What Is Machine Learning, Artificial Neural Networks and Deep Learning?-Examples of Practical Applications in Medicine

被引:121
作者
Kufel, Jakub [1 ]
Bargiel-Laczek, Katarzyna [2 ]
Kocot, Szymon [3 ]
Kozlik, Maciej [4 ]
Bartnikowska, Wiktoria [2 ]
Janik, Michal [5 ]
Czogalik, Lukasz [5 ]
Dudek, Piotr [5 ]
Magiera, Mikolaj [5 ]
Lis, Anna [6 ]
Paszkiewicz, Iga [5 ]
Nawrat, Zbigniew [1 ]
Cebula, Maciej [7 ]
Gruszczynska, Katarzyna [8 ]
机构
[1] Med Univ Silesia, Fac Med Sci Zabrze, Dept Biophys, PL-41808 Zabrze, Poland
[2] Med Univ Silesia, Fac Med Sci Katowice, Dept Radiol & Nucl Med, Paediat Radiol Students Sci Assoc,Div Diagnost Ima, PL-40752 Katowice, Poland
[3] Bright CodersFactory, Technologiczna 2, PL-45839 Opole, Poland
[4] Med Univ Silesia, Div Cardiol & Struct Heart Dis, PL-40635 Katowice, Poland
[5] Med Univ Silesia, Fac Med Sci Zabrze, Student Sci Assoc, Dept Biophys, Jordana 19, PL-41808 Zabrze, Poland
[6] Med Univ Silesia, Fac Med Sci Katowice, Cardiol Students Sci Assoc, Department Cardiol 3, PL-40635 Katowice, Poland
[7] Individual Specialist Med Practice Maciej Cebula, PL-40754 Katowice, Poland
[8] Med Univ Silesia, Sch Med Katowice, Dept Radiodiagnost Invas Radiol & Nucl Med, Dept Radiol & Nucl Med, Medykow 14, PL-40752 Katowice, Poland
关键词
AI; artificial intelligence; medicine; AI in medicine; HEALTH-CARE; INTELLIGENCE; PREDICTION; SVM;
D O I
10.3390/diagnostics13152582
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Machine learning (ML), artificial neural networks (ANNs), and deep learning (DL) are all topics that fall under the heading of artificial intelligence (AI) and have gained popularity in recent years. ML involves the application of algorithms to automate decision-making processes using models that have not been manually programmed but have been trained on data. ANNs that are a part of ML aim to simulate the structure and function of the human brain. DL, on the other hand, uses multiple layers of interconnected neurons. This enables the processing and analysis of large and complex databases. In medicine, these techniques are being introduced to improve the speed and efficiency of disease diagnosis and treatment. Each of the AI techniques presented in the paper is supported with an example of a possible medical application. Given the rapid development of technology, the use of AI in medicine shows promising results in the context of patient care. It is particularly important to keep a close eye on this issue and conduct further research in order to fully explore the potential of ML, ANNs, and DL, and bring further applications into clinical use in the future.
引用
收藏
页数:22
相关论文
共 50 条
[41]   Artificial intelligence (and related topics, e.g., machine learning, deep learning, Artificial Neural Networks or ANNs) as applied to the teaching and to the practice of analytical spectrochemistry [J].
Tat, Celine ;
Karanassios, Vassili .
NEXT-GENERATION SPECTROSCOPIC TECHNOLOGIES XVI, 2024, 13026
[42]   Artificial intelligence, machine learning, and deep learning in liver transplantation [J].
Bhat, Mamatha ;
Rabindranath, Madhumitha ;
Chara, Beatriz Sordi ;
Simonetto, Douglas A. .
JOURNAL OF HEPATOLOGY, 2023, 78 (06) :1216-1233
[43]   APPLICATION OF ARTIFICIAL NEURAL NETWORKS TO SUPPORT PERSONALISED LEARNING [J].
Kurilovas, Eugenijus .
9TH INTERNATIONAL CONFERENCE ON EDUCATION AND NEW LEARNING TECHNOLOGIES (EDULEARN17), 2017, :141-148
[44]   Machine learning and artificial intelligence in the service of medicine: Necessity or potentiality? [J].
Alsuliman, Tamim ;
Humaidan, Dania ;
Sliman, Layth .
CURRENT RESEARCH IN TRANSLATIONAL MEDICINE, 2020, 68 (04) :245-251
[45]   Artificial intelligence and machine learning in emergency medicine: a narrative review [J].
Mueller, Brianna ;
Kinoshita, Takahiro ;
Peebles, Alexander ;
Graber, Mark A. ;
Lee, Sangil .
ACUTE MEDICINE & SURGERY, 2022, 9 (01)
[46]   A Systematic Review of Artificial Intelligence and Machine Learning Applications to Inflammatory Bowel Disease, with Practical Guidelines for Interpretation [J].
Stafford, Imogen S. ;
Gosink, Mark M. ;
Mossotto, Enrico ;
Ennis, Sarah ;
Hauben, Manfred .
INFLAMMATORY BOWEL DISEASES, 2022, 28 (10) :1573-1583
[47]   Application of artificial neural networks in reproductive medicine [J].
Yuan, Guanghui ;
Lv, Bohan ;
Hao, Cuifang .
HUMAN FERTILITY, 2023, 26 (05) :1195-1201
[48]   Applications of Artificial Intelligence, Deep Learning, and Machine Learning to Support the Analysis of Microscopic Images of Cells and Tissues [J].
Ali, Muhammad ;
Benfante, Viviana ;
Basirinia, Ghazal ;
Alongi, Pierpaolo ;
Sperandeo, Alessandro ;
Quattrocchi, Alberto ;
Giannone, Antonino Giulio ;
Cabibi, Daniela ;
Yezzi, Anthony ;
Di Raimondo, Domenico ;
Tuttolomondo, Antonino ;
Comelli, Albert .
JOURNAL OF IMAGING, 2025, 11 (02)
[49]   Machine learning and deep learning in project analytics: methods, applications and research trends [J].
Uddin, Shahadat ;
Yan, Sirui ;
Lu, Haohui .
PRODUCTION PLANNING & CONTROL, 2025, 36 (07) :873-892
[50]   Has the Future Started? The Current Growth of Artificial Intelligence, Machine Learning, and Deep Learning [J].
Aggarwal K. ;
Mijwil M.M. ;
Sonia ;
Al-Mistarehi A.-H. ;
Alomari S. ;
Gök M. ;
Zein Alaabdin A.M. ;
Abdulrhman S.H. .
Iraqi Journal for Computer Science and Mathematics, 2022, 3 (01) :115-123