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 ...

Computational Learning Approaches to Data Analytics in Biomedical Applications

Computational Learning Approaches to Data Analytics in Biomedical Applications
  • Author : Donald Wunsch,Tayo Obafemi-Ajayi,Gayla Olbricht,Khalid Al-Jabery
  • Publisher : Academic Press
  • Release Date : 2019-09-15
  • Total pages : 220
  • 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

Deep Learning for Data Analytics
  • Author : Himansu Das,Chittaranjan Pradhan,Nilanjan Dey
  • Publisher : Academic Press
  • Release Date : 2020-07-02
  • 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 ...

Deep Learning for Biomedical Data Analysis

Deep Learning for Biomedical Data Analysis
  • Author : Mourad Elloumi
  • Publisher : Springer Nature
  • Release Date : 2021-10-22
  • Total pages : 212
  • ISBN : 0128144831
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Summary : Download or read online Deep Learning for Biomedical Data Analysis written by Mourad Elloumi, published by Springer Nature which was released on . Get Deep Learning for Biomedical Data Analysis Books now! Available in PDF, ePub and Kindle....

Artificial Intelligence Trends for Data Analytics Using Machine Learning and Deep Learning Approaches

Artificial Intelligence Trends for Data Analytics Using Machine Learning and Deep Learning Approaches
  • Author : K. Gayathri Devi,Mamata Rath,Nguyen Thi Dieu Linh
  • 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 ...

Data Analytics in Biomedical Engineering and Healthcare

Data Analytics in Biomedical Engineering and Healthcare
  • Author : Kun Chang Lee,Sanjiban Sekhar Roy,Pijush Samui,Vijay Kumar
  • Publisher : Academic Press
  • Release Date : 2020-10-23
  • Total pages : 292
  • ISBN : 0128144831
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Summary : Data Analytics in Biomedical Engineering and Healthcare explores key applications using data analytics, machine learning, and deep learning in health sciences and biomedical data. The book is useful for those working with big data analytics in biomedical research, medical industries, and medical research scientists. The book covers health analytics, data ...

ECKM 2021 22nd European Conference on Knowledge Management

ECKM 2021 22nd European Conference on Knowledge Management
  • 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....

Intelligent Data Analysis for Biomedical Applications

Intelligent Data Analysis for Biomedical Applications
  • Author : Hemanth D. Jude,Deepak Gupta,Valentina Emilia Balas
  • 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 ...

Deep Learning for Data Analytics

Deep Learning for Data Analytics
  • Author : Himansu Das,Chittaranjan Pradhan,Nilanjan Dey
  • 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 ...

Data Mining and Machine Learning for Biomedical Applications

Data Mining and Machine Learning for Biomedical Applications
  • 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 ...

Introduction to Biomedical Data Science

Introduction to Biomedical Data Science
  • Author : Robert Hoyt,Robert Muenchen
  • Publisher : Lulu.com
  • Release Date : 2019-11-25
  • Total pages : 258
  • ISBN : 0128144831
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Summary : Introduction to Biomedical Data Science aims to fill the data science knowledge gap experienced by many clinical, administrative and technical staff. The textbook begins with an overview of what biomedical data science is and then embarks on a tour of topics beginning with spreadsheet tips and tricks and ending with ...

Trends in Deep Learning Methodologies

Trends in Deep Learning Methodologies
  • Author : Vincenzo Piuri,Sandeep Raj,Angelo Genovese,Rajshree Srivastava
  • Publisher : Academic Press
  • Release Date : 2020-12-01
  • Total pages : 306
  • ISBN : 0128144831
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Summary : Trends in Deep Learning Methodologies: Algorithms, Applications, and Systems covers deep learning approaches such as neural networks, deep belief networks, recurrent neural networks, convolutional neural networks, deep auto-encoder, and deep generative networks, which have emerged as powerful computational models. Chapters elaborate on these models which have shown significant success in ...

Signal Processing and Machine Learning for Biomedical Big Data

Signal Processing and Machine Learning for Biomedical Big Data
  • Author : Ervin Sejdic,Tiago H. Falk
  • Publisher : CRC Press
  • Release Date : 2018-07-04
  • Total pages : 606
  • 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 ...

Deep Learning for Biomedical Applications

Deep Learning for Biomedical Applications
  • Author : Utku Kose,Omer Deperlioglu,D. Jude Hemanth
  • 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 ...

Data Science Analytics and Applications

Data Science Analytics and Applications
  • Author : Shriram R,Mak Sharma
  • Publisher : Springer
  • Release Date : 2018-02-23
  • Total pages : 205
  • ISBN : 0128144831
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Summary : This book constitutes the refereed proceedings of the First International Conference on Data Science Analytics and Applications, DaSAA 2017, held in Chennai, India, in January 2017. The 16 revised full papers and 4 revised short papers presented were carefully reviewed and selected from 77 submissions. The papers address issues such as data analytics, data mining, ...