Immunoinformatics In The Age Of Ai Machine Learning Methods For Immune System Modeling
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Immunoinformatics In The Age Of Ai Machine Learning Methods For Immune System Modeling
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Author : Dr. Calvin Ronchen Wei
language : en
Publisher: Xoffencer International Book Publication house
Release Date : 2024-11-28
Immunoinformatics In The Age Of Ai Machine Learning Methods For Immune System Modeling written by Dr. Calvin Ronchen Wei and has been published by Xoffencer International Book Publication house this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-11-28 with Computers categories.
Immunoinformatics, an interdisciplinary field at the nexus of immunology, bioinformatics, and computational science, has been profoundly transformed by the advent of artificial intelligence (AI) and machine learning (ML) technologies. As the immune system is an intricate and dynamic network responsible for protecting organisms from pathogens, its study presents vast complexities requiring sophisticated computational tools. The integration of ML has enabled significant strides in understanding immune responses, predicting immune epitopes, designing vaccines, and modeling interactions between pathogens and the host immune system. ML algorithms, particularly those utilizing deep learning frameworks, have shown remarkable capabilities in analyzing vast genomic, proteomic, and transcriptomic datasets, revealing patterns and insights that were previously beyond human reach. These advancements are particularly crucial in the current era, where rapid responses to emerging diseases and pandemics necessitate unprecedented speed and precision in immune system research. AI-powered tools have revolutionized vaccine development by predicting antigenic determinants with high accuracy, thereby reducing reliance on traditional trial-and-error methods. This approach has accelerated the development of mRNA vaccines, which played a critical role during the COVID-19 pandemic. Furthermore, ML techniques like support vector machines, neural networks, and ensemble learning have been employed to simulate immune system dynamics, enabling researchers to forecast immune responses to various interventions. These models are instrumental in identifying biomarkers for autoimmune diseases, allergies, and cancer immunotherapy, paving the way for personalized medicine. Moreover, the incorporation of natural language processing in immunoinformatics has facilitated the curation and synthesis of vast biomedical literature, providing researchers with actionable insights into immune-related mechanisms and therapies. However, the application of ML in immunoinformatics is not without challenges. Issues such as data heterogeneity, interpretability of ML models, and the need for high-quality annotated datasets remain significant barriers. Ethical considerations, including data privacy and the equitable distribution of AI-enabled solutions, are also critical concerns. Addressing these challenges requires collaborative efforts between immunologists, data scientists, and ethicists, ensuring that advancements in AI are harnessed responsibly and inclusively
Proceedings Of International Conference On Recent Innovations In Computing
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Author : Yashwant Singh
language : en
Publisher: Springer Nature
Release Date : 2024-07-12
Proceedings Of International Conference On Recent Innovations In Computing written by Yashwant Singh and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-07-12 with Computers categories.
This book features selected papers presented at the 6th International Conference on Recent Innovations in Computing (ICRIC 2023), held on 26–27 October 2023 at the Central University of Jammu, India, and organized by the university’s Department of Computer Science and Information Technology. The book is divided into two volumes, and it includes the latest research in the areas of software engineering, cloud computing, computer networks and Internet technologies, artificial intelligence, information security, database and distributed computing, and digital India.
Computational Immunology
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Author : Josep Bassaganya-Riera
language : en
Publisher: Academic Press
Release Date : 2015-10-21
Computational Immunology written by Josep Bassaganya-Riera and has been published by Academic Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-10-21 with Medical categories.
Computational Immunology: Models and Tools encompasses the methodological framework and application of cutting-edge tools and techniques to study immunological processes at a systems level, along with the concept of multi-scale modeling. The book's emphasis is on selected cases studies and application of the most updated technologies in computational modeling, discussing topics such as computational modeling and its usage in immunological research, bioinformatics infrastructure, ODE based modeling, agent based modeling, and high performance computing, data analytics, and multiscale modeling. There are also modeling exercises using recent tools and models which lead the readers to a thorough comprehension and applicability. The book is a valuable resource for immunologists, computational biologists, bioinformaticians, biotechnologists, and computer scientists, as well as all those who wish to broaden their knowledge in systems modeling. - Offers case studies with different levels of complexity - Provides a detailed view on cutting-edge tools for modeling that are useful to experimentalists with limited computational skills - Explores the usage of simulation for hypothesis generation, helping the reader to understand the most valuable points on experimental setting
Immunoinformatics
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Author : Darren R. Flower
language : en
Publisher: Springer Science & Business Media
Release Date : 2008-02-07
Immunoinformatics written by Darren R. Flower and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008-02-07 with Science categories.
This volume both engages the reader and provides a sound foundation for the use of immunoinformatics techniques in immunology and vaccinology. It addresses databases, HLA supertypes, MCH binding, and other properties of immune systems. The book contains chapters written by leaders in the field and provides a firm background for anyone working in immunoinformatics in one easy-to-use, insightful volume.
The Fourth Paradigm
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Author : Anthony J. G. Hey
language : en
Publisher:
Release Date : 2009
The Fourth Paradigm written by Anthony J. G. Hey and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2009 with Computers categories.
Foreword. A transformed scientific method. Earth and environment. Health and wellbeing. Scientific infrastructure. Scholarly communication.
Primer To The Immune Response
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Author : Tak W. Mak
language : en
Publisher: Newnes
Release Date : 2013-12-23
Primer To The Immune Response written by Tak W. Mak and has been published by Newnes this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-12-23 with Medical categories.
Written in the same engaging conversational style as the acclaimed first edition, Primer to The Immune Response, 2nd Edition is a fully updated and invaluable resource for college and university students in life sciences, medicine and other health professions who need a concise but comprehensive introduction to immunology. The authors bring clarity and readability to their audience, offering a complete survey of the most fundamental concepts in basic and clinical immunology while conveying the subject's fascinating appeal. The content of this new edition has been completely updated to include current information on all aspects of basic and clinical immunology. The superbly drawn figures are now in full color, complemented by full color plates throughout the book. The text is further enhanced by the inclusion of numerous tables, special topic boxes and brief notes that provide interesting insights. At the end of each chapter, a self-test quiz allows students to monitor their mastery of major concepts, while a set of conceptual questions prompts them to extrapolate further and extend their critical thinking. Moreover, as part of the Academic Cell line of textbooks, Primer to The Immune Response, 2nd Edition contains research passages that shine a spotlight on current experimental work reported in Cell Press articles. These articles also form the basis of case studies that are found in the associated online study guide and are designed to reinforce clinical connections. - Complete yet concise coverage of the basic and clinical principles of immunology - Engaging conversational writing style that is to the point and very readable - Over 200 clear, elegant color illustrations - Comprehensive glossary and list of abbreviations
Immunoinformatics
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Author : Namrata Tomar
language : en
Publisher: Humana
Release Date : 2020-03-12
Immunoinformatics written by Namrata Tomar and has been published by Humana this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-03-12 with Medical categories.
This book covers a wide range of diverse immunoinformatics research topics, involving tools and databases of potential epitope prediction, HLA gene analysis, MHC characterizing, in silico vaccine design, mathematical modeling of host-pathogen interactions, and network analysis of immune system data. In that way, this fully updated volume explores the enormous value of computational tools and models in immunology research. Written for the highly successful Methods in Molecular Biology series, chapters include the kind of key insights and detailed implementation advice to encourage successful results in the lab. Authoritative and practical, Immunoinformatics, Third Edition serves as an ideal guide for scientists working at the intersection of bioinformatics, mathematical modelling, and statistics for the study of immune systems biology.
Immunoinformatics
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Author : Christian Schönbach
language : en
Publisher: Springer
Release Date : 2014-12-02
Immunoinformatics written by Christian Schönbach and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-12-02 with Medical categories.
In contrast to existing books on immunoinformatics, this volume presents a cross-section of immunoinformatics research. The contributions highlight the interdisciplinary nature of the field and how collaborative efforts among bioinformaticians and bench scientists result in innovative strategies for understanding the immune system. Immunoinformatics is ideal for scientists and students in immunology, bioinformatics, microbiology, and many other disciplines.
Global Virology Iii Virology In The 21st Century
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Author : Paul Shapshak
language : en
Publisher: Springer Nature
Release Date : 2019-11-22
Global Virology Iii Virology In The 21st Century written by Paul Shapshak and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-11-22 with Medical categories.
Global Virology, Volume III: Virology in the 21st Century examines work that has been undertaken, or is planned, in several fields of virology, in an effort to promote current and future work, research, and health. Fields and methods addressed include virology, immunology, space research, astrovirology/astrobiology, plasmids, swarm intelligence, bioinformatics, data-mining, machine learning, neural networks, critical equations, and advances in biohazard biocontainment. Novel and forward-looking methods, techniques, and approaches in research and development are presented by experts in the field.
Artificial Intelligence In Medicine
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Author : Niklas Lidströmer
language : en
Publisher: Springer
Release Date : 2022-03-17
Artificial Intelligence In Medicine written by Niklas Lidströmer and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-03-17 with Medical categories.
This book provides a structured and analytical guide to the use of artificial intelligence in medicine. Covering all areas within medicine, the chapters give a systemic review of the history, scientific foundations, present advances, potential trends, and future challenges of artificial intelligence within a healthcare setting. Artificial Intelligence in Medicine aims to give readers the required knowledge to apply artificial intelligence to clinical practice. The book is relevant to medical students, specialist doctors, and researchers whose work will be affected by artificial intelligence.