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Biological Data Mining

2009-09-01 Computers
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Release : 2009-09-01
Genre : Computers
Kind : eBook
Book Rating : 855/5 ( reviews)

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Book Synopsis Biological Data Mining by : Jake Y. Chen

Download or read book Biological Data Mining written by Jake Y. Chen. This book was released on 2009-09-01. Available in PDF, EPUB and Kindle. Book excerpt: Like a data-guzzling turbo engine, advanced data mining has been powering post-genome biological studies for two decades. Reflecting this growth, Biological Data Mining presents comprehensive data mining concepts, theories, and applications in current biological and medical research. Each chapter is written by a distinguished team of interdisciplin

Biological Data Mining And Its Applications In Healthcare

2013-11-28 Science
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Release : 2013-11-28
Genre : Science
Kind : eBook
Book Rating : 023/5 ( reviews)

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Book Synopsis Biological Data Mining And Its Applications In Healthcare by : Xiaoli Li

Download or read book Biological Data Mining And Its Applications In Healthcare written by Xiaoli Li. This book was released on 2013-11-28. Available in PDF, EPUB and Kindle. Book excerpt: Biologists are stepping up their efforts in understanding the biological processes that underlie disease pathways in the clinical contexts. This has resulted in a flood of biological and clinical data from genomic and protein sequences, DNA microarrays, protein interactions, biomedical images, to disease pathways and electronic health records. To exploit these data for discovering new knowledge that can be translated into clinical applications, there are fundamental data analysis difficulties that have to be overcome. Practical issues such as handling noisy and incomplete data, processing compute-intensive tasks, and integrating various data sources, are new challenges faced by biologists in the post-genome era. This book will cover the fundamentals of state-of-the-art data mining techniques which have been designed to handle such challenging data analysis problems, and demonstrate with real applications how biologists and clinical scientists can employ data mining to enable them to make meaningful observations and discoveries from a wide array of heterogeneous data from molecular biology to pharmaceutical and clinical domains.

Biological Data Mining in Protein Interaction Networks

2009-05-31 Technology & Engineering
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Release : 2009-05-31
Genre : Technology & Engineering
Kind : eBook
Book Rating : 999/5 ( reviews)

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Book Synopsis Biological Data Mining in Protein Interaction Networks by : Li, Xiao-Li

Download or read book Biological Data Mining in Protein Interaction Networks written by Li, Xiao-Li. This book was released on 2009-05-31. Available in PDF, EPUB and Kindle. Book excerpt: "The goal of this book is to disseminate research results and best practices from cross-disciplinary researchers and practitioners interested in, and working on bioinformatics, data mining, and proteomics"--Provided by publisher.

Data Mining for Systems Biology

2019-08-04 Science
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Release : 2019-08-04
Genre : Science
Kind : eBook
Book Rating : 260/5 ( reviews)

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Book Synopsis Data Mining for Systems Biology by : Hiroshi Mamitsuka

Download or read book Data Mining for Systems Biology written by Hiroshi Mamitsuka. This book was released on 2019-08-04. Available in PDF, EPUB and Kindle. Book excerpt: This fully updated book collects numerous data mining techniques, reflecting the acceleration and diversity of the development of data-driven approaches to the life sciences. The first half of the volume examines genomics, particularly metagenomics and epigenomics, which promise to deepen our knowledge of genes and genomes, while the second half of the book emphasizes metabolism and the metabolome as well as relevant medicine-oriented subjects. Written for the highly successful Methods in Molecular Biology series, chapters include the kind of detail and expert implementation advice that is useful for getting optimal results. Authoritative and practical, Data Mining for Systems Biology: Methods and Protocols, Second Edition serves as an ideal resource for researchers of biology and relevant fields, such as medical, pharmaceutical, and agricultural sciences, as well as for the scientists and engineers who are working on developing data-driven techniques, such as databases, data sciences, data mining, visualization systems, and machine learning or artificial intelligence that now are central to the paradigm-altering discoveries being made with a higher frequency.

Biological Knowledge Discovery Handbook

2013-12-24 Computers
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Release : 2013-12-24
Genre : Computers
Kind : eBook
Book Rating : 118/5 ( reviews)

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Book Synopsis Biological Knowledge Discovery Handbook by : Mourad Elloumi

Download or read book Biological Knowledge Discovery Handbook written by Mourad Elloumi. This book was released on 2013-12-24. Available in PDF, EPUB and Kindle. Book excerpt: The first comprehensive overview of preprocessing, mining,and postprocessing of biological data Molecular biology is undergoing exponential growth in both thevolume and complexity of biological data—and knowledgediscovery offers the capacity to automate complex search and dataanalysis tasks. This book presents a vast overview of the mostrecent developments on techniques and approaches in the field ofbiological knowledge discovery and data mining (KDD)—providingin-depth fundamental and technical field information on the mostimportant topics encountered. Written by top experts, Biological Knowledge DiscoveryHandbook: Preprocessing, Mining, and Postprocessing of BiologicalData covers the three main phases of knowledge discovery (datapreprocessing, data processing—also known as datamining—and data postprocessing) and analyzes both verificationsystems and discovery systems. BIOLOGICAL DATA PREPROCESSING Part A: Biological Data Management Part B: Biological Data Modeling Part C: Biological Feature Extraction Part D Biological Feature Selection BIOLOGICAL DATA MINING Part E: Regression Analysis of Biological Data Part F Biological Data Clustering Part G: Biological Data Classification Part H: Association Rules Learning from Biological Data Part I: Text Mining and Application to Biological Data Part J: High-Performance Computing for Biological DataMining Combining sound theory with practical applications in molecularbiology, Biological Knowledge Discovery Handbook is idealfor courses in bioinformatics and biological KDD as well as forpractitioners and professional researchers in computer science,life science, and mathematics.

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