Systems Biology And Machine Learning Methods In Reproductive Health

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Systems Biology And Machine Learning Methods In Reproductive Health
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Author : Abhishek Sengupta
language : en
Publisher: CRC Press
Release Date : 2025-01-10
Systems Biology And Machine Learning Methods In Reproductive Health written by Abhishek Sengupta and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-01-10 with Computers categories.
Systems Biology and Machine Learning Methods in Reproductive Health is an innovative and wide-ranging book that discovers the synergetic combination of disciplines: systems biology and machine learning, with an application in the field of reproductive health. This book assembles the expertise of leading scientists and clinicians to present a compilation of cutting-edge techniques and case studies utilizing computational methods to elucidate intricate biological systems, elucidate reproductive pathways, and address critical issues in the fields of fertility, pregnancy, and reproductive disorders. Bringing science and data science together, this groundbreaking book provides scientists, clinicians, and students with a step-by-step guide to uncovering the complexities of reproductive health through cutting-edge computational tools.
Data Driven Reproductive Health
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Author : Abhishek Sengupta
language : en
Publisher: Springer Nature
Release Date : 2024-10-17
Data Driven Reproductive Health written by Abhishek Sengupta and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-10-17 with Medical categories.
This book provides insight into the transformative impact of data-driven approaches on reproductive health. Chapters cover a wealth of intricate algorithms of genomic analysis, predictive modeling, and personalized treatment strategies, providing an up-to-date view of the reproductive healthcare landscape. With more than 20 code-based examples, the book decodes complex biological data using bioinformatics and machine learning and provides valuable insights into fertility, genetic disorders, and personalized medicine. This book is relevant for healthcare professionals, researchers, and students in the fields of reproductive medicine, bioinformatics, and genetics.
Principles Of Computational Genomics
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Author : Paolo Provero
language : en
Publisher: CRC Press
Release Date : 2025-05-13
Principles Of Computational Genomics written by Paolo Provero and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-05-13 with Science categories.
The advent of high-throughput experimental assays, and in particular of next-generation sequencing, has revolutionized life sciences by enabling the generation of data at the scale of the whole genome. Extracting biologically useful or clinically actionable information from this data requires analytical methods quite different from the ones used to analyze low-throughput experimental results. The development of these methods is the goal of computational biology. Understanding the principles on which these methods are based is thus necessary for all students and researchers in life sciences. This book provides the conceptual framework needed to understand computational genomics enough to be able to follow the arguments in recent papers, or to collaborate with computational scientists in research projects. In particular, it introduces the mathematical and statistical basis of the methods in some depth. The main focus is on the analysis of next-generation-sequencing assays, both for the interpretation of the DNA sequence per se (sequence alignment, phylogenetic tree reconstruction, genetic variants) and for the study of gene regulation and epigenomics (gene expression, transcription factor binding, chromatin states, 3D structure of the genome). The final chapter discusses the associations of genetic variants with phenotypes and diseases, and their biological interpretation. Principles of Computational Genomics provides a solid foundation for understanding the many parts of computational genomics, including those not treated directly in the book. It will be of great benefit to students and researchers across the life sciences.
Research Anthology On Advancements In Women S Health And Reproductive Rights
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Author : Management Association, Information Resources
language : en
Publisher: IGI Global
Release Date : 2022-05-06
Research Anthology On Advancements In Women S Health And Reproductive Rights written by Management Association, Information Resources and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-05-06 with Health & Fitness categories.
Reproductive health and rights are critical topics in today’s society as laws and policies are continuously debated and adjusted across the world. There are many different outlooks on these issues, and different countries have widely varying laws in place at present. In order to better understand where the world currently is regarding these pressing discussions, further study is needed on the status of women’s reproductive rights. The Research Anthology on Advancements in Women's Health and Reproductive Rights provides a thorough review of the current research available regarding reproductive health. The book discusses how various countries and regions are handling reproductive rights as well as current issues women face within their reproductive health journeys. Covering topics such as sexual health, gender, and pregnancy, this major reference work is ideal for nurses, government officials, policymakers, healthcare professionals, researchers, scholars, academicians, practitioners, instructors, and students.
Practical Statistical Learning And Data Science Methods
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Author : O. Olawale Awe
language : en
Publisher: Springer Nature
Release Date : 2024-12-27
Practical Statistical Learning And Data Science Methods written by O. Olawale Awe and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-12-27 with Computers categories.
This contributed volume offers practical implementation strategies for statistical learning and data science techniques, with fully peer-reviewed papers that embody insights and experiences gathered within the LISA 2020 Global Network. Through a series of compelling case studies, readers are immersed in practical methodologies, real-world applications, and innovative approaches in statistical learning and data science. Topics covered in this volume span a wide array of applications, including machine learning in health data analysis, deep learning models for precipitation modeling, interpretation techniques for machine learning models in BMI classification for obesity studies, as well as a comparative analysis of sampling methods in machine learning health applications. By addressing the evolving landscape of data analytics in many ways, this volume serves as a valuable resource for practitioners, researchers, and students alike. The LISA 2020 Global Network is dedicated to enhancing statistical and data science capabilities in developing countries through the establishment of collaboration laboratories, also known as “stat labs.” These stat labs function as engines for development, nurturing the next generation of collaborative statisticians and data scientists while providing essential research infrastructure for researchers, data producers, and decision-makers.
Omics Technologies Toward Systems Biology
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Author : Fatemeh Maghuly
language : en
Publisher: Frontiers Media SA
Release Date : 2022-01-24
Omics Technologies Toward Systems Biology written by Fatemeh Maghuly and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-01-24 with Science categories.
Artificial Intelligence And Computational Dynamics For Biomedical Research
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Author : Ankur Saxena
language : en
Publisher: Walter de Gruyter GmbH & Co KG
Release Date : 2022-11-07
Artificial Intelligence And Computational Dynamics For Biomedical Research written by Ankur Saxena and has been published by Walter de Gruyter GmbH & Co KG this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-11-07 with Computers categories.
This work presents the latest development in the field of computational intelligence to advance Big Data and Cloud Computing concerning applications in medical diagnosis. As forum for academia and professionals it covers state-of-the-art research challenges and issues in the digital information & knowledge management and the concerns along with the solutions adopted in these fields.
Data Science In The Medical Field
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Author : Seifedine Kadry
language : en
Publisher: Elsevier
Release Date : 2024-09-30
Data Science In The Medical Field written by Seifedine Kadry and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-09-30 with Business & Economics categories.
Data science has the potential to influence and improve fundamental services such as the healthcare sector. This book recognizes this fact by analyzing the potential uses of data science in healthcare. Every human body produces 2 TB of data each day. This information covers brain activity, stress level, heart rate, blood sugar level, and many other things. More sophisticated technology, such as data science, allows clinicians and researchers to handle such a massive volume of data to track the health of patients. The book focuses on the potential and the tools of data science to identify the signs of illness at an extremely early stage. - Shows how improving automated analytical techniques can be used to generate new information from data for healthcare applications - Combines a number of related fields, with a particular emphasis on machine learning, big data analytics, statistics, pattern recognition, computer vision, and semantic web technologies - Provides information on the cutting-edge data science tools required to accelerate innovation for healthcare organizations and patients by reading this book
Machine Learning And Artificial Intelligence In Healthcare Systems
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Author : Tawseef Ayoub Shaikh
language : en
Publisher: CRC Press
Release Date : 2023-01-03
Machine Learning And Artificial Intelligence In Healthcare Systems written by Tawseef Ayoub Shaikh and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-01-03 with Computers categories.
This book provides applications of machine learning in healthcare systems and seeks to close the gap between engineering and medicine by combining design and problem-solving skills of engineering with health sciences to advance healthcare treatment. Machine Learning and Artificial Intelligence in Healthcare Systems: Tools and Techniques discusses AI-based smart paradigms for reliable prediction of infectious disease dynamics; such paradigms can help prevent disease transmission. It highlights the different aspects of using extended reality for diverse healthcare applications and aggregates the current state of research. The book offers intelligent models of the smart recommender system for personal well-being services and computer-aided drug discovery and design methods. Case studies illustrating the business processes that underlie the use of big data and health analytics to improve healthcare delivery are center stage. Innovative techniques used for extracting user social behavior (known as sentiment analysis for healthcare-related purposes) round out the diverse array of topics this reference book covers. Contributions from experts in the field, this book is useful to healthcare professionals, researchers, and students of industrial engineering, systems engineering, biomedical, computer science, electronics, and communications engineering.
Predicting Pregnancy Complications Through Artificial Intelligence And Machine Learning
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Author : Satishkumar, D.
language : en
Publisher: IGI Global
Release Date : 2023-09-25
Predicting Pregnancy Complications Through Artificial Intelligence And Machine Learning written by Satishkumar, D. and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-09-25 with Computers categories.
Artificial intelligence models are being used to make labor and delivery safer for mothers and newborns. Sensors are exploited to gauge health parameters, and machine learning techniques are investigated to predict the health conditions of patients to assist medical practitioners. This is a critical area of study as maternal and infant health are indispensable for a healthy society. Predicting Pregnancy Complications Through Artificial Intelligence and Machine Learning considers the recent advances, challenges, and best practices of artificial intelligence and machine learning in relation to pregnancy complications. Covering key topics such as pregnancy complications, wearable sensors, and healthcare technologies, this premier reference source is ideal for nurses, doctors, computer scientists, medical professionals, industry professionals, researchers, academicians, scholars, instructors, and students.