Data Analysis In Bi Partial Perspective Clustering And Beyond

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Data Analysis in Bi-partial Perspective: Clustering and Beyond

Author : Jan W. Owsiński
Publisher : Springer
ISBN 13 : 3030133893
Total Pages : 167 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis Data Analysis in Bi-partial Perspective: Clustering and Beyond by : Jan W. Owsiński

Download or read book Data Analysis in Bi-partial Perspective: Clustering and Beyond written by Jan W. Owsiński and published by Springer. This book was released on 2019-03-23 with total page 167 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents the bi-partial approach to data analysis, which is both uniquely general and enables the development of techniques for many data analysis problems, including related models and algorithms. It is based on adequate representation of the essential clustering problem: to group together the similar, and to separate the dissimilar. This leads to a general objective function and subsequently to a broad class of concrete implementations. Using this basis, a suboptimising procedure can be developed, together with a variety of implementations. This procedure has a striking affinity with the classical hierarchical merger algorithms, while also incorporating the stopping rule, based on the objective function. The approach resolves the cluster number issue, as the solutions obtained include both the content and the number of clusters. Further, it is demonstrated how the bi-partial principle can be effectively applied to a wide variety of problems in data analysis. The book offers a valuable resource for all data scientists who wish to broaden their perspective on basic approaches and essential problems, and to thus find answers to questions that are often overlooked or have yet to be solved convincingly. It is also intended for graduate students in the computer and data sciences, and will complement their knowledge and skills with fresh insights on problems that are otherwise treated in the standard “academic” manner.

Data Science Concepts and Techniques with Applications

Author : Usman Qamar
Publisher : Springer Nature
ISBN 13 : 3031174429
Total Pages : 492 pages
Book Rating : 4.0/5 (311 download)

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Book Synopsis Data Science Concepts and Techniques with Applications by : Usman Qamar

Download or read book Data Science Concepts and Techniques with Applications written by Usman Qamar and published by Springer Nature. This book was released on 2023-04-02 with total page 492 pages. Available in PDF, EPUB and Kindle. Book excerpt: This textbook comprehensively covers both fundamental and advanced topics related to data science. Data science is an umbrella term that encompasses data analytics, data mining, machine learning, and several other related disciplines. The chapters of this book are organized into three parts: The first part (chapters 1 to 3) is a general introduction to data science. Starting from the basic concepts, the book will highlight the types of data, its use, its importance and issues that are normally faced in data analytics, followed by presentation of a wide range of applications and widely used techniques in data science. The second part, which has been updated and considerably extended compared to the first edition, is devoted to various techniques and tools applied in data science. Its chapters 4 to 10 detail data pre-processing, classification, clustering, text mining, deep learning, frequent pattern mining, and regression analysis. Eventually, the third part (chapters 11 and 12) present a brief introduction to Python and R, the two main data science programming languages, and shows in a completely new chapter practical data science in the WEKA (Waikato Environment for Knowledge Analysis), an open-source tool for performing different machine learning and data mining tasks. An appendix explaining the basic mathematical concepts of data science completes the book. This textbook is suitable for advanced undergraduate and graduate students as well as for industrial practitioners who carry out research in data science. They both will not only benefit from the comprehensive presentation of important topics, but also from the many application examples and the comprehensive list of further readings, which point to additional publications providing more in-depth research results or provide sources for a more detailed description of related topics. "This book delivers a systematic, carefully thoughtful material on Data Science." from the Foreword by Witold Pedrycz, U Alberta, Canada.

Reverse Clustering

Author : Jan W. Owsiński
Publisher : Springer Nature
ISBN 13 : 3030693597
Total Pages : 117 pages
Book Rating : 4.0/5 (36 download)

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Book Synopsis Reverse Clustering by : Jan W. Owsiński

Download or read book Reverse Clustering written by Jan W. Owsiński and published by Springer Nature. This book was released on 2021-03-03 with total page 117 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents a new perspective on and a new approach to a wide spectrum of situations, related to data analysis, actually, a kind of a new paradigm. Namely, for a given data set and its partition, whose origins may be of any kind, the authors try to reconstruct this partition on the basis of the data set given, using very broadly conceived clustering procedure. The main advantages of this new paradigm concern the substantive aspects of the particular cases considered, mainly in view of the variety of interpretations, which can be assumed in the framework of the paradigm. Due to the novel problem formulation and the flexibility in the interpretations of this problem and its components, the domains, which are encompassed (or at least affected) by the potential use of the paradigm, include cluster analysis, classification, outlier detection, feature selection, and even factor analysis as well as geometry of the data set. The book is useful for all those who look for new, nonconventional approaches to their data analysis problems.

Analysing Web Traffic

Author : Agnieszka Jastrzębska
Publisher : Springer Nature
ISBN 13 : 3031325036
Total Pages : 173 pages
Book Rating : 4.0/5 (313 download)

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Book Synopsis Analysing Web Traffic by : Agnieszka Jastrzębska

Download or read book Analysing Web Traffic written by Agnieszka Jastrzębska and published by Springer Nature. This book was released on 2023-06-26 with total page 173 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents ample, richly illustrated account on results and experience from a project, dealing with the analysis of data concerning behavior patterns on the Web. The advertising on the Web is dealt with, and the ultimate issue is to assess the share of the artificial, automated activity (ads fraud), as opposed to the genuine human activity. After a comprehensive introductory part, a full-fledged report is provided from a wide range of analytic and design efforts, oriented at: the representation of the Web behavior patterns, formation and selection of telling variables, structuring of the populations of behavior patterns, including the use of clustering, classification of these patterns, and devising most effective and efficient techniques to separate the artificial from the genuine traffic. A series of important and useful conclusions is drawn, concerning both the nature of the observed phenomenon, and hence the characteristics of the respective datasets, and the appropriateness of the methodological approaches tried out and devised. Some of these observations and conclusions, both related to data and to methods employed, provide a new insight and are sometimes surprising. The book provides also a rich bibliography on the main problem approached and on the various methodologies tried out.

Decision Making and Decision Support in the Information Era

Author : Valentina Emilia Balas
Publisher : Springer Nature
ISBN 13 : 3031621581
Total Pages : 384 pages
Book Rating : 4.0/5 (316 download)

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Book Synopsis Decision Making and Decision Support in the Information Era by : Valentina Emilia Balas

Download or read book Decision Making and Decision Support in the Information Era written by Valentina Emilia Balas and published by Springer Nature. This book was released on with total page 384 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Digital Interaction and Machine Intelligence

Author : Cezary Biele
Publisher : Springer Nature
ISBN 13 : 3031114329
Total Pages : 306 pages
Book Rating : 4.0/5 (311 download)

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Book Synopsis Digital Interaction and Machine Intelligence by : Cezary Biele

Download or read book Digital Interaction and Machine Intelligence written by Cezary Biele and published by Springer Nature. This book was released on 2022-08-27 with total page 306 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is open access, which means that you have free and unlimited access. This book presents the Proceedings of the 9th Machine Intelligence and Digital Interaction Conference. Significant progress in the development of artificial intelligence (AI) and its wider use in many interactive products are quickly transforming further areas of our life, which results in the emergence of various new social phenomena. Many countries have been making efforts to understand these phenomena and find answers on how to put the development of artificial intelligence on the right track to support the common good of people and societies. These attempts require interdisciplinary actions, covering not only science disciplines involved in the development of artificial intelligence and human-computer interaction but also close cooperation between researchers and practitioners. For this reason, the main goal of the MIDI conference held on 9-10.12.2021 as a virtual event is to integrate two, until recently, independent fields of research in computer science: broadly understood artificial intelligence and human-technology interaction.

Beyond Business Analytics

Author : Eliezer Geisler
Publisher : Springer Nature
ISBN 13 : 3030437183
Total Pages : 228 pages
Book Rating : 4.0/5 (34 download)

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Book Synopsis Beyond Business Analytics by : Eliezer Geisler

Download or read book Beyond Business Analytics written by Eliezer Geisler and published by Springer Nature. This book was released on 2022-09-02 with total page 228 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book explores the role that data analysis plays in the managerial decision-making process. The author presents the notion of "beyond analytics," which proposes that through data collection managers evaluate patterns in business processes through models of cognitive representation, framing and modeling, and knowledge creation in businesses. The book focuses on how the massive amounts of business data can be reduced to manageable volumes, thus allowing managers to make informed decisions. Further, it relates beyond analytics to HR aspects of the business and succession planning. This book will inform organizational behavioral theorists how the management of data impacts the decision-making process in organizations.

Big Data Analytics Beyond Hadoop

Author : Vijay Srinivas Agneeswaran
Publisher : FT Press
ISBN 13 : 0133838250
Total Pages : 235 pages
Book Rating : 4.1/5 (338 download)

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Book Synopsis Big Data Analytics Beyond Hadoop by : Vijay Srinivas Agneeswaran

Download or read book Big Data Analytics Beyond Hadoop written by Vijay Srinivas Agneeswaran and published by FT Press. This book was released on 2014-05-15 with total page 235 pages. Available in PDF, EPUB and Kindle. Book excerpt: Master alternative Big Data technologies that can do what Hadoop can't: real-time analytics and iterative machine learning. When most technical professionals think of Big Data analytics today, they think of Hadoop. But there are many cutting-edge applications that Hadoop isn't well suited for, especially real-time analytics and contexts requiring the use of iterative machine learning algorithms. Fortunately, several powerful new technologies have been developed specifically for use cases such as these. Big Data Analytics Beyond Hadoop is the first guide specifically designed to help you take the next steps beyond Hadoop. Dr. Vijay Srinivas Agneeswaran introduces the breakthrough Berkeley Data Analysis Stack (BDAS) in detail, including its motivation, design, architecture, Mesos cluster management, performance, and more. He presents realistic use cases and up-to-date example code for: Spark, the next generation in-memory computing technology from UC Berkeley Storm, the parallel real-time Big Data analytics technology from Twitter GraphLab, the next-generation graph processing paradigm from CMU and the University of Washington (with comparisons to alternatives such as Pregel and Piccolo) Halo also offers architectural and design guidance and code sketches for scaling machine learning algorithms to Big Data, and then realizing them in real-time. He concludes by previewing emerging trends, including real-time video analytics, SDNs, and even Big Data governance, security, and privacy issues. He identifies intriguing startups and new research possibilities, including BDAS extensions and cutting-edge model-driven analytics. Big Data Analytics Beyond Hadoop is an indispensable resource for everyone who wants to reach the cutting edge of Big Data analytics, and stay there: practitioners, architects, programmers, data scientists, researchers, startup entrepreneurs, and advanced students.

Recent Applications in Data Clustering

Author : Harun Pirim
Publisher : BoD – Books on Demand
ISBN 13 : 178923526X
Total Pages : 250 pages
Book Rating : 4.7/5 (892 download)

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Book Synopsis Recent Applications in Data Clustering by : Harun Pirim

Download or read book Recent Applications in Data Clustering written by Harun Pirim and published by BoD – Books on Demand. This book was released on 2018-08-01 with total page 250 pages. Available in PDF, EPUB and Kindle. Book excerpt: Clustering has emerged as one of the more fertile fields within data analytics, widely adopted by companies, research institutions, and educational entities as a tool to describe similar/different groups. The book Recent Applications in Data Clustering aims to provide an outlook of recent contributions to the vast clustering literature that offers useful insights within the context of modern applications for professionals, academics, and students. The book spans the domains of clustering in image analysis, lexical analysis of texts, replacement of missing values in data, temporal clustering in smart cities, comparison of artificial neural network variations, graph theoretical approaches, spectral clustering, multiview clustering, and model-based clustering in an R package. Applications of image, text, face recognition, speech (synthetic and simulated), and smart city datasets are presented.

Beyond the Worst-Case Analysis of Algorithms

Author : Tim Roughgarden
Publisher : Cambridge University Press
ISBN 13 : 1108494315
Total Pages : 705 pages
Book Rating : 4.1/5 (84 download)

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Book Synopsis Beyond the Worst-Case Analysis of Algorithms by : Tim Roughgarden

Download or read book Beyond the Worst-Case Analysis of Algorithms written by Tim Roughgarden and published by Cambridge University Press. This book was released on 2021-01-14 with total page 705 pages. Available in PDF, EPUB and Kindle. Book excerpt: Introduces exciting new methods for assessing algorithms for problems ranging from clustering to linear programming to neural networks.

Customer Segmentation and Clustering Using SAS Enterprise Miner, Third Edition

Author : Randall S. Collica
Publisher : SAS Institute
ISBN 13 : 1629605298
Total Pages : 356 pages
Book Rating : 4.6/5 (296 download)

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Book Synopsis Customer Segmentation and Clustering Using SAS Enterprise Miner, Third Edition by : Randall S. Collica

Download or read book Customer Segmentation and Clustering Using SAS Enterprise Miner, Third Edition written by Randall S. Collica and published by SAS Institute. This book was released on 2017-03-23 with total page 356 pages. Available in PDF, EPUB and Kindle. Book excerpt: Résumé : A working guide that uses real-world data, this step-by-step resource will show you how to segment customers more intelligently and achieve the one-to-one customer relationship that your business needs. --

Data Science and Big Data Analytics

Author : EMC Education Services
Publisher : John Wiley & Sons
ISBN 13 : 1118876229
Total Pages : 432 pages
Book Rating : 4.1/5 (188 download)

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Book Synopsis Data Science and Big Data Analytics by : EMC Education Services

Download or read book Data Science and Big Data Analytics written by EMC Education Services and published by John Wiley & Sons. This book was released on 2014-12-19 with total page 432 pages. Available in PDF, EPUB and Kindle. Book excerpt: Data Science and Big Data Analytics is about harnessing the power of data for new insights. The book covers the breadth of activities and methods and tools that Data Scientists use. The content focuses on concepts, principles and practical applications that are applicable to any industry and technology environment, and the learning is supported and explained with examples that you can replicate using open-source software. This book will help you: Become a contributor on a data science team Deploy a structured lifecycle approach to data analytics problems Apply appropriate analytic techniques and tools to analyzing big data Learn how to tell a compelling story with data to drive business action Prepare for EMC Proven Professional Data Science Certification Get started discovering, analyzing, visualizing, and presenting data in a meaningful way today!

Review of Marketing Research

Author : Naresh K. Malhotra
Publisher : Emerald Group Publishing
ISBN 13 : 0857244760
Total Pages : 331 pages
Book Rating : 4.8/5 (572 download)

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Book Synopsis Review of Marketing Research by : Naresh K. Malhotra

Download or read book Review of Marketing Research written by Naresh K. Malhotra and published by Emerald Group Publishing. This book was released on 2010-12-02 with total page 331 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume provides case studies, analysis and frameworks, reviews key studies and techniques, offers theoretical explanations, identifies unanswered questions and research opportunities, and discusses significant managerial and policy implications as well as incorporating insights from multidisciplinary literatures in an integrative manner.

Big Data Beyond the Hype

Author : Zikopoulos
Publisher : McGraw-Hill/Osborne Media
ISBN 13 : 9780071844659
Total Pages : 392 pages
Book Rating : 4.8/5 (446 download)

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Book Synopsis Big Data Beyond the Hype by : Zikopoulos

Download or read book Big Data Beyond the Hype written by Zikopoulos and published by McGraw-Hill/Osborne Media. This book was released on 2014-11-10 with total page 392 pages. Available in PDF, EPUB and Kindle. Book excerpt: Big Data in a nutshell: It is the ability to retain, process, and understand data like never before. It can mean more data than what you are using today; but it can also mean different kinds of data, a venture into the unstructured world where most of today's data resides. In this book you will learn how cognitive computing systems, like IBM Watson, fit into the Big Data world. Learn about the concept of data-in-motion and InfoSphere Streams, the world's fastest and most flexible platform for streaming data. Capturing, storing, refining, transforming, governing, securing, and analyzing data are important topics also covered in this book.

Clustering for Data Mining

Author : Boris Mirkin
Publisher : CRC Press
ISBN 13 : 142003491X
Total Pages : 291 pages
Book Rating : 4.4/5 (2 download)

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Book Synopsis Clustering for Data Mining by : Boris Mirkin

Download or read book Clustering for Data Mining written by Boris Mirkin and published by CRC Press. This book was released on 2005-04-29 with total page 291 pages. Available in PDF, EPUB and Kindle. Book excerpt: Often considered more as an art than a science, the field of clustering has been dominated by learning through examples and by techniques chosen almost through trial-and-error. Even the most popular clustering methods--K-Means for partitioning the data set and Ward's method for hierarchical clustering--have lacked the theoretical attention that wou

Classification Literature Automated Search Service

Author :
Publisher :
ISBN 13 :
Total Pages : 138 pages
Book Rating : 4.0/5 ( download)

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Book Synopsis Classification Literature Automated Search Service by :

Download or read book Classification Literature Automated Search Service written by and published by . This book was released on 1988 with total page 138 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Bulletin of the Atomic Scientists

Author :
Publisher :
ISBN 13 :
Total Pages : 116 pages
Book Rating : 4./5 ( download)

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Book Synopsis Bulletin of the Atomic Scientists by :

Download or read book Bulletin of the Atomic Scientists written by and published by . This book was released on 1970-06 with total page 116 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Bulletin of the Atomic Scientists is the premier public resource on scientific and technological developments that impact global security. Founded by Manhattan Project Scientists, the Bulletin's iconic "Doomsday Clock" stimulates solutions for a safer world.