Advancement In Gene Set Analysis Gaining Insight From High Throughput Data
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Advancement In Gene Set Analysis Gaining Insight From High Throughput Data
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Author : Farhad Maleki
language : en
Publisher: Frontiers Media SA
Release Date : 2022-08-01
Advancement In Gene Set Analysis Gaining Insight From High Throughput Data written by Farhad Maleki 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 2022-08-01 with Science categories.
Statistical Inference From High Dimensional Data
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Author : Carlos Fernandez-Lozano
language : en
Publisher: MDPI
Release Date : 2021-04-28
Statistical Inference From High Dimensional Data written by Carlos Fernandez-Lozano and has been published by MDPI this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-04-28 with Science categories.
• Real-world problems can be high-dimensional, complex, and noisy • More data does not imply more information • Different approaches deal with the so-called curse of dimensionality to reduce irrelevant information • A process with multidimensional information is not necessarily easy to interpret nor process • In some real-world applications, the number of elements of a class is clearly lower than the other. The models tend to assume that the importance of the analysis belongs to the majority class and this is not usually the truth • The analysis of complex diseases such as cancer are focused on more-than-one dimensional omic data • The increasing amount of data thanks to the reduction of cost of the high-throughput experiments opens up a new era for integrative data-driven approaches • Entropy-based approaches are of interest to reduce the dimensionality of high-dimensional data
Systems Biology Of Cancer
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Author : Sam Thiagalingam
language : en
Publisher: Cambridge University Press
Release Date : 2015-04-09
Systems Biology Of Cancer written by Sam Thiagalingam and has been published by Cambridge University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-04-09 with Mathematics categories.
An overview of the current systems biology-based knowledge and the experimental approaches for deciphering the biological basis of cancer.
Soft Computing For Biological Systems
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Author : Hemant J. Purohit
language : en
Publisher: Springer
Release Date : 2018-02-19
Soft Computing For Biological Systems written by Hemant J. Purohit and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-02-19 with Science categories.
This book explains how the biological systems and their functions are driven by genetic information stored in the DNA, and their expression driven by different factors. The soft computing approach recognizes the different patterns in DNA sequence and try to assign the biological relevance with available information.The book also focuses on using the soft-computing approach to predict protein-protein interactions, gene expression and networks. The insights from these studies can be used in metagenomic data analysis and predicting artificial neural networks.
Advances In Knowledge Discovery And Data Mining Part Ii
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Author : Mohammed J. Zaki
language : en
Publisher: Springer
Release Date : 2010-05-29
Advances In Knowledge Discovery And Data Mining Part Ii written by Mohammed J. Zaki and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2010-05-29 with Computers categories.
This book constitutes the proceedings of the 14th Pacific-Asia Conference, PAKDD 2010, held in Hyderabad, India, in June 2010.
Statistical And Machine Learning Approaches For Network Analysis
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Author : Matthias Dehmer
language : en
Publisher: John Wiley & Sons
Release Date : 2012-06-26
Statistical And Machine Learning Approaches For Network Analysis written by Matthias Dehmer and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-06-26 with Mathematics categories.
Explore the multidisciplinary nature of complex networks through machine learning techniques Statistical and Machine Learning Approaches for Network Analysis provides an accessible framework for structurally analyzing graphs by bringing together known and novel approaches on graph classes and graph measures for classification. By providing different approaches based on experimental data, the book uniquely sets itself apart from the current literature by exploring the application of machine learning techniques to various types of complex networks. Comprised of chapters written by internationally renowned researchers in the field of interdisciplinary network theory, the book presents current and classical methods to analyze networks statistically. Methods from machine learning, data mining, and information theory are strongly emphasized throughout. Real data sets are used to showcase the discussed methods and topics, which include: A survey of computational approaches to reconstruct and partition biological networks An introduction to complex networks—measures, statistical properties, and models Modeling for evolving biological networks The structure of an evolving random bipartite graph Density-based enumeration in structured data Hyponym extraction employing a weighted graph kernel Statistical and Machine Learning Approaches for Network Analysis is an excellent supplemental text for graduate-level, cross-disciplinary courses in applied discrete mathematics, bioinformatics, pattern recognition, and computer science. The book is also a valuable reference for researchers and practitioners in the fields of applied discrete mathematics, machine learning, data mining, and biostatistics.
Advances In Bioinformatics
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Author : Vijai Singh
language : en
Publisher: Springer Nature
Release Date :
Advances In Bioinformatics written by Vijai 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 with categories.
Phospholipases In Physiology And Pathology
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Author : Sajal Chakraborti
language : en
Publisher: Elsevier
Release Date : 2023-08-01
Phospholipases In Physiology And Pathology written by Sajal Chakraborti and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-08-01 with Science categories.
Phospholipases in Physiology and Pathology presents a comprehensive overview on the physiology and pathology of phospholipases. This seven-volume set considers the biochemical and molecular mechanisms of normal and abnormal cell function upon dysregulation of phospholipases in different diseases. Volumes cover signal transduction mechanisms, implications in cancer, infectious diseases, neural diseases, cardiovascular diseases and other diseases, implications in inflammation, apoptosis, gene expression and non-coding RNAs, the role of natural and synthetic compounds, and stem cell therapies, nanotechnology-based therapies, and more. Together, these volumes give researchers critical insight on the mechanistic and therapeutic aspects of phospholipases. Discusses the biochemical and molecular mechanisms of normal and abnormal cell function in different disease processes Covers a wide range of basic and translational research appropriate for scientists engaged in studying the regulation of phospholipases from interdisciplinary perspectives Features state-of-the-art chapter contributions from international leaders in the field
Review Of The Department Of Energy S Genomics Gtl Program
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Author : National Research Council
language : en
Publisher: National Academies Press
Release Date : 2006-04-19
Review Of The Department Of Energy S Genomics Gtl Program written by National Research Council and has been published by National Academies Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2006-04-19 with Science categories.
The U.S. Department of Energy (DOE) promotes scientific and technological innovation to advance the national, economic, and energy security of the United States. Recognizing the potential of microorganisms to offer new energy alternatives and remediate environmental contamination, DOE initiated the Genomes to Life program, now called Genomics: GTL, in 2000. The program aims to develop a predictive understanding of microbial systems that can be used to engineer systems for bioenergy production and environmental remediation, and to understand carbon cycling and sequestration. This report provides an evaluation of the program and its infrastructure plan. Overall, the report finds that GTL's research has resulted in and promises to deliver many more scientific advancements that contribute to the achievement of DOE's goals. However, the DOE's current plan for building four independent facilities for protein production, molecular imaging, proteome analysis, and systems biology sequentially may not be the most cost-effective, efficient, and scientifically optimal way to provide this infrastructure. As an alternative, the report suggests constructing up to four institute-like facilities, each of which integrates the capabilities of all four of the originally planned facility types and focuses on one or two of DOE's mission goals. The alternative infrastructure plan could have an especially high ratio of scientific benefit to cost because the need for technology will be directly tied to the biology goals of the program.
Advances In Ai Based Tools For Personalized Cancer Diagnosis Prognosis And Treatment
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Author : Israel Tojal Da Silva
language : en
Publisher: Frontiers Media SA
Release Date : 2022-09-21
Advances In Ai Based Tools For Personalized Cancer Diagnosis Prognosis And Treatment written by Israel Tojal Da Silva 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 2022-09-21 with Science categories.