Computational Learning Approaches to Data Analytics in Biomedical Applications

Written By Khalid Al-Jabery
Computational Learning Approaches to Data Analytics in Biomedical Applications
  • Publsiher : Academic Press
  • Release : 29 November 2019
  • ISBN : 0128144831
  • Pages : 310 pages
  • Rating : 4/5 from 21 reviews
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Read or download book entitled Computational Learning Approaches to Data Analytics in Biomedical Applications written by Khalid Al-Jabery which was release on 29 November 2019, this book published by Academic Press. Available in PDF, EPUB and Kindle Format. Book excerpt: Computational Learning Approaches to Data Analytics in Biomedical Applications provides a unified framework for biomedical data analysis using varied machine learning and statistical techniques. It presents insights on biomedical data processing, innovative clustering algorithms and techniques, and connections between statistical analysis and clustering. The book introduces and discusses the major problems relating to data analytics, provides a review of influential and state-of-the-art learning algorithms for biomedical applications, reviews cluster validity indices and how to select the appropriate index, and includes an overview of statistical methods that can be applied to increase confidence in the clustering framework and analysis of the results obtained. Includes an overview of data analytics in biomedical applications and current challenges Updates on the latest research in supervised learning algorithms and applications, clustering algorithms and cluster validation indices Provides complete coverage of computational and statistical analysis tools for biomedical data analysis Presents hands-on training on the use of Python libraries, MATLAB® tools, WEKA, SAP-HANA and R/Bioconductor

Computational Learning Approaches to Data Analytics in Biomedical Applications

Computational Learning Approaches to Data Analytics in Biomedical Applications
  • Author : Khalid Al-Jabery,Tayo Obafemi-Ajayi,Gayla Olbricht,Donald Wunsch
  • Publisher : Academic Press
  • Release Date : 2019-11-29
  • Total pages : 310
  • ISBN : 0128144831
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Summary : Computational Learning Approaches to Data Analytics in Biomedical Applications provides a unified framework for biomedical data analysis using varied machine learning and statistical techniques. It presents insights on biomedical data processing, innovative clustering algorithms and techniques, and connections between statistical analysis and clustering. The book introduces and discusses the major ...

Deep Learning for Data Analytics

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  • Publisher : Academic Press
  • Release Date : 2020-05-29
  • Total pages : 218
  • ISBN : 0128144831
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Summary : Deep learning, a branch of Artificial Intelligence and machine learning, has led to new approaches to solving problems in a variety of domains including data science, data analytics and biomedical engineering. Deep Learning for Data Analytics: Foundations, Biomedical Applications and Challenges provides readers with a focused approach for the design ...

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  • Publisher : CRC Press
  • Release Date : 2022-03-10
  • Total pages : 242
  • ISBN : 0128144831
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Summary : In the last two decades, machine learning has developed dramatically and is still experiencing a fast and everlasting change in paradigms, methodology, applications and other aspects. This book offers a compendium of current and emerging machine learning paradigms in healthcare informatics and reflects on their diversity and complexity. Machine Learning ...

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  • Publisher : CRC Press
  • Release Date : 2020-10-08
  • Total pages : 266
  • ISBN : 0128144831
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Summary : Artificial Intelligence (AI), when incorporated with machine learning and deep learning algorithms, has a wide variety of applications today. This book focuses on the implementation of various elementary and advanced approaches in AI that can be used in various domains to solve real-time decision-making problems. The book focuses on concepts ...

ECKM 2021 22nd European Conference on Knowledge Management

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  • Author : Dr Alexeis Garcia-Perez ,Professor Lyndon Simkin
  • Publisher : Academic Conferences limited
  • Release Date : 2021-09-02
  • Total pages : 212
  • ISBN : 0128144831
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Summary : Download or read online ECKM 2021 22nd European Conference on Knowledge Management written by Dr Alexeis Garcia-Perez ,Professor Lyndon Simkin, published by Academic Conferences limited which was released on 2021-09-02. Get ECKM 2021 22nd European Conference on Knowledge Management Books now! Available in PDF, ePub and Kindle....

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  • Publisher : Academic Press
  • Release Date : 2019-03-15
  • Total pages : 294
  • ISBN : 0128144831
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Summary : Intelligent Data Analysis for Biomedical Applications: Challenges and Solutions presents specialized statistical, pattern recognition, machine learning, data abstraction and visualization tools for the analysis of data and discovery of mechanisms that create data. It provides computational methods and tools for intelligent data analysis, with an emphasis on problem-solving relating to ...

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  • Publisher : CRC Press
  • Release Date : 2022-02-25
  • Total pages : 292
  • ISBN : 0128144831
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Summary : Machine Learning and Deep Learning in Medical Data Analytics and Healthcare Applications introduces and explores a variety of schemes designed to empower, enhance, and represent multi-institutional and multi-disciplinary machine learning (ML) and deep learning (DL) research in healthcare paradigms. Serving as a unique compendium of existing and emerging ML/DL ...

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  • Publisher : John Wiley & Sons
  • Release Date : 2021-07-27
  • Total pages : 528
  • ISBN : 0128144831
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Summary : In this era of IoT, edge devices generate gigantic data during every fraction of a second. The main aim of these networks is to infer some meaningful information from the collected data. For the same, the huge data is transmitted to the cloud which is highly expensive and time-consuming. Hence, ...

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  • Publisher : John Wiley & Sons
  • Release Date : 2022-05-20
  • Total pages : 352
  • ISBN : 0128144831
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Summary : BIG DATA ANALYTICS AND MACHINE INTELLIGENCE IN BIOMEDICAL AND HEALTH INFORMATICS Provides coverage of developments and state-of-the-art methods in the broad and diversified data analytics field and applicable areas such as big data analytics, data mining, and machine intelligence in biomedical and health informatics. The novel applications of Big Data ...

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  • Publisher : CRC Press
  • Release Date : 2021-07-20
  • Total pages : 364
  • ISBN : 0128144831
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Summary : This book is a detailed reference on biomedical applications using Deep Learning. Because Deep Learning is an important actor shaping the future of Artificial Intelligence, its specific and innovative solutions for both medical and biomedical are very critical. This book provides a recent view of research works on essential, and ...

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  • Publisher : IGI Global
  • Release Date : 2020-10-16
  • Total pages : 586
  • ISBN : 0128144831
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Summary : By applying data analytics techniques and machine learning algorithms to predict disease, medical practitioners can more accurately diagnose and treat patients. However, researchers face problems in identifying suitable algorithms for pre-processing, transformations, and the integration of clinical data in a single module, as well as seeking different ways to build ...

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  • Author : Erin Teeple
  • Publisher : Academic Press
  • Release Date : 2022-03-15
  • Total pages : 300
  • ISBN : 0128144831
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Summary : Data Mining and Machine Learning for Biomedical Applications is a rigorous practical introduction to the fundamentals of data science. It discusses topics such as data integration and management; statistical methods of data science; methodological approaches used for data mining and knowledge discovery with biomedical domain examples; the core principles and ...

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  • Publisher : John Wiley & Sons
  • Release Date : 2021-08-10
  • Total pages : 256
  • ISBN : 0128144831
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Summary : The digital revolution is characterized by the convergence of technologies, rapidly advancing the 4th industrial revolution thereby blurring the lines between physical, digital and biological objects. The speed of the fourth revolution which evolves at an exponential rate cannot by any means be compared with any previous technologies. AI and ...

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  • Publisher : CRC Press
  • Release Date : 2018-07-04
  • Total pages : 624
  • ISBN : 0128144831
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Summary : Within the healthcare domain, big data is defined as any ``high volume, high diversity biological, clinical, environmental, and lifestyle information collected from single individuals to large cohorts, in relation to their health and wellness status, at one or several time points.'' Such data is crucial because within it lies ...

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  • Publisher : Academic Press
  • Release Date : 2021-06-13
  • Total pages : 458
  • ISBN : 0128144831
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Summary : Machine Learning, Big Data, and IoT for Medical Informatics focuses on the latest techniques adopted in the field of medical informatics. In medical informatics, machine learning, big data, and IOT-based techniques play a significant role in disease diagnosis and its prediction. In the medical field, the structure of data is ...