Microbiome And Machine Learning

Microbiome And Machine Learning Book in PDF, ePub and Kindle version is available to download in english. Read online anytime anywhere directly from your device. Click on the download button below to get a free pdf file of Microbiome And Machine Learning book. This book definitely worth reading, it is an incredibly well-written.

Microbiome and Machine Learning

Author : Isabel Moreno Indias,Marcus Claesson,Aldert Zomer,David Gomez-Cabrero
Publisher : Frontiers Media SA
Page : 133 pages
File Size : 49,6 Mb
Release : 2022-08-02
Category : Science
ISBN : 9782889766789

Get Book

Microbiome and Machine Learning by Isabel Moreno Indias,Marcus Claesson,Aldert Zomer,David Gomez-Cabrero Pdf

Metagenomic Systems Biology

Author : Shailza Singh
Publisher : Springer Nature
Page : 207 pages
File Size : 43,6 Mb
Release : 2020-12-07
Category : Science
ISBN : 9789811585623

Get Book

Metagenomic Systems Biology by Shailza Singh Pdf

The book serves as an amalgamation of knowledge and principles used in the area of systems and synthetic biology, and targets inter-disciplinary research groups. The readers from diversified areas would be benefited by the valuable resources and information available in one book. Microbiome projects with efficient data handling can fuel progress in the area of microbial synthetic biology by providing a ready to use plug and play chassis. Advances in gene editing technology such as the use of tailor made synthetic transcription factors will further enhance the availability of synthetic devices to be applied in the fields of environment, agriculture and health. The different chapters of the book reviews a broad range of topics, including food microbiome in ecology, use of microbiome in personalized medicine, machine learning in biomedicine. The book also describes ways to harness and exploit the incredible amounts of genomic data. The book is not only limited to medicine but also caters to the needs of environmentalists, biochemical engineers etc. It will be of interest to advanced students and researchers in life sciences, computational biology, microbiology and other inter-disciplinary areas.

Principles in Microbiome Engineering

Author : Matthew W. Chang
Publisher : John Wiley & Sons
Page : 340 pages
File Size : 53,7 Mb
Release : 2022-05-09
Category : Science
ISBN : 9783527347254

Get Book

Principles in Microbiome Engineering by Matthew W. Chang Pdf

Principles in Microbiome Engineering Provides an overview of the techniques and applications insight into the complex composition and interactions of microbiomes Microbiomes, the communities of microorganisms that inhabit specific ecosystems or organisms, can be engineered to modify the structure of microbiota and reestablish ecological balance. In recent years, a better understanding of microbial composition and host-microbe interactions has led to the development of new applications for improving human health and increasing agricultural productivity and quality. Principles in Microbiome Engineering introduces readers to the tools and applications involved in manipulating the composition of a microbial community to improve the function of an eco-system. Covering a range of key topics, this up-to-date volume discusses current research in areas such as microbiome-based therapeutics for human diseases, crop plant breeding, animal husbandry, soil engineering, food and beverage applications, and more. Divided into three sections, the text first describes the critical roles of systems biology, synthetic biology, computer modelling, and machine learning in microbiome engineering. Next, the volume explores various state-of-the-art applications, including cancer immunotherapy and prevention of diseases associated with the human microbiome, followed by a concluding section offering perspectives on the future of microbiome engineering and potential applications. Introduces a variety of applications of microbiome engineering in the fields of medicine, agriculture, and food and beverage products Presents current research into the complex interactions and relationships between microbiomes and biotic and abiotic elements of their environments Examines the use of technologies such as Artificial Intelligence (AI), Machine Learning (ML), and Big Data analytics to advance understanding of microbiomes Discusses the engineering of microbiomes to address human health conditions such as neuro psychiatric disorders and autoimmune and inflammatory diseases Edited and authored by leading researchers in the rapidly evolving field, Principles in Microbiome Engineering is an essential resource for biotechnologists, biochemists, microbiologists, pharmacologists, and practitioners working in the biotechnology and pharmaceutical industries.

Statistical Analysis of Microbiome Data

Author : Somnath Datta,Subharup Guha
Publisher : Springer Nature
Page : 349 pages
File Size : 40,9 Mb
Release : 2021-10-27
Category : Medical
ISBN : 9783030733513

Get Book

Statistical Analysis of Microbiome Data by Somnath Datta,Subharup Guha Pdf

Microbiome research has focused on microorganisms that live within the human body and their effects on health. During the last few years, the quantification of microbiome composition in different environments has been facilitated by the advent of high throughput sequencing technologies. The statistical challenges include computational difficulties due to the high volume of data; normalization and quantification of metabolic abundances, relative taxa and bacterial genes; high-dimensionality; multivariate analysis; the inherently compositional nature of the data; and the proper utilization of complementary phylogenetic information. This has resulted in an explosion of statistical approaches aimed at tackling the unique opportunities and challenges presented by microbiome data. This book provides a comprehensive overview of the state of the art in statistical and informatics technologies for microbiome research. In addition to reviewing demonstrably successful cutting-edge methods, particular emphasis is placed on examples in R that rely on available statistical packages for microbiome data. With its wide-ranging approach, the book benefits not only trained statisticians in academia and industry involved in microbiome research, but also other scientists working in microbiomics and in related fields.

Machine Learning in Microbial Forensics

Author : Hayes Cary
Publisher : Cary Hayes
Page : 0 pages
File Size : 50,7 Mb
Release : 2023-04-19
Category : Electronic
ISBN : 0224176064

Get Book

Machine Learning in Microbial Forensics by Hayes Cary Pdf

Microbial ecosystems are complex, with hundreds of members interacting with each other and the environment. The intricate and hidden behaviors underlying these interactions make research questions challenging - but can be better understood through machine learning. However, most machine learning that is used in microbiome work is a black box form of investigation, where accurate predictions can be made, but the inner logic behind what is driving prediction is hidden behind nontransparent layers of complexity

2018 3rd International Conference on Computer Science and Engineering (UBMK)

Author : IEEE Staff
Publisher : Unknown
Page : 128 pages
File Size : 50,8 Mb
Release : 2018-09-20
Category : Electronic
ISBN : 1538678942

Get Book

2018 3rd International Conference on Computer Science and Engineering (UBMK) by IEEE Staff Pdf

UBMK 2018 provides a forum for researchers, practitioners and educators to present and discuss the most recent research, innovations, trends, experiences, and concerns in the field of computer science, computer software information systems information security engineering and computational methods On the other hand, in parallel with the regular scientific presentations, Heads of Departments of Computer Engineering Council (and other related departments) will meet to discuss the quality issues and problems in the computing field specifically the computing curricula in Turkish Universities as part of the 32rd Convention of the Assembly

Topology in Real-World Machine Learning and Data Analysis

Author : Kathryn Hess,Frédéric Chazal,Umberto Lupo
Publisher : Frontiers Media SA
Page : 229 pages
File Size : 54,6 Mb
Release : 2022-11-07
Category : Science
ISBN : 9782832504123

Get Book

Topology in Real-World Machine Learning and Data Analysis by Kathryn Hess,Frédéric Chazal,Umberto Lupo Pdf

Environmental Chemicals, the Human Microbiome, and Health Risk

Author : National Academies of Sciences, Engineering, and Medicine,Division on Earth and Life Studies,Board on Life Sciences,Board on Environmental Studies and Toxicology,Committee on Advancing Understanding of the Implications of Environmental-Chemical Interactions with the Human Microbiome
Publisher : National Academies Press
Page : 123 pages
File Size : 55,5 Mb
Release : 2018-03-01
Category : Science
ISBN : 9780309468695

Get Book

Environmental Chemicals, the Human Microbiome, and Health Risk by National Academies of Sciences, Engineering, and Medicine,Division on Earth and Life Studies,Board on Life Sciences,Board on Environmental Studies and Toxicology,Committee on Advancing Understanding of the Implications of Environmental-Chemical Interactions with the Human Microbiome Pdf

A great number of diverse microorganisms inhabit the human body and are collectively referred to as the human microbiome. Until recently, the role of the human microbiome in maintaining human health was not fully appreciated. Today, however, research is beginning to elucidate associations between perturbations in the human microbiome and human disease and the factors that might be responsible for the perturbations. Studies have indicated that the human microbiome could be affected by environmental chemicals or could modulate exposure to environmental chemicals. Environmental Chemicals, the Human Microbiome, and Health Risk presents a research strategy to improve our understanding of the interactions between environmental chemicals and the human microbiome and the implications of those interactions for human health risk. This report identifies barriers to such research and opportunities for collaboration, highlights key aspects of the human microbiome and its relation to health, describes potential interactions between environmental chemicals and the human microbiome, reviews the risk-assessment framework and reasons for incorporating chemicalâ€"microbiome interactions.

Human Microbiome

Author : Anonim
Publisher : BoD – Books on Demand
Page : 168 pages
File Size : 50,9 Mb
Release : 2021-06-16
Category : Medical
ISBN : 9781789848489

Get Book

Human Microbiome by Anonim Pdf

The book is mainly of interest to researchers in the field of the human microbiome. A lot of new useful knowledge can also be learned from this book by doctors who use scientific achievements for diagnosis and treatment, as well as postgraduate students who participate in research projects on the role of microbiota in pathophysiological processes. This book reflects current data on both methods of studying the microbiota and methods of its correction. Special attention is paid to the role of the microbiota in diseases such as stroke, cancer, autism, allergies, psoriasis, colitis, liver diseases, etc.; the mechanisms of interaction of the microbiota with drugs and natural products are considered. The scientific editors were happy to work on this book and hope that it will be useful to readers.

The Microbiome

Author : Anonim
Publisher : Academic Press
Page : 196 pages
File Size : 51,8 Mb
Release : 2020-10-23
Category : Science
ISBN : 9780128207987

Get Book

The Microbiome by Anonim Pdf

The Microbiome, Volume 176, assembles known facts and provides guidance for their implementation on topics relating to associations between the gut microbiome and personality traits, depression, anxiety, autism, schizophrenia, cognition, dementia and neurodegeneration. Additionally, this volume considers the influence of the maternal microbiome on brain development, with chapters covering Intervention, prevention, and the brain: prebiotics, probiotics, and fecal transplants, The microbiota-gut-brain axis: focus on the fundamental communication pathways, and Microbiome composition and locations. Provides a comprehensive review of the bidirectional interactions between gut microbes and the brain Includes data across the lifespan Focuses on microbiome related therapies with broad appeal within, and beyond, the medical and scientific community

Machine Learning and Network-Driven Integrative Genomics

Author : Mehdi Pirooznia,Richard S. Lee,Shizhong Han
Publisher : Frontiers Media SA
Page : 143 pages
File Size : 45,8 Mb
Release : 2021-04-29
Category : Science
ISBN : 9782889667253

Get Book

Machine Learning and Network-Driven Integrative Genomics by Mehdi Pirooznia,Richard S. Lee,Shizhong Han Pdf

Inflammation, Infection, and Microbiome in Cancers

Author : Jun Sun
Publisher : Springer Nature
Page : 513 pages
File Size : 51,9 Mb
Release : 2021-04-20
Category : Medical
ISBN : 9783030679514

Get Book

Inflammation, Infection, and Microbiome in Cancers by Jun Sun Pdf

This book offers a summary and discussion of the advances of inflammation and infection in various cancers. The authors cover the classically known virus infections in cancer, novel roles of other pathogens (e.g. bacteria and fungi), as well as biomarkers for diagnosis and therapy. Further, the chapters highlight the progress of immune therapy, stem cells and the role of the microbiome in the pathophysiology of cancers. Readers will gain insights into complex microbial communities, that inhabit most external human surfaces and play a key role in health and disease. Perturbations of host-microbe interactions often lead to altered host responses that can promote cancer development. Thus, this book highlights emerging roles of the microbiome in pathogenesis of cancers and outcome of therapy. The focus is on mechanistic concepts that underlie the complex relationships between host and microbes. Approaches that can inhibit infection, suppress chronic inflammation and reverse the dysbiosis are discussed, as a means for restoring the balance between host and microbes. This comprehensive work will be beneficial to researchers and students interested in infectious diseases, microbiome, and cancer as well as clinicians and general physiologists.

Machine Learning with SVM and Other Kernel Methods

Author : K.P. Soman,R. LOGANATHAN,V. AJAY
Publisher : PHI Learning Pvt. Ltd.
Page : 495 pages
File Size : 45,7 Mb
Release : 2009-02-02
Category : Computers
ISBN : 9788120334359

Get Book

Machine Learning with SVM and Other Kernel Methods by K.P. Soman,R. LOGANATHAN,V. AJAY Pdf

Support vector machines (SVMs) represent a breakthrough in the theory of learning systems. It is a new generation of learning algorithms based on recent advances in statistical learning theory. Designed for the undergraduate students of computer science and engineering, this book provides a comprehensive introduction to the state-of-the-art algorithm and techniques in this field. It covers most of the well known algorithms supplemented with code and data. One Class, Multiclass and hierarchical SVMs are included which will help the students to solve any pattern classification problems with ease and that too in Excel. KEY FEATURES  Extensive coverage of Lagrangian duality and iterative methods for optimization  Separate chapters on kernel based spectral clustering, text mining, and other applications in computational linguistics and speech processing  A chapter on latest sequential minimization algorithms and its modifications to do online learning  Step-by-step method of solving the SVM based classification problem in Excel.  Kernel versions of PCA, CCA and ICA The CD accompanying the book includes animations on solving SVM training problem in Microsoft EXCEL and by using SVMLight software . In addition, Matlab codes are given for all the formulations of SVM along with the data sets mentioned in the exercise section of each chapter.

Statistical and Computational Methods for Microbiome Multi-Omics Data

Author : Himel Mallick,Vanni Bucci,Lingling An
Publisher : Frontiers Media SA
Page : 170 pages
File Size : 53,7 Mb
Release : 2020-11-19
Category : Science
ISBN : 9782889660919

Get Book

Statistical and Computational Methods for Microbiome Multi-Omics Data by Himel Mallick,Vanni Bucci,Lingling An Pdf

This eBook is a collection of articles from a Frontiers Research Topic. Frontiers Research Topics are very popular trademarks of the Frontiers Journals Series: they are collections of at least ten articles, all centered on a particular subject. With their unique mix of varied contributions from Original Research to Review Articles, Frontiers Research Topics unify the most influential researchers, the latest key findings and historical advances in a hot research area! Find out more on how to host your own Frontiers Research Topic or contribute to one as an author by contacting the Frontiers Editorial Office: frontiersin.org/about/contact.

Statistical Analysis of Microbiome Data with R

Author : Yinglin Xia,Jun Sun,Ding-Geng Chen
Publisher : Springer
Page : 505 pages
File Size : 50,8 Mb
Release : 2018-10-06
Category : Computers
ISBN : 9789811315343

Get Book

Statistical Analysis of Microbiome Data with R by Yinglin Xia,Jun Sun,Ding-Geng Chen Pdf

This unique book addresses the statistical modelling and analysis of microbiome data using cutting-edge R software. It includes real-world data from the authors’ research and from the public domain, and discusses the implementation of R for data analysis step by step. The data and R computer programs are publicly available, allowing readers to replicate the model development and data analysis presented in each chapter, so that these new methods can be readily applied in their own research. The book also discusses recent developments in statistical modelling and data analysis in microbiome research, as well as the latest advances in next-generation sequencing and big data in methodological development and applications. This timely book will greatly benefit all readers involved in microbiome, ecology and microarray data analyses, as well as other fields of research.