Biodata Mining and Visualization: Novel Approaches

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Author :
Publisher : World Scientific
ISBN 13 : 9812790381
Total Pages : 324 pages
Book Rating : 4.8/5 (127 download)

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Book Synopsis Biodata Mining and Visualization: Novel Approaches by :

Download or read book Biodata Mining and Visualization: Novel Approaches written by and published by World Scientific. This book was released on 2009 with total page 324 pages. Available in PDF, EPUB and Kindle. Book excerpt: "There is a lack of an exposition on interdisciplinary and innovative methods of data mining and visualization for biodata. This book fills the gap by introducing an interdisciplinary set of the most recent methods and references on novel techniques from artificial intelligence, data mining, engineering, pattern recognition, and ontological data mining fields that are applicable to bioinformatics. The latest novel approaches are explained in detail, their advantages and disadvantages are summarized, and pointers to the future development of new applications are given. By widening the pool from which biologists and bioinformaticians can adopt methods for biodata mining and visualization, computational data mining experts in nonbiological fields are also encouraged to utilize their expertise in order to contribute to the progress of computational biology, thus enhancing the collaboration between these two disciplines."--Publisher's website

Biodata Mining and Visualization

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Author :
Publisher : World Scientific Publishing Company Incorporated
ISBN 13 : 9789812790361
Total Pages : 307 pages
Book Rating : 4.7/5 (93 download)

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Book Synopsis Biodata Mining and Visualization by : Ilkka Havukkala

Download or read book Biodata Mining and Visualization written by Ilkka Havukkala and published by World Scientific Publishing Company Incorporated. This book was released on 2010 with total page 307 pages. Available in PDF, EPUB and Kindle. Book excerpt: There is a lack of an exposition on interdisciplinary and innovative methods of data mining and visualization for biodata. This book fills the gap by introducing an interdisciplinary set of the most recent methods and references on novel techniques from artificial intelligence, data mining, engineering, pattern recognition, and ontological data mining fields that are applicable to bioinformatics. The latest novel approaches are explained in detail, their advantages and disadvantages are summarized, and pointers to the future development of new applications are given. By widening the pool from which biologists and bioinformaticians can adopt methods for biodata mining and visualization, computational data mining experts in nonbiological fields are also encouraged to utilize their expertise in order to contribute to the progress of computational biology, thus enhancing the collaboration between these two disciplines.

Biodata Mining And Visualization: Novel Approaches

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Author :
Publisher : World Scientific Publishing Company
ISBN 13 : 9813107081
Total Pages : 324 pages
Book Rating : 4.8/5 (131 download)

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Book Synopsis Biodata Mining And Visualization: Novel Approaches by : Ilkka Havukkala

Download or read book Biodata Mining And Visualization: Novel Approaches written by Ilkka Havukkala and published by World Scientific Publishing Company. This book was released on 2010-06-23 with total page 324 pages. Available in PDF, EPUB and Kindle. Book excerpt: There is a lack of an exposition on interdisciplinary and innovative methods of data mining and visualization for biodata. This book fills the gap by introducing an interdisciplinary set of the most recent methods and references on novel techniques from artificial intelligence, data mining, engineering, pattern recognition, and ontological data mining fields that are applicable to bioinformatics. The latest novel approaches are explained in detail, their advantages and disadvantages are summarized, and pointers to the future development of new applications are given. By widening the pool from which biologists and bioinformaticians can adopt methods for biodata mining and visualization, computational data mining experts in nonbiological fields are also encouraged to utilize their expertise in order to contribute to the progress of computational biology, thus enhancing the collaboration between these two disciplines.

Handbook of Cluster Analysis

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Author :
Publisher : CRC Press
ISBN 13 : 1466551895
Total Pages : 753 pages
Book Rating : 4.4/5 (665 download)

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Book Synopsis Handbook of Cluster Analysis by : Christian Hennig

Download or read book Handbook of Cluster Analysis written by Christian Hennig and published by CRC Press. This book was released on 2015-12-16 with total page 753 pages. Available in PDF, EPUB and Kindle. Book excerpt: Handbook of Cluster Analysis provides a comprehensive and unified account of the main research developments in cluster analysis. Written by active, distinguished researchers in this area, the book helps readers make informed choices of the most suitable clustering approach for their problem and make better use of existing cluster analysis tools.The

Biological Knowledge Discovery Handbook

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Author :
Publisher : John Wiley & Sons
ISBN 13 : 1118853725
Total Pages : 1126 pages
Book Rating : 4.1/5 (188 download)

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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 and published by John Wiley & Sons. This book was released on 2015-02-04 with total page 1126 pages. 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 the volume and complexity of biological data and knowledge discovery offers the capacity to automate complex search and data analysis tasks. This book presents a vast overview of the most recent developments on techniques and approaches in the field of biological knowledge discovery and data mining (KDD) providing in-depth fundamental and technical field information on the most important topics encountered. Written by top experts, Biological Knowledge Discovery Handbook: Preprocessing, Mining, and Postprocessing of Biological Data covers the three main phases of knowledge discovery (data preprocessing, data processing also known as data mining and data postprocessing) and analyzes both verification systems 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 Data Mining Combining sound theory with practical applications in molecular biology, Biological Knowledge Discovery Handbook is ideal for courses in bioinformatics and biological KDD as well as for practitioners and professional researchers in computer science, life science, and mathematics.

Life Science Data Mining

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Publisher : World Scientific Publishing Company
ISBN 13 :
Total Pages : 392 pages
Book Rating : 4.E/5 ( download)

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Book Synopsis Life Science Data Mining by : Stephen T. C. Wong

Download or read book Life Science Data Mining written by Stephen T. C. Wong and published by World Scientific Publishing Company. This book was released on 2006 with total page 392 pages. Available in PDF, EPUB and Kindle. Book excerpt: This timely book identifies and highlights the latest data mining paradigms to analyze, combine, integrate, model and simulate vast amounts of heterogeneous multi-modal, multi-scale data for emerging real-world applications in life science.The cutting-edge topics presented include bio-surveillance, disease outbreak detection, high throughput bioimaging, drug screening, predictive toxicology, biosensors, and the integration of macro-scale bio-surveillance and environmental data with micro-scale biological data for personalized medicine. This collection of works from leading researchers in the field offers readers an exceptional start in these areas.

Genome Annotation

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Publisher : CRC Press
ISBN 13 : 1439841187
Total Pages : 255 pages
Book Rating : 4.4/5 (398 download)

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Book Synopsis Genome Annotation by : Jung Soh

Download or read book Genome Annotation written by Jung Soh and published by CRC Press. This book was released on 2016-04-19 with total page 255 pages. Available in PDF, EPUB and Kindle. Book excerpt: The success of individualized medicine, advanced crops, and new and sustainable energy sources requires thoroughly annotated genomic information and the integration of this information into a coherent model. A thorough overview of this field, Genome Annotation explores automated genome analysis and annotation from its origins to the challenges of next-generation sequencing data analysis. The book initially takes you through the last 16 years since the sequencing of the first complete microbial genome. It explains how current analysis strategies were developed, including sequencing strategies, statistical models, and early annotation systems. The authors then present visualization techniques for displaying integrated results as well as state-of-the-art annotation tools, including MAGPIE, Ensembl, Bluejay, and Galaxy. They also discuss the pipelines for the analysis and annotation of complex, next-generation DNA sequencing data. Each chapter includes references and pointers to relevant tools. As very few existing genome annotation pipelines are capable of dealing with the staggering amount of DNA sequence information, new strategies must be developed to accommodate the needs of today’s genome researchers. Covering this topic in detail, Genome Annotation provides you with the foundation and tools to tackle this challenging and evolving area. Suitable for both students new to the field and professionals who deal with genomic information in their work, the book offers two genome annotation systems on an accompanying CD-ROM.

Systems Medicine

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Publisher : Academic Press
ISBN 13 : 0128160780
Total Pages : 1571 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Systems Medicine by :

Download or read book Systems Medicine written by and published by Academic Press. This book was released on 2020-08-24 with total page 1571 pages. Available in PDF, EPUB and Kindle. Book excerpt: Technological advances in generated molecular and cell biological data are transforming biomedical research. Sequencing, multi-omics and imaging technologies are likely to have deep impact on the future of medical practice. In parallel to technological developments, methodologies to gather, integrate, visualize and analyze heterogeneous and large-scale data sets are needed to develop new approaches for diagnosis, prognosis and therapy. Systems Medicine: Integrative, Qualitative and Computational Approaches is an innovative, interdisciplinary and integrative approach that extends the concept of systems biology and the unprecedented insights that computational methods and mathematical modeling offer of the interactions and network behavior of complex biological systems, to novel clinically relevant applications for the design of more successful prognostic, diagnostic and therapeutic approaches. This 3 volume work features 132 entries from renowned experts in the fields and covers the tools, methods, algorithms and data analysis workflows used for integrating and analyzing multi-dimensional data routinely generated in clinical settings with the aim of providing medical practitioners with robust clinical decision support systems. Importantly the work delves into the applications of systems medicine in areas such as tumor systems biology, metabolic and cardiovascular diseases as well as immunology and infectious diseases amongst others. This is a fundamental resource for biomedical students and researchers as well as medical practitioners who need to need to adopt advances in computational tools and methods into the clinical practice. Encyclopedic coverage: ‘one-stop’ resource for access to information written by world-leading scholars in the field of Systems Biology and Systems Medicine, with easy cross-referencing of related articles to promote understanding and further research Authoritative: the whole work is authored and edited by recognized experts in the field, with a range of different expertise, ensuring a high quality standard Digitally innovative: Hyperlinked references and further readings, cross-references and diagrams/images will allow readers to easily navigate a wealth of information

Data Mining in Bioinformatics

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Author :
Publisher : Springer Science & Business Media
ISBN 13 : 9781852336714
Total Pages : 356 pages
Book Rating : 4.3/5 (367 download)

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Book Synopsis Data Mining in Bioinformatics by : Jason T. L. Wang

Download or read book Data Mining in Bioinformatics written by Jason T. L. Wang and published by Springer Science & Business Media. This book was released on 2005 with total page 356 pages. Available in PDF, EPUB and Kindle. Book excerpt: Written especially for computer scientists, all necessary biology is explained. Presents new techniques on gene expression data mining, gene mapping for disease detection, and phylogenetic knowledge discovery.

Methods in Biomedical Informatics

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Publisher : Academic Press
ISBN 13 : 0124016847
Total Pages : 589 pages
Book Rating : 4.1/5 (24 download)

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Book Synopsis Methods in Biomedical Informatics by : Indra Neil Sarkar

Download or read book Methods in Biomedical Informatics written by Indra Neil Sarkar and published by Academic Press. This book was released on 2013-09-03 with total page 589 pages. Available in PDF, EPUB and Kindle. Book excerpt: Beginning with a survey of fundamental concepts associated with data integration, knowledge representation, and hypothesis generation from heterogeneous data sets, Methods in Biomedical Informatics provides a practical survey of methodologies used in biological, clinical, and public health contexts. These concepts provide the foundation for more advanced topics like information retrieval, natural language processing, Bayesian modeling, and learning classifier systems. The survey of topics then concludes with an exposition of essential methods associated with engineering, personalized medicine, and linking of genomic and clinical data. Within an overall context of the scientific method, Methods in Biomedical Informatics provides a practical coverage of topics that is specifically designed for: (1) domain experts seeking an understanding of biomedical informatics approaches for addressing specific methodological needs; or (2) biomedical informaticians seeking an approachable overview of methodologies that can be used in scenarios germane to biomedical research. - Contributors represent leading biomedical informatics experts: individuals who have demonstrated effective use of biomedical informatics methodologies in the real-world, high-quality biomedical applications - Material is presented as a balance between foundational coverage of core topics in biomedical informatics with practical "in-the-trenches" scenarios. - Contains appendices that function as primers on: (1) Unix; (2) Ruby; (3) Databases; and (4) Web Services.

WALCOM: Algorithms and Computation

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Author :
Publisher : Springer Nature
ISBN 13 : 9819705665
Total Pages : 449 pages
Book Rating : 4.8/5 (197 download)

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Book Synopsis WALCOM: Algorithms and Computation by : Ryuhei Uehara

Download or read book WALCOM: Algorithms and Computation written by Ryuhei Uehara and published by Springer Nature. This book was released on with total page 449 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Recent Progress in Data Engineering and Internet Technology

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Publisher : Springer Science & Business Media
ISBN 13 : 3642287980
Total Pages : 518 pages
Book Rating : 4.6/5 (422 download)

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Book Synopsis Recent Progress in Data Engineering and Internet Technology by : Ford Lumban Gaol

Download or read book Recent Progress in Data Engineering and Internet Technology written by Ford Lumban Gaol and published by Springer Science & Business Media. This book was released on 2012-03-31 with total page 518 pages. Available in PDF, EPUB and Kindle. Book excerpt: The latest inventions in internet technology influence most of business and daily activities. Internet security, internet data management, web search, data grids, cloud computing, and web-based applications play vital roles, especially in business and industry, as more transactions go online and mobile. Issues related to ubiquitous computing are becoming critical. Internet technology and data engineering should reinforce efficiency and effectiveness of business processes. These technologies should help people make better and more accurate decisions by presenting necessary information and possible consequences for the decisions. Intelligent information systems should help us better understand and manage information with ubiquitous data repository and cloud computing. This book is a compilation of some recent research findings in Internet Technology and Data Engineering. This book provides state-of-the-art accounts in computational algorithms/tools, database management and database technologies, intelligent information systems, data engineering applications, internet security, internet data management, web search, data grids, cloud computing, web-based application, and other related topics.

Protein-Protein Interactions in Human Disease, Part A

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Publisher : Academic Press
ISBN 13 : 0128143452
Total Pages : 290 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Protein-Protein Interactions in Human Disease, Part A by :

Download or read book Protein-Protein Interactions in Human Disease, Part A written by and published by Academic Press. This book was released on 2018-02-03 with total page 290 pages. Available in PDF, EPUB and Kindle. Book excerpt: Protein-Protein Interactions in Human Disease, Part A, Volume 110 aims to promote further research and development in the protein interaction network as a means to not only identify the critical proteins involved in the etiology of human diseases, but also identify new protein targets for drug development. Sections cover such topics as protein-protein interaction modulators for epigenetic therapies, intrinsic disorder, protein-protein interactions and disease, targeting protein-protein interactions in the ubiquitin-proteasome pathway, the proteomics of occupational diseases, and computational methods in predicting the impact of SNPs in protein-protein network, amongst other topics. - Describes advances in the application of powerful techniques in studying and analyzing protein-protein interactions - Targeted to a wide audience of researchers, specialists and students - Written by authorities in their field - Includes information that is well supported by a number of high quality illustrations, figures and tables

Metabolomics

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Publisher : CRC Press
ISBN 13 : 1498725279
Total Pages : 276 pages
Book Rating : 4.4/5 (987 download)

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Book Synopsis Metabolomics by : Ron Wehrens

Download or read book Metabolomics written by Ron Wehrens and published by CRC Press. This book was released on 2019-08-19 with total page 276 pages. Available in PDF, EPUB and Kindle. Book excerpt: Metabolomics is the scientific study of the chemical processes in a living system, environment and nutrition. It is a relatively new omics science, but the potential applications are wide, including medicine, personalized medicine and intervention studies, food and nutrition, plants, agriculture and environmental science. The topics presented and discussed in this book are based on the European Molecular Biology Organization (EMBO) practical courses in metabolomics bioinformatics taught to those working in the field, from masters to postgraduate students, PhDs, postdoctoral and early PIs. The book covers the basics and fundamentals of data acquisition and analytical technologies, but the primary focus is data handling and data analysis. The mentioning and usage of a particular data analysis tool has been avoided; rather, the focus is on the concepts and principles of data processing and analysis. The material has been class-tested and includes lots of examples, computing and exercises. Key Features: Provides an overview of qualitative /quantitative methods in metabolomics Offers an introduction to the key concepts of metabolomics, including experimental design and technology Covers data handling, processing, analysis, data standards and sharing Contains lots of examples to illustrate the topics Includes contributions from some of the leading researchers in the field of metabolomics with extensive teaching experiences

The Oxford Handbook of Archaeological Network Research

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Publisher : Oxford University Press
ISBN 13 : 0198854269
Total Pages : 737 pages
Book Rating : 4.1/5 (988 download)

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Book Synopsis The Oxford Handbook of Archaeological Network Research by : Tom Brughmans

Download or read book The Oxford Handbook of Archaeological Network Research written by Tom Brughmans and published by Oxford University Press. This book was released on 2024-01-12 with total page 737 pages. Available in PDF, EPUB and Kindle. Book excerpt: Network research has recently been adopted as one of the tools of the trade in archaeology, used to study a wide range of topics: interactions between island communities, movements through urban spaces, visibility in past landscapes, material culture similarity, exchange, and much more. This Handbook is the first authoritative reference work for archaeological network research, featuring current topical trends and covering the archaeological application of network methods and theories. This is elaborately demonstrated through substantive topics and case studies drawn from a breadth of periods and cultures in world archaeology. It highlights and further develops the unique contributions made by archaeological research to network science, especially concerning the development of spatial and material culture network methods and approaches to studying long-term network change. This is the go-to resource for students and scholars wishing to explore how network science can be applied in archaeology through an up-to-date overview of the field.

Bioinformatics and Biomarker Discovery

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Publisher : John Wiley & Sons
ISBN 13 : 111996430X
Total Pages : 206 pages
Book Rating : 4.1/5 (199 download)

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Book Synopsis Bioinformatics and Biomarker Discovery by : Francisco Azuaje

Download or read book Bioinformatics and Biomarker Discovery written by Francisco Azuaje and published by John Wiley & Sons. This book was released on 2011-08-24 with total page 206 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is designed to introduce biologists, clinicians and computational researchers to fundamental data analysis principles, techniques and tools for supporting the discovery of biomarkers and the implementation of diagnostic/prognostic systems. The focus of the book is on how fundamental statistical and data mining approaches can support biomarker discovery and evaluation, emphasising applications based on different types of "omic" data. The book also discusses design factors, requirements and techniques for disease screening, diagnostic and prognostic applications. Readers are provided with the knowledge needed to assess the requirements, computational approaches and outputs in disease biomarker research. Commentaries from guest experts are also included, containing detailed discussions of methodologies and applications based on specific types of "omic" data, as well as their integration. Covers the main range of data sources currently used for biomarker discovery Covers the main range of data sources currently used for biomarker discovery Puts emphasis on concepts, design principles and methodologies that can be extended or tailored to more specific applications Offers principles and methods for assessing the bioinformatic/biostatistic limitations, strengths and challenges in biomarker discovery studies Discusses systems biology approaches and applications Includes expert chapter commentaries to further discuss relevance of techniques, summarize biological/clinical implications and provide alternative interpretations

Data-Driven Modeling of Cyber-Physical Systems using Side-Channel Analysis

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Author :
Publisher : Springer Nature
ISBN 13 : 3030379620
Total Pages : 240 pages
Book Rating : 4.0/5 (33 download)

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Book Synopsis Data-Driven Modeling of Cyber-Physical Systems using Side-Channel Analysis by : Sujit Rokka Chhetri

Download or read book Data-Driven Modeling of Cyber-Physical Systems using Side-Channel Analysis written by Sujit Rokka Chhetri and published by Springer Nature. This book was released on 2020-02-08 with total page 240 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a new perspective on modeling cyber-physical systems (CPS), using a data-driven approach. The authors cover the use of state-of-the-art machine learning and artificial intelligence algorithms for modeling various aspect of the CPS. This book provides insight on how a data-driven modeling approach can be utilized to take advantage of the relation between the cyber and the physical domain of the CPS to aid the first-principle approach in capturing the stochastic phenomena affecting the CPS. The authors provide practical use cases of the data-driven modeling approach for securing the CPS, presenting novel attack models, building and maintaining the digital twin of the physical system. The book also presents novel, data-driven algorithms to handle non- Euclidean data. In summary, this book presents a novel perspective for modeling the CPS.