Sequential Approaches To Three Way Data Analytics

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Sequential Approaches to Three-Way Data Analytics

Author : Mengjun Hu
Publisher :
ISBN 13 :
Total Pages : 0 pages
Book Rating : 4.:/5 (133 download)

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Book Synopsis Sequential Approaches to Three-Way Data Analytics by : Mengjun Hu

Download or read book Sequential Approaches to Three-Way Data Analytics written by Mengjun Hu and published by . This book was released on 2019 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Data analytics is a process to discover useful information in data, draw valuable conclusions, and help users make wise decisions. In most occasions, the conclusions can be formally represented as decision rules in which the left-hand-sides describe conditions and the right-hand-sides give decisions. Ideally, given particular conditions and decisions, the decision rules are expected to indicate definite answers of yes or no. However, definite answers may not be easy to give due to incompleteness, uncertainty, and errors. In such situations, forcing to give definite answers may result in significant mistakes. Instead of bipolar options, a theory of three-way decision allows a third in-the-middle option. This idea moves us from yes/no to yes/maybe/no, from positive/negative to positive/neutral/negative, and from white/black to white/grey/black. The in-the-middle option appropriately handles uncertainty, which makes decisions more flexible and reliable. Three-way data analytics applies thinking in threes with its two stages, namely, data preparation and data analysis. For data preparation, we may have three-way data and feature selection, three-way data visualization, and many others. For data analysis, thinking in threes can be applied on various occasions, such as three-way classification, three-way clustering, and three-way recommendation. This thesis investigates sequential approaches to three-way data analytics, particularly regarding classification-related problems. I start from a specific model of three-way classification with rough set theory, where structured approximations are i proposed to learn three-way classification rules. Acceptance and rejection rules classify positive and negative instances of a class, respectively. Non-commitment rules allow users to make no definite decision in the case of insufficient information. The model is studied in a qualitative setting with both complete and incomplete information. Moving from qualitative to quantitative, I investigate the properties of quantitative subsethood measures in formulating certain quantitative rough set models. Going beyond rough set theory, I propose a general framework of sequential three-way classification where non-commitment rules are subsequently refined. The framework is examined with four specific modes, which demonstrates its usefulness in modelling uncertainty under different circumstances. From complete information to incomplete and uncertain information, the proposed approaches provide meaningful, practical, and reliable ways to draw valuable conclusions from data.

Performance Dashboards

Author : Wayne W. Eckerson
Publisher : John Wiley & Sons
ISBN 13 : 0471757659
Total Pages : 321 pages
Book Rating : 4.4/5 (717 download)

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Book Synopsis Performance Dashboards by : Wayne W. Eckerson

Download or read book Performance Dashboards written by Wayne W. Eckerson and published by John Wiley & Sons. This book was released on 2005-10-27 with total page 321 pages. Available in PDF, EPUB and Kindle. Book excerpt: Tips, techniques, and trends on how to use dashboard technology to optimize business performance Business performance management is a hot new management discipline that delivers tremendous value when supported by information technology. Through case studies and industry research, this book shows how leading companies are using performance dashboards to execute strategy, optimize business processes, and improve performance. Wayne W. Eckerson (Hingham, MA) is the Director of Research for The Data Warehousing Institute (TDWI), the leading association of business intelligence and data warehousing professionals worldwide that provide high-quality, in-depth education, training, and research. He is a columnist for SearchCIO.com, DM Review, Application Development Trends, the Business Intelligence Journal, and TDWI Case Studies & Solution.

Computational Methods for Next Generation Sequencing Data Analysis

Author : Ion Mandoiu
Publisher : John Wiley & Sons
ISBN 13 : 1118169484
Total Pages : 460 pages
Book Rating : 4.1/5 (181 download)

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Book Synopsis Computational Methods for Next Generation Sequencing Data Analysis by : Ion Mandoiu

Download or read book Computational Methods for Next Generation Sequencing Data Analysis written by Ion Mandoiu and published by John Wiley & Sons. This book was released on 2016-10-03 with total page 460 pages. Available in PDF, EPUB and Kindle. Book excerpt: Introduces readers to core algorithmic techniques for next-generation sequencing (NGS) data analysis and discusses a wide range of computational techniques and applications This book provides an in-depth survey of some of the recent developments in NGS and discusses mathematical and computational challenges in various application areas of NGS technologies. The 18 chapters featured in this book have been authored by bioinformatics experts and represent the latest work in leading labs actively contributing to the fast-growing field of NGS. The book is divided into four parts: Part I focuses on computing and experimental infrastructure for NGS analysis, including chapters on cloud computing, modular pipelines for metabolic pathway reconstruction, pooling strategies for massive viral sequencing, and high-fidelity sequencing protocols. Part II concentrates on analysis of DNA sequencing data, covering the classic scaffolding problem, detection of genomic variants, including insertions and deletions, and analysis of DNA methylation sequencing data. Part III is devoted to analysis of RNA-seq data. This part discusses algorithms and compares software tools for transcriptome assembly along with methods for detection of alternative splicing and tools for transcriptome quantification and differential expression analysis. Part IV explores computational tools for NGS applications in microbiomics, including a discussion on error correction of NGS reads from viral populations, methods for viral quasispecies reconstruction, and a survey of state-of-the-art methods and future trends in microbiome analysis. Computational Methods for Next Generation Sequencing Data Analysis: Reviews computational techniques such as new combinatorial optimization methods, data structures, high performance computing, machine learning, and inference algorithms Discusses the mathematical and computational challenges in NGS technologies Covers NGS error correction, de novo genome transcriptome assembly, variant detection from NGS reads, and more This text is a reference for biomedical professionals interested in expanding their knowledge of computational techniques for NGS data analysis. The book is also useful for graduate and post-graduate students in bioinformatics.

Next-Generation Sequencing Data Analysis

Author : Xinkun Wang
Publisher : CRC Press
ISBN 13 : 1000897192
Total Pages : 435 pages
Book Rating : 4.0/5 (8 download)

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Book Synopsis Next-Generation Sequencing Data Analysis by : Xinkun Wang

Download or read book Next-Generation Sequencing Data Analysis written by Xinkun Wang and published by CRC Press. This book was released on 2023-07-06 with total page 435 pages. Available in PDF, EPUB and Kindle. Book excerpt: RNA-seq: both bulk and single-cell (separate chapters) Genotyping and variant discovery through whole genome/exome sequencing Clinical sequencing and detection of actionable variants De novo genome assembly ChIP-seq to map protein-DNA interactions Epigenomics through DNA methylation sequencing Metagenome sequencing for microbiome analysis

Social Sequence Analysis

Author : Benjamin Cornwell
Publisher : Cambridge University Press
ISBN 13 : 1316368866
Total Pages : 339 pages
Book Rating : 4.3/5 (163 download)

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Book Synopsis Social Sequence Analysis by : Benjamin Cornwell

Download or read book Social Sequence Analysis written by Benjamin Cornwell and published by Cambridge University Press. This book was released on 2015-08-06 with total page 339 pages. Available in PDF, EPUB and Kindle. Book excerpt: Social sequence analysis includes a diverse and rapidly growing body of methods that social scientists have developed to help study complex ordered social processes, including chains of transitions, trajectories and other ordered phenomena. Social sequence analysis is not limited by content or time scale and can be used in many different fields, including sociology, communication, information science and psychology. Social Sequence Analysis aims to bring together both foundational and recent theoretical and methodological work on social sequences from the last thirty years. A unique reference book for a new generation of social scientists, this book will aid demographers who study life-course trajectories and family histories, sociologists who study career paths or work/family schedules, communication scholars and micro-sociologists who study conversation, interaction structures and small-group dynamics, as well as social epidemiologists.

Criminal Justice and Criminology Research Methods

Author : Peter Kraska
Publisher : Routledge
ISBN 13 : 0429651902
Total Pages : 547 pages
Book Rating : 4.4/5 (296 download)

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Book Synopsis Criminal Justice and Criminology Research Methods by : Peter Kraska

Download or read book Criminal Justice and Criminology Research Methods written by Peter Kraska and published by Routledge. This book was released on 2020-12-30 with total page 547 pages. Available in PDF, EPUB and Kindle. Book excerpt: Criminal Justice and Criminology Research Methods, Third Edition, is an accessible and engaging text that offers balanced coverage of a full range of contemporary research methods. Filled with gritty criminal justice and criminology examples including policing, corrections, evaluation research, forensics, feminist studies, juvenile justice, crime theory, and criminal justice theory, this new edition demonstrates how research is relevant to the field and what tools are needed to actually conduct that research. Kraska, Brent, and Neuman write in a pedagogically friendly style yet without sacrificing rigor, offering balanced coverage of qualitative, quantitative, and mixed methods. With its exploration of the thinking behind science and its cutting-edge content, the text goes beyond the nuts and bolts to teach students how to competently critique as well as create research-based knowledge. This book is suitable for undergraduate and early graduate students in US and global Criminology, Criminal Justice, and Justice Studies programs, as well as for senior scholars concerned with incorporating the latest mixed-methods approaches into their research.

Algorithms for Next-Generation Sequencing Data

Author : Mourad Elloumi
Publisher : Springer
ISBN 13 : 3319598260
Total Pages : 356 pages
Book Rating : 4.3/5 (195 download)

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Book Synopsis Algorithms for Next-Generation Sequencing Data by : Mourad Elloumi

Download or read book Algorithms for Next-Generation Sequencing Data written by Mourad Elloumi and published by Springer. This book was released on 2017-09-18 with total page 356 pages. Available in PDF, EPUB and Kindle. Book excerpt: The 14 contributed chapters in this book survey the most recent developments in high-performance algorithms for NGS data, offering fundamental insights and technical information specifically on indexing, compression and storage; error correction; alignment; and assembly. The book will be of value to researchers, practitioners and students engaged with bioinformatics, computer science, mathematics, statistics and life sciences.

Methods for Single-Cell and Microbiome Sequencing Data

Author : Himel Mallick
Publisher : Frontiers Media SA
ISBN 13 : 2889762807
Total Pages : 129 pages
Book Rating : 4.8/5 (897 download)

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Book Synopsis Methods for Single-Cell and Microbiome Sequencing Data by : Himel Mallick

Download or read book Methods for Single-Cell and Microbiome Sequencing Data written by Himel Mallick and published by Frontiers Media SA. This book was released on 2022-05-31 with total page 129 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Sequence Analysis and Related Approaches

Author : Matthias Studer
Publisher :
ISBN 13 : 9781013273841
Total Pages : 298 pages
Book Rating : 4.2/5 (738 download)

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Book Synopsis Sequence Analysis and Related Approaches by : Matthias Studer

Download or read book Sequence Analysis and Related Approaches written by Matthias Studer and published by . This book was released on 2020-10-08 with total page 298 pages. Available in PDF, EPUB and Kindle. Book excerpt: This open access book provides innovative methods and original applications of sequence analysis (SA) and related methods for analysing longitudinal data describing life trajectories such as professional careers, family paths, the succession of health statuses, or the time use. The applications as well as the methodological contributions proposed in this book pay special attention to the combined use of SA and other methods for longitudinal data such as event history analysis, Markov modelling, and sequence network. The methodological contributions in this book include among others original propositions for measuring the precarity of work trajectories, Markov-based methods for clustering sequences, fuzzy and monothetic clustering of sequences, network-based SA, joint use of SA and hidden Markov models, and of SA and survival models. The applications cover the comparison of gendered occupational trajectories in Germany, the study of the changes in women market participation in Denmark, the study of typical day of dual-earner couples in Italy, of mobility patterns in Togo, of internet addiction in Switzerland, and of the quality of employment career after a first unemployment spell. As such this book provides a wealth of information for social scientists interested in quantitative life course analysis, and all those working in sociology, demography, economics, health, psychology, social policy, and statistics.; Provides new perspectives and methods for sequence analysis Focusses on the link between sequence analysis and other methods for longitudinal data, especially event history analysis and Markov models Stresses the complementarity of sequence analysis and other models for longitudinal data Applications of sequence analysis in a whole range of different domains This work was published by Saint Philip Street Press pursuant to a Creative Commons license permitting commercial use. All rights not granted by the work's license are retained by the author or authors.

Cambridge Handbook of Routine Dynamics

Author : Martha S. Feldman
Publisher :
ISBN 13 : 1108834477
Total Pages : 565 pages
Book Rating : 4.1/5 (88 download)

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Book Synopsis Cambridge Handbook of Routine Dynamics by : Martha S. Feldman

Download or read book Cambridge Handbook of Routine Dynamics written by Martha S. Feldman and published by . This book was released on 2021-12-16 with total page 565 pages. Available in PDF, EPUB and Kindle. Book excerpt: A comprehensive introduction and overview of research in Routine Dynamics written by the central researchers in the field.

Computer Analysis of Sequence Data Part II

Author : Annette M. Griffin
Publisher : Springer Science & Business Media
ISBN 13 : 159259512X
Total Pages : 434 pages
Book Rating : 4.5/5 (925 download)

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Book Synopsis Computer Analysis of Sequence Data Part II by : Annette M. Griffin

Download or read book Computer Analysis of Sequence Data Part II written by Annette M. Griffin and published by Springer Science & Business Media. This book was released on 2008-02-02 with total page 434 pages. Available in PDF, EPUB and Kindle. Book excerpt: DNA sequencing has become increasingly efficient over the years, resulting in an enormous increase in the amount of data gener ated. In recent years, the focus of sequencing has shifted, from being the endpoint of a project, to being a starting point. This is especially true for such major initiatives as the human genome project, where vast tracts of DNA of unknown function are sequenced. This sheer volume of available data makes advanced computer methods essen tial to analysis, and a familiarity with computers and sequence analy sis software a vital requirement for the researcher involved with DNA sequencing. Even for nonsequencers, a familiarity with sequence analysis software can be important. For instance, gene sequences already present in the databases can be extremely useful in the design of cloning and genetic manipulation experiments. This two-part work on Computer Analysis of Sequence Data is designed to be a practical aid to the researcher who uses computers for the acquisition, storage, or analysis of nucleic acid (and/or pro tein) sequences. Each chapter is written such that a competent scien tist with basic computer literacy can carry out the procedure successfully at the first attempt by simply following the detailed prac tical instructions that have been described by the author. A Notes section, which is included at the end of each chapter, provides advice on overcoming the common problems and pitfalls sometimes encoun tered by users of the sequence analysis software.

Rough Sets

Author : Andrea Campagner
Publisher : Springer Nature
ISBN 13 : 3031509595
Total Pages : 686 pages
Book Rating : 4.0/5 (315 download)

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Book Synopsis Rough Sets by : Andrea Campagner

Download or read book Rough Sets written by Andrea Campagner and published by Springer Nature. This book was released on 2024-01-31 with total page 686 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the International Joint Conference on Rough Sets, IJCRS 2023, held in Krakow, Poland, during October 5–8, 2023. The 43 full papers included in this book were carefully reviewed and selected from 83 submissions. They were organized in topical sections as follows: Rough Set Models, Foundations, Three-way Decisions, Granular Models, Distances and Similarities, Hybrid Approaches, Applications, Cybersecurity and IoT.

Next Generation Sequencing and Data Analysis

Author : Melanie Kappelmann-Fenzl
Publisher : Springer Nature
ISBN 13 : 3030624900
Total Pages : 218 pages
Book Rating : 4.0/5 (36 download)

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Book Synopsis Next Generation Sequencing and Data Analysis by : Melanie Kappelmann-Fenzl

Download or read book Next Generation Sequencing and Data Analysis written by Melanie Kappelmann-Fenzl and published by Springer Nature. This book was released on 2021-05-04 with total page 218 pages. Available in PDF, EPUB and Kindle. Book excerpt: This textbook provides step-by-step protocols and detailed explanations for RNA Sequencing, ChIP-Sequencing and Epigenetic Sequencing applications. The reader learns how to perform Next Generation Sequencing data analysis, how to interpret and visualize the data, and acquires knowledge on the statistical background of the used software tools. Written for biomedical scientists and medical students, this textbook enables the end user to perform and comprehend various Next Generation Sequencing applications and their analytics without prior understanding in bioinformatics or computer sciences.

Advances in Data Science and Classification

Author : Alfredo Rizzi
Publisher : Springer Science & Business Media
ISBN 13 : 3642722539
Total Pages : 678 pages
Book Rating : 4.6/5 (427 download)

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Book Synopsis Advances in Data Science and Classification by : Alfredo Rizzi

Download or read book Advances in Data Science and Classification written by Alfredo Rizzi and published by Springer Science & Business Media. This book was released on 2013-03-08 with total page 678 pages. Available in PDF, EPUB and Kindle. Book excerpt: International Federation of Classification Societies The International Federation of Classification Societies (lFCS) is an agency for the dissemination of technical and scientific information concerning classification and multivariate data analysis in the broad sense and in as wide a range of applications as possible; founded in 1985 in Cambridge (UK) by the following Scientific Societies and Groups: - British Classification Society - BCS - Classification Society of North America - CSNA - Gesellschaft fUr Klassification - GfKI - Japanese Classification Society - JCS - Classification Group ofItalian Statistical Society - CGSIS - Societe Francophone de Classification - SFC Now the IFCS includes also the following Societies: - Dutch-Belgian Classification Society - VOC - Polish Classification Section - SKAD - Portuguese Classification Association - CLAD - Group at Large - Korean Classification Society - KCS IFCS-98, the Sixth Conference of the International Federation of Classification Societies, was held in Rome, from July 21 to 24, 1998. Five preceding conferences were held in Aachen (Germany), Charlottesville (USA), Edinburgh (UK), Paris (France), Kobe (Japan).

Research Methods for Education, second edition

Author : Peter Newby
Publisher : Routledge
ISBN 13 : 1317637151
Total Pages : 714 pages
Book Rating : 4.3/5 (176 download)

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Book Synopsis Research Methods for Education, second edition by : Peter Newby

Download or read book Research Methods for Education, second edition written by Peter Newby and published by Routledge. This book was released on 2014-07-11 with total page 714 pages. Available in PDF, EPUB and Kindle. Book excerpt: Research Methods for Education, Second Edition takes the student by the hand and guides them through the complex subject of research methods in an engaging, witty and clear way. The book covers the philosophical approaches and epistemology, as well as the practical aspects of research, such as designing questionnaires and presenting conclusions. Each chapter is split into 'Context' and 'Practice' and both sections are packed with exercises, examples and comparative international material from other educational contexts, Peter Newby's book is the student-friendly text which demystifies the research process with clarity and verve. Key features: -written in a clear and friendly manner to help students feel more confident dealing with the complexities of research and particularly useful for those new to research or less confident with numbers -a mixed methods approach, which doesn't simply prioritise quantitative or qualitative methods, allowing for greatest possible coverage contains guidance on analytic procedures that require more advanced tools such as SPSS and Minitab -many excellent international examples and case studies specifically from education, which breaks away from a parochial focus on UK education system.

Advanced Information Networking and Applications

Author : Leonard Barolli
Publisher : Springer Nature
ISBN 13 : 3030995844
Total Pages : 717 pages
Book Rating : 4.0/5 (39 download)

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Book Synopsis Advanced Information Networking and Applications by : Leonard Barolli

Download or read book Advanced Information Networking and Applications written by Leonard Barolli and published by Springer Nature. This book was released on 2022-03-30 with total page 717 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book covers the theory, design and applications of computer networks, distributed computing and information systems. Networks of today are going through a rapid evolution, and there are many emerging areas of information networking and their applications. Heterogeneous networking supported by recent technological advances in low-power wireless communications along with silicon integration of various functionalities such as sensing, communications, intelligence and actuations is emerging as a critically important disruptive computer class based on a new platform, networking structure and interface that enable novel, low-cost and high-volume applications. Several of such applications have been difficult to realize because of many interconnections problems. To fulfill their large range of applications, different kinds of networks need to collaborate, and wired and next generation wireless systems should be integrated in order to develop high-performance computing solutions to problems arising from the complexities of these networks. The aim of the book “Advanced Information Networking and Applications” is to provide the latest research findings, innovative research results, methods and development techniques from both theoretical and practical perspectives related to the emerging areas of information networking and applications.

Handbook of Data Analysis

Author : Melissa A Hardy
Publisher : SAGE
ISBN 13 : 1446203441
Total Pages : 729 pages
Book Rating : 4.4/5 (462 download)

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Book Synopsis Handbook of Data Analysis by : Melissa A Hardy

Download or read book Handbook of Data Analysis written by Melissa A Hardy and published by SAGE. This book was released on 2009-06-17 with total page 729 pages. Available in PDF, EPUB and Kindle. Book excerpt: ′This book provides an excellent reference guide to basic theoretical arguments, practical quantitative techniques and the methodologies that the majority of social science researchers are likely to require for postgraduate study and beyond′ - Environment and Planning ′The book provides researchers with guidance in, and examples of, both quantitative and qualitative modes of analysis, written by leading practitioners in the field. The editors give a persuasive account of the commonalities of purpose that exist across both modes, as well as demonstrating a keen awareness of the different things that each offers the practising researcher′ - Clive Seale, Brunel University ′With the appearance of this handbook, data analysts no longer have to consult dozens of disparate publications to carry out their work. The essential tools for an intelligent telling of the data story are offered here, in thirty chapters written by recognized experts. ′ - Michael Lewis-Beck, F Wendell Miller Distinguished Professor of Political Science, University of Iowa ′This is an excellent guide to current issues in the analysis of social science data. I recommend it to anyone who is looking for authoritative introductions to the state of the art. Each chapter offers a comprehensive review and an extensive bibliography and will be invaluable to researchers wanting to update themselves about modern developments′ - Professor Nigel Gilbert, Pro Vice-Chancellor and Professor of Sociology, University of Surrey This is a book that will rapidly be recognized as the bible for social researchers. It provides a first-class, reliable guide to the basic issues in data analysis, such as the construction of variables, the characterization of distributions and the notions of inference. Scholars and students can turn to it for teaching and applied needs with confidence. The book also seeks to enhance debate in the field by tackling more advanced topics such as models of change, causality, panel models and network analysis. Specialists will find much food for thought in these chapters. A distinctive feature of the book is the breadth of coverage. No other book provides a better one-stop survey of the field of data analysis. In 30 specially commissioned chapters the editors aim to encourage readers to develop an appreciation of the range of analytic options available, so they can choose a research problem and then develop a suitable approach to data analysis.