Introduction to computational health informatics:
This class-tested textbook is designed for a semester-long graduate or senior undergraduate course on Computational Health Informatics. The focus of the book is on computational techniques that are widely used in health data analysis and health informatics and it integrates computer science and clin...
Gespeichert in:
Hauptverfasser: | , , |
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Format: | Elektronisch E-Book |
Sprache: | English |
Veröffentlicht: |
Boca Raton, FL
CRC Press
[2020]
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Schriftenreihe: | Chapman & Hall/CRC data mining and knowledge discovery series
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Schlagworte: | |
Online-Zugang: | TUM01 Volltext |
Zusammenfassung: | This class-tested textbook is designed for a semester-long graduate or senior undergraduate course on Computational Health Informatics. The focus of the book is on computational techniques that are widely used in health data analysis and health informatics and it integrates computer science and clinical perspectives. This book prepares computer science students for careers in computational health informatics and medical data analysis. Features Integrates computer science and clinical perspectives Describes various statistical and artificial intelligence techniques, including machine learning techniques such as clustering of temporal data, regression analysis, neural networks, HMM, decision trees, SVM, and data mining, all of which are techniques used widely used in health-data analysis Describes computational techniques such as multidimensional and multimedia data representation and retrieval, ontology, patient-data deidentification, temporal data analysis, heterogeneous databases, medical image analysis and transmission, biosignal analysis, pervasive healthcare, automated text-analysis, health-vocabulary knowledgebases and medical information-exchange Includes bioinformatics and pharmacokinetics techniques and their applications to vaccine and drug development |
Beschreibung: | Includes bibliographical references and index |
Beschreibung: | 1 Online-Ressource |
ISBN: | 9781000761436 1000761436 9781003003564 1003003567 9781000761597 1000761592 |
DOI: | 10.1201/9781003003564 |
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520 | |a This class-tested textbook is designed for a semester-long graduate or senior undergraduate course on Computational Health Informatics. The focus of the book is on computational techniques that are widely used in health data analysis and health informatics and it integrates computer science and clinical perspectives. This book prepares computer science students for careers in computational health informatics and medical data analysis. Features Integrates computer science and clinical perspectives Describes various statistical and artificial intelligence techniques, including machine learning techniques such as clustering of temporal data, regression analysis, neural networks, HMM, decision trees, SVM, and data mining, all of which are techniques used widely used in health-data analysis Describes computational techniques such as multidimensional and multimedia data representation and retrieval, ontology, patient-data deidentification, temporal data analysis, heterogeneous databases, medical image analysis and transmission, biosignal analysis, pervasive healthcare, automated text-analysis, health-vocabulary knowledgebases and medical information-exchange Includes bioinformatics and pharmacokinetics techniques and their applications to vaccine and drug development | ||
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author | Bansal, Arvind Kumar Khan, Javed I. Alam, S. Kaisar |
author_facet | Bansal, Arvind Kumar Khan, Javed I. Alam, S. Kaisar |
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dewey-ones | 610 - Medicine and health |
dewey-raw | 610.285 |
dewey-search | 610.285 |
dewey-sort | 3610.285 |
dewey-tens | 610 - Medicine and health |
discipline | Informatik Medizin |
discipline_str_mv | Informatik Medizin |
doi_str_mv | 10.1201/9781003003564 |
format | Electronic eBook |
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spelling | Bansal, Arvind Kumar aut Introduction to computational health informatics by Arvind Kumar Bansal, Javed Iqbal Khan, S. Kaisar Alam Boca Raton, FL CRC Press [2020] 1 Online-Ressource txt rdacontent c rdamedia cr rdacarrier Chapman & Hall/CRC data mining and knowledge discovery series Includes bibliographical references and index This class-tested textbook is designed for a semester-long graduate or senior undergraduate course on Computational Health Informatics. The focus of the book is on computational techniques that are widely used in health data analysis and health informatics and it integrates computer science and clinical perspectives. This book prepares computer science students for careers in computational health informatics and medical data analysis. Features Integrates computer science and clinical perspectives Describes various statistical and artificial intelligence techniques, including machine learning techniques such as clustering of temporal data, regression analysis, neural networks, HMM, decision trees, SVM, and data mining, all of which are techniques used widely used in health-data analysis Describes computational techniques such as multidimensional and multimedia data representation and retrieval, ontology, patient-data deidentification, temporal data analysis, heterogeneous databases, medical image analysis and transmission, biosignal analysis, pervasive healthcare, automated text-analysis, health-vocabulary knowledgebases and medical information-exchange Includes bioinformatics and pharmacokinetics techniques and their applications to vaccine and drug development Medical informatics / Study and teaching Medizinische Informatik (DE-588)4038261-8 gnd rswk-swf Medizinische Informatik (DE-588)4038261-8 s DE-604 Khan, Javed I. aut Alam, S. Kaisar aut Erscheint auch als Druck-Ausgabe 9780367434786 Erscheint auch als Druck-Ausgabe 0367434784 Erscheint auch als Druck-Ausgabe 9781498756631 Erscheint auch als Druck-Ausgabe 1498756638 https://doi.org/10.1201/9781003003564 Verlag URL des Erstveröffentlichers Volltext |
spellingShingle | Bansal, Arvind Kumar Khan, Javed I. Alam, S. Kaisar Introduction to computational health informatics Medical informatics / Study and teaching Medizinische Informatik (DE-588)4038261-8 gnd |
subject_GND | (DE-588)4038261-8 |
title | Introduction to computational health informatics |
title_auth | Introduction to computational health informatics |
title_exact_search | Introduction to computational health informatics |
title_exact_search_txtP | Introduction to computational health informatics |
title_full | Introduction to computational health informatics by Arvind Kumar Bansal, Javed Iqbal Khan, S. Kaisar Alam |
title_fullStr | Introduction to computational health informatics by Arvind Kumar Bansal, Javed Iqbal Khan, S. Kaisar Alam |
title_full_unstemmed | Introduction to computational health informatics by Arvind Kumar Bansal, Javed Iqbal Khan, S. Kaisar Alam |
title_short | Introduction to computational health informatics |
title_sort | introduction to computational health informatics |
topic | Medical informatics / Study and teaching Medizinische Informatik (DE-588)4038261-8 gnd |
topic_facet | Medical informatics / Study and teaching Medizinische Informatik |
url | https://doi.org/10.1201/9781003003564 |
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