Practical Guide for Biomedical Signals Analysis Using Machine Learning Techniques: A MATLAB Based Approach
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Practical Guide for Biomedical Signals Analysis Using Machine Learning Techniques: A MATLAB Based Approach
Practical Guide for Biomedical Signals Analysis Using Machine Learning Techniques: A MATLAB Based Approach presents how machine learning and biomedical signal processing methods can be used in biomedical signal analysis.
Practical Guide for Biomedical Signals Analysis Using Machine Learning Techniques: A MATLAB Based Approach
Artikelnr.: 26207070

Practical Guide for Biomedical Signals Analysis Using Machine Learning Techniques: A MATLAB Based Approach

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Artikelnr.: 26207070

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Practical Guide for Biomedical Signals Analysis Using Machine Learning Techniques: A MATLAB Based Approach presents how machine learning and biomedical signal processing methods can be used in biomedical signal analysis.
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Besondere Merkmale

Comprehensive Coverage
This guide provides in-depth insight into the analysis of biomedical signals with machine learning, making complex topics accessible for both students and professionals in the biomedical field.
MATLAB Based
Utilizes MATLAB extensively, offering practical examples and applications that allow users to implement machine learning techniques effectively, enhancing hands-on learning and real-world application.
User-Friendly
Designed for ease of understanding, the book breaks down complex concepts and systematically guides users, making it suitable for beginners and seasoned practitioners alike.

Produktdetails

Shop the 1st edition of Practical Guide for Biomedical Signals Analysis using Machine Learning Techniques. MATLAB based approach available at Ubuy, a Austria.
  • Presents the usage of machine learning methods in biomedical signal analysis
  • Describes machine learning applications in analyzing EEG, ECG, and EMG signals
  • Covers signal-processing techniques, including de-noising and feature extraction methods
  • Suitable for bioinformaticians, medical professionals, and individuals in the biomedical field
  • Explains the application of machine learning tools for medical diagnostics and man/machine interaction
  • Provides basic and advanced knowledge on predictive modeling in biomedical time series
Publisher Academic Press
Publication date April 2, 2019
Edition 1st
Language English
Print length 456 pages
ISBN-10 0128174447
ISBN-13 978-0128174449
Item Weight 2.75 pounds (1.25 kg)
Dimensions 8.5 x 1.03 x 10.87 inches (21.6 x 2.6 x 27.6 cm)

Für wen ist das Produkt geeignet?

Suitable For
  • Biomedical Researchers

    Ideal for researchers seeking practical methodologies for analyzing biomedical signals utilizing machine learning techniques in MATLAB.

  • Students in Bioengineering

    Useful for undergraduate or graduate students in bioengineering requiring hands-on experience with biomedical signal processing.

  • Healthcare Data Analysts

    Beneficial for analysts focusing on applying machine learning in medical data, improving the understanding of patient health signals.

Not Suitable For
  • Complete Beginners

    Not suitable for those with no prior knowledge of MATLAB or biomedical signal analysis who may struggle with concepts.

PRODUKTBESCHREIBUNG

Haben Sie eine Frage? Mit uns chatten

Kundenfragen und -antworten

  • Frage: What is the focus of the book 'Practical Guide for Biomedical Signals Analysis Using Machine Learning Techniques: A MATLAB Based Approach'?

    Antworten: This book primarily focuses on how to analyze biomedical signals using advanced machine learning techniques through MATLAB. It equips readers with practical tools and methodologies to interpret complex biomedical data, showcasing various algorithms and applications in the health sector. Through hands-on examples and coding exercises, users can directly apply the concepts learned to real-world scenarios, enhancing their problem-solving skills in biomedical signal processing.
  • Frage: Who is the target audience for this guide?

    Antworten: The target audience includes students, researchers, and professionals in biomedical engineering, computer science, and data analysis fields. It is particularly beneficial for those looking to deepen their understanding of machine learning applications in healthcare. By integrating theoretical concepts with practical MATLAB applications, the book serves as a useful resource for anyone interested in advancing their knowledge and skills in biomedical signal analysis.
  • Frage: What types of biomedical signals are covered in the book?

    Antworten: The book covers a diverse range of biomedical signals, including ECG, EEG, EMG, and other physiological signals. Each type is explored in detail, illustrating its significance in clinical practice and research. The emphasis is on teaching readers how to use machine learning techniques to analyze these signals effectively, making it a must-read for anyone involved in biomedical research or clinical data analysis.
  • Frage: Does the book include MATLAB code examples?

    Antworten: Yes, the book includes extensive MATLAB code examples that demonstrate the application of machine learning techniques in biomedical signal analysis. Each example is designed to provide readers with practical insights, enabling them to replicate and adapt the code for their specific projects. By working through these examples, users can enhance their programming skills while gaining a deeper understanding of the analytical methods discussed.
  • Frage: Can beginners learn from this book, or is it more suited for advanced readers?

    Antworten: While the book is packed with advanced techniques, it is structured in a way that beginners can also benefit. It starts with foundational concepts before gradually introducing more complex topics. This scaffolded approach ensures that readers with varying levels of expertise can follow along and build their skills over time. Beginners particularly benefit from the clear explanations and practical examples provided throughout the guide.
  • Frage: What background knowledge is recommended to make the most of this guide?

    Antworten: To maximize the benefits of this guide, a foundational understanding of MATLAB and basic concepts in machine learning is recommended. Additionally, familiarity with biomedical signals and their significance can enhance comprehension. Readers should ideally have some exposure to programming, allowing them to efficiently engage with the MATLAB code provided in the book. This knowledge will enable a smoother learning curve as they explore advanced analysis techniques.
  • Frage: Are there case studies included in the guide?

    Antworten: Yes, the book features several case studies that illustrate the practical application of data analysis techniques in real-life biomedical scenarios. These case studies provide readers with a context for understanding how the methodologies can be implemented in actual research or clinical settings, thereby bridging the gap between theory and practice. They serve as excellent references for analyzing similar data in the future.
  • Frage: How does this book differ from others on biomedical signal analysis?

    Antworten: This guide stands out due to its emphasis on machine learning techniques coupled with MATLAB as the primary tool for implementation. While many books may cover theory and basic analysis, this guide integrates practical applications, code examples, and hands-on projects. Its unique approach not only teaches theoretical concepts but also focuses on the execution of those ideas, making it a comprehensive resource for learners.
  • Frage: What are the advantages of using MATLAB for biomedical signal analysis as mentioned in the book?

    Antworten: MATLAB offers a robust platform for biomedical signal analysis due to its extensive libraries and tools specifically designed for signal processing and machine learning. The book explains how MATLAB's capabilities enhance data visualization, algorithm implementation, and ease of use, making it a preferred choice for researchers. Users can leverage MATLAB's graphical interface to efficiently manipulate and analyze large data sets, ultimately streamlining their workflow.
  • Frage: Where can I buy 'Practical Guide for Biomedical Signals Analysis Using Machine Learning Techniques: A MATLAB Based Approach 1st Edition'?

    Antworten: You can purchase this book at Ubuy when you're located in Austria. Ubuy often provides a user-friendly interface and various options for international customers, ensuring you can easily find and obtain this essential resource for your studies and professional work in biomedical signal analysis.

Pharmaceutical & Biotechnology Editorial Review

The Practical Guide for Biomedical Signals Analysis is a comprehensive resource for researchers and practitioners in the field. This book provides a practical approach to applying machine learning techniques to the analysis of biomedical signals, using MATLAB as the programming tool. The book covers various topics including signal acquisition and preprocessing, feature extraction, classification, and evaluation. It also includes numerous examples and MATLAB code snippets that can be easily implemented. Overall, this book is a valuable tool for anyone involved in biomedical signals analysis.

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Vorteile

  • Comprehensive resource for researchers and practitioners
  • Practical approach using MATLAB
  • Covers various topics with numerous examples

Nachteile

  • Focuses primarily on MATLAB implementation

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Merkmale und Vorteile

  • Explains machine learning applications in biomedical signal analysis
  • Describes methods for EEG, ECG, and EMG signals
  • Covers signal processing techniques like de-noising and feature extraction using PCA, ICA, etc.
  • Provides valuable knowledge for bioinformaticians and medical professionals
  • Includes predictive modeling for biomedical time series
  • Offers advanced knowledge in machine learning for biomedical time series

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