| Description |
1 online resource (379 p.) |
| Series |
Lecture Notes in Computer Science ; 14305 |
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Lecture notes in computer science ; 14305
|
| Contents |
Intro -- Preface -- Organization -- Contents -- Depression and Mental Health -- Detection of Depression and Its Likelihood in Children and Adolescents: Evidence from a 15-Years Study -- 1 Introduction -- 2 Methodology -- 2.1 Data Processing -- 2.2 Case Selection -- 2.3 Machine Learning Based Process -- 3 Experiments -- 3.1 Dataset -- 3.2 Sample -- 3.3 Result and Analysis -- 4 Discussion -- 5 Conclusion -- References -- A Combined Attribute Extraction Method for Detecting Postpartum Depression Using Social Media -- 1 Introduction -- 2 Materials -- 3 Methods -- 3.1 Data Pre-processing |
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3.2 Attributes Extraction -- 3.3 Text Classification Techniques -- 4 Experimental Results -- 4.1 Attributes Analysis of Various Methods -- 4.2 Classification Results -- 5 Conclusion and Future Work -- References -- Network Analysis of Relationships and Change Patterns in Depression and Multiple Chronic Diseases Based on the China Health and Retirement Longitudinal Study -- 1 Introduction -- 2 Methods -- 2.1 Study Population and Measurements -- 2.2 Statistical Analyses -- 3 Results -- 3.1 Characteristics of the Study Population -- 3.2 Depression, Chronic Diseases Network |
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3.3 Network Stability and Accuracy -- 3.4 Network Comparisons Test (NCT) -- 4 Discussion -- References -- Exploring Etiology of Nonsuicidal Self-injury by Using Knowledge Graph Approach -- 1 Introduction -- 2 Knowledge Graphs -- 3 Knowledge Graphs of NSSI -- 4 Case Study: Semantic Analysis on the Etiology of NSSI Related with Mental States -- 5 Discussion and Conclusion -- 5.1 Discussion -- 5.2 Future Work and Conclusions -- References -- A Question and Answering System for Mental Health of the Elderly Based on BiLSTM-CRF Model and Knowledge Graph -- 1 Introduction |
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2 Data Resources and Data Processing -- 2.1 Data Resources -- 2.2 Data Processing -- 3 Research Methods -- 3.1 The Elderly Mental Health Question and Answering System -- 3.2 Named-Entity Recognition -- 3.3 BiLSTM-CRF Model -- 3.4 Answer Matching -- 4 Experimental Results Display and Analysis -- 4.1 Experimental Setup -- 4.2 Implementation and Verification of Question and Answering System -- 5 Conclusion -- References -- Data Security, Privacy and Healthcare Systems -- Australia's Notifiable Data Breach Scheme: An Analysis of Risk Management Findings for Healthcare -- 1 Introduction -- 2 Methods |
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2.1 Descriptive Statistics for High Level Data Breach Causes -- 2.2 Descriptive Statistics for Detailed Data Breach Causes -- 2.3 Pareto Analysis -- 2.4 Correlation of Data Breach Causes -- 3 Principal Results -- 4 Discussion -- 4.1 Limitations and Future Work -- 5 Conclusions -- References -- Analysis and Protection of Public Medical Dataset: From Privacy Perspective -- 1 Introduction -- 2 Method -- 2.1 Anonymization Approaches in Medical Data -- 2.2 Differential Privacy in Medical Data -- 3 Analysis -- 3.1 Improving k and l -- 4 Conclusion -- References |
| Summary |
This book constitutes the refereed proceedings of the 12th International Conference on Health Information Science, HIS 2023, held in Melbourne, VIC, Australia, during October 2324, 2023. The 20 full papers and 9 short papers included in this book were carefully reviewed and selected from 54 submissions. They were organized in topical sections as follows: Depression & Mental Health, Data Security, Privacy & Healthcare Systems, Neurological & Cognitive Disease Studies, COVID-19 Impact Studies, Advanced Medical Data & AI Techniques, Predictive Analysis & Disease Recognition, Medical Imaging & Dataset Exploration, Elderly Care and Knowledge Systems |
| Notes |
Enhancing Health Information Systems Security: An Ontology Model Approach |
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Includes author index |
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Online resource; title from PDF title page (SpringerLink, viewed October 23, 2023) |
| Subject |
Medical informatics -- Congresses
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Medical records -- Data processing -- Congresses
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Medical informatics
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Medical records -- Data processing
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| Genre/Form |
Electronic books
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proceedings (reports)
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Conference papers and proceedings
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Conference papers and proceedings.
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Actes de congrès.
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| Form |
Electronic book
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| Author |
Li, Yan
|
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Huang, Zhisheng (Computer scientist)
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Sharma, Manik
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Chen, Lu
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Zhou, Rui
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| ISBN |
9789819971084 |
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981997108X |
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