition and Artificial Intelligence.2022;[Epub] CrossRef The Significance of Software Engineering to Forecast the Public Health Issues: A Case of Saudi Arabia
Haneen Hassan Al-Ahmadi
Frontiers in Public Health.2022;[Epub] CrossRef Adherence with cardiovascular medications and the outcomes in patients with coronary arterial disease: “Real‐world” evidence
Chen Chen, Xiaoqing Li, Yuhao Su, Zhigang You, Rong Wan, Kui Hong
Clinical Cardiology.2022; 45(12): 1220. CrossRef A secure healthcare 5.0 system based on blockchain technology entangled with federated learning technique
Abdur Rehman, Sagheer Abbas, M.A. Khan, Taher M. Ghazal, Khan Muhammad Adnan, Amir Mosavi
Computers in Biology and Medicine.2022; 150: 106019. CrossRef Machine learning in clinical diagnosis, prognostication, and management of acute traumatic spinal cord injury (SCI): A systematic review
Nicholas Dietz, Vaitheesh Jaganathan, Victoria Alkin, Jersey Mettille, Maxwell Boakye, Doniel Drazin
Journal of Clinical Orthopaedics and Trauma.2022; 35: 102046. CrossRef Delirium detection using GAMMA wave and machine learning: A pilot study
Malissa Mulkey, Thomas Albanese, Sunghan Kim, Huyanting Huang, Baijain Yang
Research in Nursing & Health.2022; 45(6): 652. CrossRef XAI Framework for Cardiovascular Disease Prediction Using Classification Techniques
Pratiyush Guleria, Parvathaneni Naga Srinivasu, Shakeel Ahmed, Naif Almusallam, Fawaz Khaled Alarfaj
Electronics.2022; 11(24): 4086. CrossRef Using Recurrent Neural Networks for Predicting Type-2 Diabetes from Genomic and Tabular Data
Parvathaneni Naga Srinivasu, Jana Shafi, T Balamurali Krishna, Canavoy Narahari Sujatha, S Phani Praveen, Muhammad Fazal Ijaz
Diagnostics.2022; 12(12): 3067. CrossRef Random forest machine learning algorithm predicts virologic outcomes among HIV infected adults in Lausanne, Switzerland using electronically monitored combined antiretroviral treatment adherence
Susan Kamal, John Urata, Matthias Cavassini, Honghu Liu, Roger Kouyos, Olivier Bugnon, Wei Wang, Marie-Paule Schneider
AIDS Care.2021; 33(4): 530. CrossRef RETRACTED ARTICLE: Multi-disease prediction model using improved SVM-radial bias technique in healthcare monitoring system
Karthikeyan Harimoorthy, Menakadevi Thangavelu
Journal of Ambient Intelligence and Humanized Computing.2021; 12(3): 3715. CrossRef Application of machine-learning techniques in classification of HIV medical care status for people living with HIV in South Carolina
Bankole Olatosi, Xiaowen Sun, Shujie Chen, Jiajia Zhang, Chen Liang, Sharon Weissman, Xiaoming Li
AIDS.2021; 35(Supplement): S19. CrossRef Building a Cardiovascular Disease Prediction Model for Smartwatch Users Using Machine Learning: Based on the Korea National Health and Nutrition Examination Survey
Min-Jeong Kim
Biosensors.2021; 11(7): 228. CrossRef Data mining in clinical big data: the frequently used databases, steps, and methodological models
Wen-Tao Wu, Yuan-Jie Li, Ao-Zi Feng, Li Li, Tao Huang, An-Ding Xu, Jun Lyu
Military Medical Research.2021;[Epub] CrossRef Machine Learning and Medication Adherence: Scoping Review
Aaron Bohlmann, Javed Mostafa, Manish Kumar
JMIRx Med.2021; 2(4): e26993. CrossRef A Blockchain‐Based Federated Learning Method for Smart Healthcare
Yuxia Chang, Chen Fang, Wenzhuo Sun, Ahmed A. Abd El-Latif
Computational Intelligence and Neuroscience.2021;[Epub] CrossRef Determining hypertensive patients’ beliefs towards medication and associations with medication adherence using machine learning methods
Firdaus Aziz, Sorayya Malek, Adliah Mhd Ali, Mee Sieng Wong, Mogeeb Mosleh, Pozi Milow
PeerJ.2020; 8: e8286. CrossRef Artificial intelligence, machine learning, and deep learning in women’s health nursing
Geum Hee Jeong
Korean Journal of Women Health Nursing.2020; 26(1): 5. CrossRef Weight-based multiple empirical kernel learning with neighbor discriminant constraint for heart failure mortality prediction
Zhe Wang, Bolu Wang, Yangming Zhou, Dongdong Li, Yichao Yin
Journal of Biomedical Informatics.2020; 101: 103340. CrossRef Importance of coding co-morbidities for APR-DRG assignment: Focus on cardiovascular and respiratory diseases
Julio Souza, João Vasco Santos, Veronica Bolon Canedo, Amparo Betanzos, Domingos Alves, Alberto Freitas
Health Information Management Journal.2020; 49(1): 47. CrossRef Applying Machine Learning Models to Predict Medication Nonadherence in Crohn’s Disease Maintenance Therapy Lei Wang, Rong Fan, Chen Zhang, Liwen Hong, Tianyu Zhang, Ying Chen, Kai Liu, Zhengting Wang, Jie Zhong
Patient Preference and Adherence.2020; Volume 14: 917. CrossRef Recognition of Foot-Ankle Movement Patterns in Long-Distance Runners With Different Experience Levels Using Support Vector Machines
Eneida Yuri Suda, Ricky Watari, Alessandra Bento Matias, Isabel C. N. Sacco
Frontiers in Bioengineering and Biotechnology.2020;[Epub] CrossRef Applications of machine learning in acute care research
Ikechukwu Ohu, Paul Kummannoor Benny, Steven Rodrigues, Jestin N. Carlson
Journal of the American College of Emergency Physicians Open.2020; 1(5): 766. CrossRef Deep Learning approach for predicting the therapeutic usage of Jamu
S H Wijaya, M Saumnuari, A K Nasution, D A Ramadhan, L S Hasibuan
Journal of Physics: Conference Series.2020; 1566(1): 012052. CrossRef An artificial neural network approach for predicting hypertension using NHANES data
Fernando López-Martínez, Edward Rolando Núñez-Valdez, Rubén González Crespo, Vicente García-Díaz
Scientific Reports.2020;[Epub] CrossRef Predicting adjuvant endocrine therapy initiation and adherence among older women with early-stage breast cancer
Max O. Meneveau, Jessica Keim-Malpass, T. Fabian Camacho, Roger T. Anderson, Shayna L. Showalter
Breast Cancer Research and Treatment.2020; 184(3): 805. CrossRef Time series prediction of under-five mortality rates for Nigeria: comparative analysis of artificial neural networks, Holt-Winters exponential smoothing and autoregressive integrated moving average models
Daniel Adedayo Adeyinka, Nazeem Muhajarine
BMC Medical Research Methodology.2020;[Epub] CrossRef Acceleration Signal Categorization Using Support Vector Machines
B. T. Davis, J. M. Caicedo, V. A. Hirth, B. M. Easterling
Experimental Techniques.2019; 43(3): 359. CrossRef A Support Vector Machine Based Approach for Predicting the Risk of Freshwater Disease Emergence in England
Hossein Hassani, Emmanuel S. Silva, Marine Combe, Demetra Andreou, Mansi Ghodsi, Mohammad Reza Yeganegi, Rodolphe E. Gozlan
Stats.2019; 2(1): 89. CrossRef Disease Prediction by Machine Learning from Healthcare Communities
Saiesh Jadhav, Rohan Kasar, Nagraj Lade, Megha Patil, Shital Kolte
International Journal of Scientific Research in Science and Technology.2019; : 29. CrossRef Modeling Research Topics for Artificial Intelligence Applications in Medicine: Latent Dirichlet Allocation Application Study
Bach Xuan Tran, Son Nghiem, Oz Sahin, Tuan Manh Vu, Giang Hai Ha, Giang Thu Vu, Hai Quang Pham, Hoa Thi Do, Carl A Latkin, Wilson Tam, Cyrus S H Ho, Roger C M Ho
Journal of Medical Internet Research.2019; 21(11): e15511. CrossRef Real-time monitoring radiofrequency ablation using tree-based ensemble learning models
Emre Besler, Y. Curtis Wang, Terence C. Chan, Alan V. Sahakian
International Journal of Hyperthermia.2019; 36(1): 427. CrossRef HEARTEN KMS – A knowledge management system targeting the management of patients with heart failure
Evanthia E. Tripoliti, Georgia S. Karanasiou, Fanis G. Kalatzis, Aris Bechlioulis, Yorgos Goletsis, Katerina Naka, Dimitrios I. Fotiadis
Journal of Biomedical Informatics.2019; 94: 103203. CrossRef Algorithms for Automatic Analysis and Classification of Heart Sounds–A Systematic Review
Amit Krishna Dwivedi, Syed Anas Imtiaz, Esther Rodriguez-Villegas
IEEE Access.2019; 7: 8316. CrossRef A pilot study using machine learning methods about factors influencing prognosis of dental implants
Seung-Ryong Ha, Hyun Sung Park, Eung-Hee Kim, Hong-Ki Kim, Jin-Yong Yang, Junyoung Heo, In-Sung Luke Yeo
The Journal of Advanced Prosthodontics.2018; 10(6): 395. CrossRef Predicting Treatment Response to Intra-arterial Therapies for Hepatocellular Carcinoma with the Use of Supervised Machine Learning—An Artificial Intelligence Concept
Aaron Abajian, Nikitha Murali, Lynn Jeanette Savic, Fabian Max Laage-Gaupp, Nariman Nezami, James S. Duncan, Todd Schlachter, MingDe Lin, Jean-François Geschwind, Julius Chapiro
Journal of Vascular and Interventional Radiology.2018; 29(6): 850. CrossRef A support vector machine-based ensemble algorithm for breast cancer diagnosis
Haifeng Wang, Bichen Zheng, Sang Won Yoon, Hoo Sang Ko
European Journal of Operational Research.2018; 267(2): 687. CrossRef Federated learning of predictive models from federated Electronic Health Records
Theodora S. Brisimi, Ruidi Chen, Theofanie Mela, Alex Olshevsky, Ioannis Ch. Paschalidis, Wei Shi
International Journal of Medical Informatics.2018; 112: 59. CrossRef Machine learning in heart failure
Saqib Ejaz Awan, Ferdous Sohel, Frank Mario Sanfilippo, Mohammed Bennamoun, Girish Dwivedi
Current Opinion in Cardiology.2018; 33(2): 190. CrossRef Hierarchical Genetic Algorithm and Fuzzy Radial Basis Function Networks for Factors Influencing Hospital Length of Stay Outliers
Ahmed Belderrar, Abdeldjebar Hazzab
Healthcare Informatics Research.2017; 23(3): 226. CrossRef Systematic Review of Data Mining Applications in Patient-Centered Mobile-Based Information Systems
Mina Fallah, Sharareh R. Niakan Kalhori
Healthcare Informatics Research.2017; 23(4): 262. CrossRef Using predictive analytics and big data to optimize pharmaceutical outcomes
Inmaculada Hernandez, Yuting Zhang
American Journal of Health-System Pharmacy.2017; 74(18): 1494. CrossRef Big data analytics in bioinformatics: architectures, techniques, tools and issues
Hirak Kashyap, Hasin Afzal Ahmed, Nazrul Hoque, Swarup Roy, Dhruba Kumar Bhattacharyya
Network Modeling Analysis in Health Informatics and Bioinformatics.2016;[Epub] CrossRef Predicting adherence of patients with HF through machine learning techniques
Georgia Spiridon Karanasiou, Evanthia Eleftherios Tripoliti, Theofilos Grigorios Papadopoulos, Fanis Georgios Kalatzis, Yorgos Goletsis, Katerina Kyriakos Naka, Aris Bechlioulis, Abdelhamid Errachid, Dimitrios Ioannis Fotiadis
Healthcare Technology Letters.2016; 3(3): 165. CrossRef Analysis of heart rate variability as a predictor of mortality in cardiovascular patients of intensive care unit
Mohammad Karimi Moridani, Seyed Kamaledin Setarehdan, Ali Motie Nasrabadi, Esmaeil Hajinasrollah
Biocybernetics and Biomedical Engineering.2015; 35(4): 217. CrossRef Non-adherence to cardiovascular medications
K. Kolandaivelu, B. B. Leiden, P. T. O'Gara, D. L. Bhatt
European Heart Journal.2014; 35(46): 3267. CrossRef A systematic review of predictive modeling for bronchiolitis
Gang Luo, Flory L. Nkoy, Per H. Gesteland, Tiffany S. Glasgow, Bryan L. Stone
International Journal of Medical Informatics.2014; 83(10): 691. CrossRef Integrative analysis reveals disease-associated genes and biomarkers for prostate cancer progression
Yin Li, Wanwipa Vongsangnak, Luonan Chen, Bairong Shen
BMC Medical Genomics.2014;[Epub] CrossRef Predictors of Medication Adherence in Elderly Patients with Chronic Diseases Using Support Vector Machine Models
Soo Kyoung Lee, Bo-Yeong Kang, Hong-Gee Kim, Youn-Jung Son
Healthcare Informatics Research.2013; 19(1): 33. CrossRef Real-Data Comparison of Data Mining Methods in Prediction of Diabetes in Iran
Lily Tapak, Hossein Mahjub, Omid Hamidi, Jalal Poorolajal
Healthcare Informatics Research.2013; 19(3): 177. CrossRef Use of Data Mining Techniques to Determine and Predict Length of Stay of Cardiac Patients
Peyman Rezaei Hachesu, Maryam Ahmadi, Somayyeh Alizadeh, Farahnaz Sadoughi
Healthcare Informatics Research.2013; 19(2): 121. CrossRef
|