Machine learning in clinical neuroscience foundations and applications
Preface -- Foundations of machine learning-based clinical prediction modeling - Part I: Introduction and general principles -- Foundations of machine learning-based clinical prediction modeling - Part II: Generalization and Overfitting -- Foundations of machine learning-based clinical prediction mod...
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| Format: | Buch |
| Sprache: | English |
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Cham
Springer
[2022]
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| Schriftenreihe: | Acta neurochirurgica supplement
134 |
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| 245 | 1 | 0 | |a Machine learning in clinical neuroscience |b foundations and applications |c Victor E. Staartjes, Luca Regli, Carlo Serra, editors |
| 264 | 1 | |a Cham |b Springer |c [2022] | |
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| 490 | 1 | |a Acta neurochirurgica supplement |v 134 | |
| 520 | 3 | |a Preface -- Foundations of machine learning-based clinical prediction modeling - Part I: Introduction and general principles -- Foundations of machine learning-based clinical prediction modeling - Part II: Generalization and Overfitting -- Foundations of machine learning-based clinical prediction modeling - Part III: Evaluation and other points of significance -- Foundations of machine learning-based clinical prediction modeling - Part IV: A practical approach to binary classification problems -- Foundations of machine learning-based clinical prediction modeling - Part V: A practical approach to regression problems -- Supervised and unsupervised learning / clustering -- Introduction to Bayesian Modeling -- Introduction to Deep Learning -- Overview of algorithms for machine-learning based clinical prediction modelling -- Foundations of feature selection in clinical prediction modelling -- Dimensionality reduction: Foundations and applications in clinical neuroscience -- | |
| 520 | 3 | |a Machine learning-based survival modeling: Foundations and Applications -- Making clinical prediction models available: A brief introduction -- Machine Learning-based Clustering Analysis: Foundational Concepts, Methods, and Applications -- Introduction to Machine Learning in Neuroimaging -- Overview of machine learning algorithms in imaging -- Foundations of classification modeling based on neuroimaging -- Foundations of lesion-symptom mapping using machine learning -- Foundations of Machine Learning-Based Segmentation in Cranial Imaging -- Foundations of lesion detection using machine learning in clinical neuroimaging -- Foundations of multiparametric brain tumor imaging characterization -- Radiomics in clinical neuroscience – Overview -- Radiomic feature extraction: Methodological Foundations -- Complexity and interpretability in machine vision -- Foundations of intraoperative anatomical recognition using machine vision -- Machine Vision Foundations -- | |
| 520 | 3 | |a Natural Language Processing: Foundations and Applications in Clinical Neuroscience -- Foundations of Time Series Analysis -- Overview of algorithms for natural language processing and time series analysis -- History of machine learning in neurosurgery -- The AI doctor - considerations for AI-based medicine -- Ethics of Machine Learning-Based Predictive Analytics -- Predictive analytics in clinical practice: Pro and contra -- Review of machine vision applications in neuroophtalmology -- Prediction Model -- Prediction Model -- Prediction Model -- Topical Review of machine learning in intracranial aneurysm surgery -- Review of applications of machine learning in neuroimaging -- Prediction Model -- An overview of machine learning applications in the Neurointensive Care Unit -- Prediction Model -- Review of natural language processing in the clinical neurosciences -- Review of big data applications in the clinical neurosciences -- | |
| 653 | 0 | |a Neurosurgery | |
| 653 | 0 | |a Neuroradiology | |
| 653 | 0 | |a Neurology | |
| 653 | 0 | |a Ophthalmology | |
| 700 | 1 | |a Staartjes, Victor E. |4 edt | |
| 700 | 1 | |a Regli, Luca |d 1962- |0 (DE-588)1089661908 |4 edt | |
| 700 | 1 | |a Serra, Carlo |4 edt | |
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| 830 | 0 | |a Acta neurochirurgica supplement |v 134 |w (DE-604)BV000012719 |9 134 | |
| 943 | 1 | |a oai:aleph.bib-bvb.de:BVB01-033055020 | |
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| id | DE-604.BV047670358 |
| illustrated | Illustrated |
| indexdate | 2025-02-03T17:57:29Z |
| institution | BVB |
| isbn | 9783030852917 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-033055020 |
| oclc_num | 1291691757 |
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| owner_facet | DE-20 DE-19 DE-BY-UBM |
| physical | vii, 361 Seiten Illustrationen |
| publishDate | 2022 |
| publishDateSearch | 2022 |
| publishDateSort | 2022 |
| publisher | Springer |
| record_format | marc |
| series | Acta neurochirurgica supplement |
| series2 | Acta neurochirurgica supplement |
| spellingShingle | Machine learning in clinical neuroscience foundations and applications Acta neurochirurgica supplement |
| title | Machine learning in clinical neuroscience foundations and applications |
| title_auth | Machine learning in clinical neuroscience foundations and applications |
| title_exact_search | Machine learning in clinical neuroscience foundations and applications |
| title_full | Machine learning in clinical neuroscience foundations and applications Victor E. Staartjes, Luca Regli, Carlo Serra, editors |
| title_fullStr | Machine learning in clinical neuroscience foundations and applications Victor E. Staartjes, Luca Regli, Carlo Serra, editors |
| title_full_unstemmed | Machine learning in clinical neuroscience foundations and applications Victor E. Staartjes, Luca Regli, Carlo Serra, editors |
| title_short | Machine learning in clinical neuroscience |
| title_sort | machine learning in clinical neuroscience foundations and applications |
| title_sub | foundations and applications |
| volume_link | (DE-604)BV000012719 |
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