|
|
|
|
|
|
|
|
1. |
Record Nr. |
UNINA9910627240503321 |
|
|
Titolo |
Artificial intelligence and machine learning for healthcare . Volume 2 : emerging methodologies and trends / / edited by Chee Peng Lim [and four others] |
|
|
|
|
|
|
|
Pubbl/distr/stampa |
|
|
Cham, Switzerland : , : Springer, , [2023] |
|
©2023 |
|
|
|
|
|
|
|
|
|
ISBN |
|
|
|
|
|
|
Descrizione fisica |
|
1 online resource (282 pages) |
|
|
|
|
|
|
Collana |
|
Intelligent Systems Reference Library ; ; v.229 |
|
|
|
|
|
|
Disciplina |
|
|
|
|
|
|
Soggetti |
|
Machine learning |
Artificial intelligence - Medical applications |
|
|
|
|
|
|
|
|
Lingua di pubblicazione |
|
|
|
|
|
|
Formato |
Materiale a stampa |
|
|
|
|
|
Livello bibliografico |
Monografia |
|
|
|
|
|
Nota di contenuto |
|
Intro -- Preface -- Contents -- 1 Artificial Intelligence for the Future of Medicine -- 1.1 Introduction -- 1.2 How Do Machines Learn? -- 1.2.1 Machine Learning Process -- 1.2.2 Machine Learning in Medicine -- 1.3 Artificial Intelligence in Medicine -- 1.4 AI Applications in Medicine -- 1.4.1 Predictive Medicine -- 1.4.2 Participatory Medicine -- 1.4.3 Personalized Medicine -- 1.4.4 Preventive Medicine -- 1.5 Summary -- References -- 2 A Survival Analysis Guide in Oncology -- 2.1 Introduction -- 2.2 Survival Analysis -- 2.3 Kaplan-Meier Survival Curve -- 2.4 The Logrank Test -- 2.5 The Hazard Ratio -- 2.5.1 Cox Regression Model -- 2.6 Conclusions -- References -- 3 Social Media Sentiment Analysis Related to COVID-19 Vaccinations -- 3.1 Introduction -- 3.2 Literature Review -- 3.2.1 Machine Learning-Based Sentiment Analysis Studies -- 3.2.2 Lexicon-Based Sentiment Analysis Studies -- 3.2.3 Hybrid Sentiment Analysis Studies -- 3.3 Methodology -- 3.3.1 Methodology Outline -- 3.4 Experiments -- 3.4.1 Dataset -- 3.4.2 Dataset Pre-Processing -- 3.4.3 Sentiment Analysis -- 3.5 Experimental Results -- 3.6 Conclusion -- 3.6.1 Discussion -- 3.6.2 Overview of Contribution -- 3.6.3 Future Directions -- References -- 4 Healthcare Support Using Data Mining: A Case Study on Stroke Prediction -- 4.1 Introduction -- 4.1.1 Data Mining -- 4.1.2 Data Mining in Healthcare -- 4.1.3 Applications of Data Mining in Healthcare |
|
|
|
|