Data Analytics in Bioinformatics

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Release : 2021-01-20
Genre : Computers
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Book Rating : 60X/5 ( reviews)

Data Analytics in Bioinformatics - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Data Analytics in Bioinformatics write by Rabinarayan Satpathy. This book was released on 2021-01-20. Data Analytics in Bioinformatics available in PDF, EPUB and Kindle. Machine learning techniques are increasingly being used to address problems in computational biology and bioinformatics. Novel machine learning computational techniques to analyze high throughput data in the form of sequences, gene and protein expressions, pathways, and images are becoming vital for understanding diseases and future drug discovery. Machine learning techniques such as Markov models, support vector machines, neural networks, and graphical models have been successful in analyzing life science data because of their capabilities in handling randomness and uncertainty of data noise and in generalization. Machine Learning in Bioinformatics compiles recent approaches in machine learning methods and their applications in addressing contemporary problems in bioinformatics approximating classification and prediction of disease, feature selection, dimensionality reduction, gene selection and classification of microarray data and many more.

Big Data Analytics in Bioinformatics and Healthcare

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Release : 2014-10-31
Genre : Computers
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Book Rating : 129/5 ( reviews)

Big Data Analytics in Bioinformatics and Healthcare - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Big Data Analytics in Bioinformatics and Healthcare write by Wang, Baoying. This book was released on 2014-10-31. Big Data Analytics in Bioinformatics and Healthcare available in PDF, EPUB and Kindle. As technology evolves and electronic data becomes more complex, digital medical record management and analysis becomes a challenge. In order to discover patterns and make relevant predictions based on large data sets, researchers and medical professionals must find new methods to analyze and extract relevant health information. Big Data Analytics in Bioinformatics and Healthcare merges the fields of biology, technology, and medicine in order to present a comprehensive study on the emerging information processing applications necessary in the field of electronic medical record management. Complete with interdisciplinary research resources, this publication is an essential reference source for researchers, practitioners, and students interested in the fields of biological computation, database management, and health information technology, with a special focus on the methodologies and tools to manage massive and complex electronic information.

Big Data Analytics in Chemoinformatics and Bioinformatics

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Release : 2022-12-06
Genre : Science
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Book Rating : 140/5 ( reviews)

Big Data Analytics in Chemoinformatics and Bioinformatics - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Big Data Analytics in Chemoinformatics and Bioinformatics write by Subhash C. Basak. This book was released on 2022-12-06. Big Data Analytics in Chemoinformatics and Bioinformatics available in PDF, EPUB and Kindle. Big Data Analytics in Chemoinformatics and Bioinformatics: With Applications to Computer-Aided Drug Design, Cancer Biology, Emerging Pathogens and Computational Toxicology provides an up-to-date presentation of big data analytics methods and their applications in diverse fields. The proper management of big data for decision-making in scientific and social issues is of paramount importance. This book gives researchers the tools they need to solve big data problems in these fields. It begins with a section on general topics that all readers will find useful and continues with specific sections covering a range of interdisciplinary applications. Here, an international team of leading experts review their respective fields and present their latest research findings, with case studies used throughout to analyze and present key information. Brings together the current knowledge on the most important aspects of big data, including analysis using deep learning and fuzzy logic, transparency and data protection, disparate data analytics, and scalability of the big data domain Covers many applications of big data analysis in diverse fields such as chemistry, chemoinformatics, bioinformatics, computer-assisted drug/vaccine design, characterization of emerging pathogens, and environmental protection Highlights the considerable benefits offered by big data analytics to science, in biomedical fields and in industry

Analysis Of Biological Data: A Soft Computing Approach

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Release : 2007-09-03
Genre : Computers
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Book Rating : 122/5 ( reviews)

Analysis Of Biological Data: A Soft Computing Approach - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Analysis Of Biological Data: A Soft Computing Approach write by Sanghamitra Bandyopadhyay. This book was released on 2007-09-03. Analysis Of Biological Data: A Soft Computing Approach available in PDF, EPUB and Kindle. Bioinformatics, a field devoted to the interpretation and analysis of biological data using computational techniques, has evolved tremendously in recent years due to the explosive growth of biological information generated by the scientific community. Soft computing is a consortium of methodologies that work synergistically and provides, in one form or another, flexible information processing capabilities for handling real-life ambiguous situations. Several research articles dealing with the application of soft computing tools to bioinformatics have been published in the recent past; however, they are scattered in different journals, conference proceedings and technical reports, thus causing inconvenience to readers, students and researchers.This book, unique in its nature, is aimed at providing a treatise in a unified framework, with both theoretical and experimental results, describing the basic principles of soft computing and demonstrating the various ways in which they can be used for analyzing biological data in an efficient manner. Interesting research articles from eminent scientists around the world are brought together in a systematic way such that the reader will be able to understand the issues and challenges in this domain, the existing ways of tackling them, recent trends, and future directions. This book is the first of its kind to bring together two important research areas, soft computing and bioinformatics, in order to demonstrate how the tools and techniques in the former can be used for efficiently solving several problems in the latter.

Data Analysis in Molecular Biology and Evolution

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Release : 2007-05-08
Genre : Science
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Book Rating : 93X/5 ( reviews)

Data Analysis in Molecular Biology and Evolution - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Data Analysis in Molecular Biology and Evolution write by Xuhua Xia. This book was released on 2007-05-08. Data Analysis in Molecular Biology and Evolution available in PDF, EPUB and Kindle. Data Analysis in Molecular Biology and Evolution introduces biologists to DAMBE, a proprietary, user-friendly computer program for molecular data analysis. The unique combination of this book and software will allow biologists not only to understand the rationale behind a variety of computational tools in molecular biology and evolution, but also to gain instant access to these tools for use in their laboratories. Data Analysis in Molecular Biology and Evolution serves as an excellent resource for advanced level undergraduates or graduates as well as for professionals working in the field.