Statistical Modelling And Machine Learning Principles For Bioinformatics Techniques Tools And Applications

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This book discusses topics related to bioinformatics, statistics, and machine learning, presenting the latest research in various areas of bioinformatics. It also highlights the role of computing and machine learning in knowledge extraction from biological data, and how this knowledge can be applied in fields such as drug design, health supplements, gene therapy, proteomics and agriculture.

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Genre : Technology & Engineering
Author : K. G. Srinivasa
Publisher : Springer Nature
Release : 2020-01-30
File : 318 Pages
ISBN-13 : 9789811524455


Deep Learning Machine Learning And Iot In Biomedical And Health Informatics

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Biomedical and Health Informatics is an important field that brings tremendous opportunities and helps address challenges due to an abundance of available biomedical data. This book examines and demonstrates state-of-the-art approaches for IoT and Machine Learning based biomedical and health related applications. This book aims to provide computational methods for accumulating, updating and changing knowledge in intelligent systems and particularly learning mechanisms that help us to induce knowledge from the data. It is helpful in cases where direct algorithmic solutions are unavailable, there is lack of formal models, or the knowledge about the application domain is inadequately defined. In the future IoT has the impending capability to change the way we work and live. These computing methods also play a significant role in design and optimization in diverse engineering disciplines. With the influence and the development of the IoT concept, the need for AI (artificial intelligence) techniques has become more significant than ever. The aim of these techniques is to accept imprecision, uncertainties and approximations to get a rapid solution. However, recent advancements in representation of intelligent IoTsystems generate a more intelligent and robust system providing a human interpretable, low-cost, and approximate solution. Intelligent IoT systems have demonstrated great performance to a variety of areas including big data analytics, time series, biomedical and health informatics. This book will be very beneficial for the new researchers and practitioners working in the biomedical and healthcare fields to quickly know the best performing methods. It will also be suitable for a wide range of readers who may not be scientists but who are also interested in the practice of such areas as medical image retrieval, brain image segmentation, among others. • Discusses deep learning, IoT, machine learning, and biomedical data analysis with broad coverage of basic scientific applications • Presents deep learning and the tremendous improvement in accuracy, robustness, and cross- language generalizability it has over conventional approaches • Discusses various techniques of IoT systems for healthcare data analytics • Provides state-of-the-art methods of deep learning, machine learning and IoT in biomedical and health informatics • Focuses more on the application of algorithms in various real life biomedical and engineering problems

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Genre : Computers
Author : Sujata Dash
Publisher : CRC Press
Release : 2022-02-10
File : 382 Pages
ISBN-13 : 9781000534009


Statistical Modelling And Machine Learning Principles For Bioinformatics Techniques Tools And Applications

eBook Download

BOOK EXCERPT:

This book discusses topics related to bioinformatics, statistics, and machine learning, presenting the latest research in various areas of bioinformatics. It also highlights the role of computing and machine learning in knowledge extraction from biological data, and how this knowledge can be applied in fields such as drug design, health supplements, gene therapy, proteomics and agriculture.

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Genre : Bioinformatics
Author : K. G. Srinivasa
Publisher :
Release : 2020
File : 318 Pages
ISBN-13 : 9811524467


Data Science For Effective Healthcare Systems

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Data Science for Effective Healthcare Systems has a prime focus on the importance of data science in the healthcare domain. Various applications of data science in the health care domain have been studied to find possible solutions. In this period of COVID-19 pandemic data science and allied areas plays a vital role to deal with various aspect of health care. Image processing, detection & prevention from COVID-19 virus, drug discovery, early prediction, and prevention of diseases are some thrust areas where data science has proven to be indispensable. Key Features: The book offers comprehensive coverage of the most essential topics, including: Big Data Analytics, Applications & Challenges in Healthcare Descriptive, Predictive and Prescriptive Analytics in Healthcare Artificial Intelligence, Machine Learning, Deep Learning and IoT in Healthcare Data Science in Covid-19, Diabetes, Coronary Heart Diseases, Breast Cancer, Brain Tumor The aim of this book is also to provide the future scope of these technologies in the health care domain. Last but not the least, this book will surely benefit research scholar, persons associated with healthcare, faculty, research organizations, and students to get insights into these emerging technologies in the healthcare domain.

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Genre : Computers
Author : Hari Singh
Publisher : CRC Press
Release : 2022-07-29
File : 225 Pages
ISBN-13 : 9781000618839


Blockchain And Deep Learning

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This book introduces to blockchain and deep learning and explores and illustrates the current and new trends that integrate them. The pace and speeds for connectivity are certain on the ascend. Blockchain and deep learning are twin technologies that are integral to integrity and relevance of network contents. Since they are data-driven technologies, rapidly growing interests exist to incorporate them in efficient and secure data sharing and analysis applications. Blockchain and deep learning are sentinel contemporary research technologies. This book provides a comprehensive reference for blockchain and deep learning by covering all important topics. It identifies the bedrock principles and forward projecting methodologies that illuminate the trajectory of developments for the decades ahead.

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Genre : Computers
Author : Khaled R. Ahmed
Publisher : Springer Nature
Release : 2022-03-25
File : 352 Pages
ISBN-13 : 9783030954192


Bioinformatics Applications Based On Machine Learning

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The great advances in information technology (IT) have implications for many sectors, such as bioinformatics, and has considerably increased their possibilities. This book presents a collection of 11 original research papers, all of them related to the application of IT-related techniques within the bioinformatics sector: from new applications created from the adaptation and application of existing techniques to the creation of new methodologies to solve existing problems.

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Genre : Technology & Engineering
Author : Pablo Chamoso
Publisher : MDPI
Release : 2021-09-01
File : 206 Pages
ISBN-13 : 9783036507606


Bioinformatics Tools For Pharmaceutical Drug Product Development

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BIOINFORMATICS TOOLS FOR Pharmaceutical DRUG PRODUCT DLEVELOPMENT A timely book that details bioinformatics tools, artificial intelligence, machine learning, computational methods, protein interactions, peptide-based drug design, and omics technologies, for drug development in the pharmaceutical and medical sciences industries. The book contains 17 chapters categorized into 3 sections. The first section presents the latest information on bioinformatics tools, artificial intelligence, machine learning, computational methods, protein interactions, peptide-based drug design, and omics technologies. The following 2 sections include bioinformatics tools for the pharmaceutical sector and the healthcare sector. Bioinformatics brings a new era in research to accelerate drug target and vaccine design development, improving validation approaches as well as facilitating and identifying side effects and predicting drug resistance. As such, this will aid in more successful drug candidates from discovery to clinical trials to the market, and most importantly make it a more cost-effective process overall. Readers will find in this book: Applications of bioinformatics tools for pharmaceutical drug product development like process development, pre-clinical development, clinical development, commercialization of the product, etc.; The ever-expanding application of this novel technology and discusses some of the unique challenges associated with such an approach; The broad and deep background, as well as updates, on recent advances in both medicine and AI/ML that enable the application of these cutting-edge bioinformatics tools. Audience The book will be used by researchers and scientists in academia and industry including drug developers, computational biochemists, bioinformaticians, immunologists, pharmaceutical and medical sciences, as well as those in artificial intelligence and machine learning.

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Genre : Medical
Author : Vivek Chavda
Publisher : John Wiley & Sons
Release : 2023-03-14
File : 452 Pages
ISBN-13 : 9781119865117


Artificial Intelligence For Information Management A Healthcare Perspective

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This book discusses the advancements in artificial intelligent techniques used in the well-being of human healthcare. It details the techniques used in collection, storage and analysis of data and their usage in different healthcare solutions. It also discusses the techniques of predictive analysis in early diagnosis of critical diseases. The edited book is divided into four parts – part A discusses introduction to artificial intelligence and machine learning in healthcare; part B highlights different analytical techniques used in healthcare; part C provides various security and privacy mechanisms used in healthcare; and finally, part D exemplifies different tools used in visualization and data analytics.

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Genre : Technology & Engineering
Author : K. G. Srinivasa
Publisher : Springer Nature
Release : 2021-05-20
File : 332 Pages
ISBN-13 : 9789811604157


Machine Intelligence And Data Analytics For Sustainable Future Smart Cities

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This book presents the latest advances in computational intelligence and data analytics for sustainable future smart cities. It focuses on computational intelligence and data analytics to bring together the smart city and sustainable city endeavors. It also discusses new models, practical solutions and technological advances related to the development and the transformation of cities through machine intelligence and big data models and techniques. This book is helpful for students and researchers as well as practitioners.

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Genre : Technology & Engineering
Author : Uttam Ghosh
Publisher : Springer Nature
Release : 2021-05-31
File : 411 Pages
ISBN-13 : 9783030720650


Your Passport To A Career In Bioinformatics

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This book which is the second edition of Your Passport to a Career in Bioinformatics, is intended for students who plan to work in bioinformatics. In addition to addressing the opportunities and challenges faced by today’s bioinformatics community, it demonstrates how bioinformatics is currently transitioning from research to vocation and avocation. Further, it extols the virtues of in silico for bioinformatics predictions, as it helps wet-lab biologists reduce the time needed for experiments. In turn, the book addresses career prospects and the Ten Commandments for becoming a bioinformatics professional; bioinformatics for developing countries; bioinformatics for schools; bioinformatics for markets; and the knowns and unknowns of bioinformatics. It also explores how bioinformatics interacts with various fields in terms of three Cs: consistency, continuity, and credibility.

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Genre : Science
Author : Prashanth N. Suravajhala
Publisher : Springer Nature
Release : 2021-02-16
File : 115 Pages
ISBN-13 : 9789811595448