Handbook of decision support systems for neurological disorders:
Front Cover -- HANDBOOK OF DECISION SUPPORT SYSTEMS FOR NEUROLOGICAL DISORDERS -- HANDBOOK OF DECISION SUPPORT SYSTEMS FOR NEUROLOGICAL DISORDERS -- Copyright -- Contents -- Contributors -- Preface -- 1 - A review of deep learning-based disease detection in Alzheimer's patients -- 1.1 Introduct...
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| Format: | Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
London
Academic Press, an imprint of Elsevier
[2021]
|
| Online-Zugang: | TUM01 |
| Zusammenfassung: | Front Cover -- HANDBOOK OF DECISION SUPPORT SYSTEMS FOR NEUROLOGICAL DISORDERS -- HANDBOOK OF DECISION SUPPORT SYSTEMS FOR NEUROLOGICAL DISORDERS -- Copyright -- Contents -- Contributors -- Preface -- 1 - A review of deep learning-based disease detection in Alzheimer's patients -- 1.1 Introduction -- 1.1.1 Alzheimer's disease -- 1.1.1.1 Stages of Alzheimer's -- 1.1.1.2 Cause of Alzheimer's -- 1.1.1.3 Signs and symptoms -- 1.1.1.4 Anatomical changes in the brain -- 1.1.2 Deep learning -- 1.2 Literature review -- 1.2.1 Neuroimaging techniques used in Alzheimer's detection -- 1.2.1.1 Magnetic resonance imaging -- 1.2.1.2 Computer tomography -- 1.2.1.3 Positron emission tomography -- 1.2.2 Data resources -- 1.2.2.1 Alzheimer's disease Neuroimaging Initiative -- 1.2.2.2 Open Access Series of Imaging Studies -- 1.2.2.3 Minimal Interval Resonance Imaging in Alzheimer's Disease -- 1.2.3 Tools available for processing neuroimaging data -- 1.2.3.1 3D Slicer -- 1.2.3.2 BrainVoyager -- 1.2.3.3 CONN -- 1.2.3.4 FreeSurfer -- 1.2.3.5 SPM -- 1.2.4 Issues and challenges with medical imaging -- 1.2.5 Deep learning for imagery data -- 1.2.5.1 Layers of the CNN -- Convolution layer -- Nonlinearity layer -- Pooling layer -- Regularization -- 1.3 Methods of Alzheimer's detection using neuroimaging data -- 1.3.1 Feature-based methods -- 1.3.1.1 Voxel-level features -- 1.3.1.2 Vertex-level features -- 1.3.1.3 Hippocampus based -- 1.3.1.4 Miscellaneous -- 1.3.2 Deep learning-based methods -- 1.3.2.1 2D CNN-based methods -- 1.3.2.2 3D CNN-based methods -- 1.4 Comparison of detection methods -- 1.5 Conclusion -- References -- 2 - Brain tissue segmentation to detect schizophrenia in gray matter using MR images -- 2.1 Introduction -- 2.2 Data collection -- 2.3 Methods -- 2.3.1 Image enhancement and skull stripping -- 2.3.1.1 Image enhancement -- 2.3.1.2 Skull stripping |
| Beschreibung: | Description based on publisher supplied metadata and other sources |
| Beschreibung: | 1 online resource (322 pages) |
| ISBN: | 9780128222720 |
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| isbn | 9780128222720 |
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| spelling | Handbook of decision support systems for neurological disorders edited by Hemanth D. Jude, Department of Electronics and Communication Engineering, Karunya Institute of Technology and Sciences, Coimbatore, Tamil Nadu, India London Academic Press, an imprint of Elsevier [2021] 1 online resource (322 pages) txt rdacontent c rdamedia cr rdacarrier Description based on publisher supplied metadata and other sources Front Cover -- HANDBOOK OF DECISION SUPPORT SYSTEMS FOR NEUROLOGICAL DISORDERS -- HANDBOOK OF DECISION SUPPORT SYSTEMS FOR NEUROLOGICAL DISORDERS -- Copyright -- Contents -- Contributors -- Preface -- 1 - A review of deep learning-based disease detection in Alzheimer's patients -- 1.1 Introduction -- 1.1.1 Alzheimer's disease -- 1.1.1.1 Stages of Alzheimer's -- 1.1.1.2 Cause of Alzheimer's -- 1.1.1.3 Signs and symptoms -- 1.1.1.4 Anatomical changes in the brain -- 1.1.2 Deep learning -- 1.2 Literature review -- 1.2.1 Neuroimaging techniques used in Alzheimer's detection -- 1.2.1.1 Magnetic resonance imaging -- 1.2.1.2 Computer tomography -- 1.2.1.3 Positron emission tomography -- 1.2.2 Data resources -- 1.2.2.1 Alzheimer's disease Neuroimaging Initiative -- 1.2.2.2 Open Access Series of Imaging Studies -- 1.2.2.3 Minimal Interval Resonance Imaging in Alzheimer's Disease -- 1.2.3 Tools available for processing neuroimaging data -- 1.2.3.1 3D Slicer -- 1.2.3.2 BrainVoyager -- 1.2.3.3 CONN -- 1.2.3.4 FreeSurfer -- 1.2.3.5 SPM -- 1.2.4 Issues and challenges with medical imaging -- 1.2.5 Deep learning for imagery data -- 1.2.5.1 Layers of the CNN -- Convolution layer -- Nonlinearity layer -- Pooling layer -- Regularization -- 1.3 Methods of Alzheimer's detection using neuroimaging data -- 1.3.1 Feature-based methods -- 1.3.1.1 Voxel-level features -- 1.3.1.2 Vertex-level features -- 1.3.1.3 Hippocampus based -- 1.3.1.4 Miscellaneous -- 1.3.2 Deep learning-based methods -- 1.3.2.1 2D CNN-based methods -- 1.3.2.2 3D CNN-based methods -- 1.4 Comparison of detection methods -- 1.5 Conclusion -- References -- 2 - Brain tissue segmentation to detect schizophrenia in gray matter using MR images -- 2.1 Introduction -- 2.2 Data collection -- 2.3 Methods -- 2.3.1 Image enhancement and skull stripping -- 2.3.1.1 Image enhancement -- 2.3.1.2 Skull stripping Hemanth, D. Jude 1981- (DE-588)1202956807 edt |
| spellingShingle | Handbook of decision support systems for neurological disorders |
| title | Handbook of decision support systems for neurological disorders |
| title_auth | Handbook of decision support systems for neurological disorders |
| title_exact_search | Handbook of decision support systems for neurological disorders |
| title_exact_search_txtP | Handbook of decision support systems for neurological disorders |
| title_full | Handbook of decision support systems for neurological disorders edited by Hemanth D. Jude, Department of Electronics and Communication Engineering, Karunya Institute of Technology and Sciences, Coimbatore, Tamil Nadu, India |
| title_fullStr | Handbook of decision support systems for neurological disorders edited by Hemanth D. Jude, Department of Electronics and Communication Engineering, Karunya Institute of Technology and Sciences, Coimbatore, Tamil Nadu, India |
| title_full_unstemmed | Handbook of decision support systems for neurological disorders edited by Hemanth D. Jude, Department of Electronics and Communication Engineering, Karunya Institute of Technology and Sciences, Coimbatore, Tamil Nadu, India |
| title_short | Handbook of decision support systems for neurological disorders |
| title_sort | handbook of decision support systems for neurological disorders |
| work_keys_str_mv | AT hemanthdjude handbookofdecisionsupportsystemsforneurologicaldisorders |