Visual Analytics For Spatiotemporal Cluster Analysis

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Visual Analytics for Data Scientists

Author : Natalia Andrienko
Publisher : Springer Nature
ISBN 13 : 3030561461
Total Pages : 440 pages
Book Rating : 4.0/5 (35 download)

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Book Synopsis Visual Analytics for Data Scientists by : Natalia Andrienko

Download or read book Visual Analytics for Data Scientists written by Natalia Andrienko and published by Springer Nature. This book was released on 2020-08-30 with total page 440 pages. Available in PDF, EPUB and Kindle. Book excerpt: This textbook presents the main principles of visual analytics and describes techniques and approaches that have proven their utility and can be readily reproduced. Special emphasis is placed on various instructive examples of analyses, in which the need for and the use of visualisations are explained in detail. The book begins by introducing the main ideas and concepts of visual analytics and explaining why it should be considered an essential part of data science methodology and practices. It then describes the general principles underlying the visual analytics approaches, including those on appropriate visual representation, the use of interactive techniques, and classes of computational methods. It continues with discussing how to use visualisations for getting aware of data properties that need to be taken into account and for detecting possible data quality issues that may impair the analysis. The second part of the book describes visual analytics methods and workflows, organised by various data types including multidimensional data, data with spatial and temporal components, data describing binary relationships, texts, images and video. For each data type, the specific properties and issues are explained, the relevant analysis tasks are discussed, and appropriate methods and procedures are introduced. The focus here is not on the micro-level details of how the methods work, but on how the methods can be used and how they can be applied to data. The limitations of the methods are also discussed and possible pitfalls are identified. The textbook is intended for students in data science and, more generally, anyone doing or planning to do practical data analysis. It includes numerous examples demonstrating how visual analytics techniques are used and how they can help analysts to understand the properties of data, gain insights into the subject reflected in the data, and build good models that can be trusted. Based on several years of teaching related courses at the City, University of London, the University of Bonn and TU Munich, as well as industry training at the Fraunhofer Institute IAIS and numerous summer schools, the main content is complemented by sample datasets and detailed, illustrated descriptions of exercises to practice applying visual analytics methods and workflows.

Urban Informatics

Author : Wenzhong Shi
Publisher : Springer Nature
ISBN 13 : 9811589836
Total Pages : 941 pages
Book Rating : 4.8/5 (115 download)

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Book Synopsis Urban Informatics by : Wenzhong Shi

Download or read book Urban Informatics written by Wenzhong Shi and published by Springer Nature. This book was released on 2021-04-06 with total page 941 pages. Available in PDF, EPUB and Kindle. Book excerpt: This open access book is the first to systematically introduce the principles of urban informatics and its application to every aspect of the city that involves its functioning, control, management, and future planning. It introduces new models and tools being developed to understand and implement these technologies that enable cities to function more efficiently – to become ‘smart’ and ‘sustainable’. The smart city has quickly emerged as computers have become ever smaller to the point where they can be embedded into the very fabric of the city, as well as being central to new ways in which the population can communicate and act. When cities are wired in this way, they have the potential to become sentient and responsive, generating massive streams of ‘big’ data in real time as well as providing immense opportunities for extracting new forms of urban data through crowdsourcing. This book offers a comprehensive review of the methods that form the core of urban informatics from various kinds of urban remote sensing to new approaches to machine learning and statistical modelling. It provides a detailed technical introduction to the wide array of tools information scientists need to develop the key urban analytics that are fundamental to learning about the smart city, and it outlines ways in which these tools can be used to inform design and policy so that cities can become more efficient with a greater concern for environment and equity.

Visual Analytics of Movement

Author : Gennady Andrienko
Publisher : Springer Science & Business Media
ISBN 13 : 3642375839
Total Pages : 394 pages
Book Rating : 4.6/5 (423 download)

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Book Synopsis Visual Analytics of Movement by : Gennady Andrienko

Download or read book Visual Analytics of Movement written by Gennady Andrienko and published by Springer Science & Business Media. This book was released on 2013-09-20 with total page 394 pages. Available in PDF, EPUB and Kindle. Book excerpt: Many important planning decisions in society and business depend on proper knowledge and a correct understanding of movement, be it in transportation, logistics, biology, or the life sciences. Today the widespread use of mobile phones and technologies like GPS and RFID provides an immense amount of data on location and movement. What is needed are new methods of visualization and algorithmic data analysis that are tightly integrated and complement each other to allow end-users and analysts to extract useful knowledge from these extremely large data volumes. This is exactly the topic of this book. As the authors show, modern visual analytics techniques are ready to tackle the enormous challenges brought about by movement data, and the technology and software needed to exploit them are available today. The authors start by illustrating the different kinds of data available to describe movement, from individual trajectories of single objects to multiple trajectories of many objects, and then proceed to detail a conceptual framework, which provides the basis for a fundamental understanding of movement data. With this basis, they move on to more practical and technical aspects, focusing on how to transform movement data to make it more useful, and on the infrastructure necessary for performing visual analytics in practice. In so doing they demonstrate that visual analytics of movement data can yield exciting insights into the behavior of moving persons and objects, but can also lead to an understanding of the events that transpire when things move. Throughout the book, they use sample applications from various domains and illustrate the examples with graphical depictions of both the interactive displays and the analysis results. In summary, readers will benefit from this detailed description of the state of the art in visual analytics in various ways. Researchers will appreciate the scientific precision involved, software technologists will find essential information on algorithms and systems, and practitioners will profit from readily accessible examples with detailed illustrations for practical purposes.

Content-Addressable Memories

Author : T. Kohonen
Publisher : Springer
ISBN 13 : 9783642965548
Total Pages : 0 pages
Book Rating : 4.9/5 (655 download)

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Book Synopsis Content-Addressable Memories by : T. Kohonen

Download or read book Content-Addressable Memories written by T. Kohonen and published by Springer. This book was released on 2012-03 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Designers and users of computer systems have long been aware of the fact that inclusion of some kind of content-addressable or "associative" functions in the storage and retrieval mechanisms would allow a more effective and straightforward organization of data than with the usual addressed memories, with the result that the computing power would be significantly increased. However, although the basic principles of content-addressing have been known for over twenty years, the hardware content-addressable memories (CAMs) have found their way only to special roles such as small buffer memories and con trol units. This situation now seems to be changing: Because of the develop ment of new technologies such as very-large-scale integration of semiconduc tor circuits, charge-coupled devices, magnetic-bubble memories, and certain devices based on quantum-mechanical effects, an increasing amount of active searching functions can be transferred to memory units. The prices of the more complex memory components which earlier were too high to allow the application of these principles to mass memories will be reduced to a fraction of the to tal system costs, and this will certainly have a significant impact on the new computer architectures. In order to advance the new memory principles and technologies, more in formation ought to be made accessible to a common user.

Geospatial Visualisation

Author : Antoni Moore
Publisher : Springer Science & Business Media
ISBN 13 : 3642122892
Total Pages : 276 pages
Book Rating : 4.6/5 (421 download)

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Book Synopsis Geospatial Visualisation by : Antoni Moore

Download or read book Geospatial Visualisation written by Antoni Moore and published by Springer Science & Business Media. This book was released on 2012-10-01 with total page 276 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is a selection of chapters evolved from papers on completed research submitted to GeoCart’2010 / the 1st ICA Regional Symposium on Cartography for Australasia and Oceania, held in Auckland, New Zealand, 1st -3rd September 2010. All of the chapters have been updated and revised thoroughly. They have been blind peer reviewed by two referees of international research standing in geospatial science, mostly in the subdisciplines of cartography and geovisualisation. The book features cutting edge topics such geovisual analytics, mobile / Web 2.0 mapping, spatiotemporal representation, cognitive cartography, historical mapping and 3D technology.

Advanced Analytics and Learning on Temporal Data

Author : Vincent Lemaire
Publisher : Springer Nature
ISBN 13 : 3030657426
Total Pages : 240 pages
Book Rating : 4.0/5 (36 download)

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Book Synopsis Advanced Analytics and Learning on Temporal Data by : Vincent Lemaire

Download or read book Advanced Analytics and Learning on Temporal Data written by Vincent Lemaire and published by Springer Nature. This book was released on 2020-12-15 with total page 240 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 4th ECML PKDD Workshop on Advanced Analytics and Learning on Temporal Data, AALTD 2019, held in Ghent, Belgium, in September 2020. The 15 full papers presented in this book were carefully reviewed and selected from 29 submissions. The selected papers are devoted to topics such as Temporal Data Clustering; Classification of Univariate and Multivariate Time Series; Early Classification of Temporal Data; Deep Learning and Learning Representations for Temporal Data; Modeling Temporal Dependencies; Advanced Forecasting and Prediction Models; Space-Temporal Statistical Analysis; Functional Data Analysis Methods; Temporal Data Streams; Interpretable Time-Series Analysis Methods; Dimensionality Reduction, Sparsity, Algorithmic Complexity and Big Data Challenge; and Bio-Informatics, Medical, Energy Consumption, Temporal Data.

Computational Movement Analysis

Author : Patrick Laube
Publisher : Springer
ISBN 13 : 3319102680
Total Pages : 98 pages
Book Rating : 4.3/5 (191 download)

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Book Synopsis Computational Movement Analysis by : Patrick Laube

Download or read book Computational Movement Analysis written by Patrick Laube and published by Springer. This book was released on 2014-09-02 with total page 98 pages. Available in PDF, EPUB and Kindle. Book excerpt: This SpringerBrief discusses the characteristics of spatiotemporal movement data, including uncertainty and scale. It investigates three core aspects of Computational Movement Analysis: Conceptual modeling of movement and movement spaces, spatiotemporal analysis methods aiming at a better understanding of movement processes (with a focus on data mining for movement patterns), and using decentralized spatial computing methods in movement analysis. The author presents Computational Movement Analysis as an interdisciplinary umbrella for analyzing movement processes with methods from a range of fields including GIScience, spatiotemporal databases and data mining. Key challenges in Computational Movement Analysis include bridging the semantic gap, privacy issues when movement data involves people, incorporating big and open data, and opportunities for decentralized movement analysis arising from the internet of things. The interdisciplinary concepts of Computational Movement Analysis make this an important book for professionals and students in computer science, geographic information science and its application areas, especially movement ecology and transportation research.

Expanding the Frontiers of Visual Analytics and Visualization

Author : John Dill
Publisher : Springer Science & Business Media
ISBN 13 : 1447128044
Total Pages : 555 pages
Book Rating : 4.4/5 (471 download)

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Book Synopsis Expanding the Frontiers of Visual Analytics and Visualization by : John Dill

Download or read book Expanding the Frontiers of Visual Analytics and Visualization written by John Dill and published by Springer Science & Business Media. This book was released on 2012-04-17 with total page 555 pages. Available in PDF, EPUB and Kindle. Book excerpt: The field of computer graphics combines display hardware, software, and interactive techniques in order to display and interact with data generated by applications. Visualization is concerned with exploring data and information graphically in such a way as to gain information from the data and determine significance. Visual analytics is the science of analytical reasoning facilitated by interactive visual interfaces. Expanding the Frontiers of Visual Analytics and Visualization provides a review of the state of the art in computer graphics, visualization, and visual analytics by researchers and developers who are closely involved in pioneering the latest advances in the field. It is a unique presentation of multi-disciplinary aspects in visualization and visual analytics, architecture and displays, augmented reality, the use of color, user interfaces and cognitive aspects, and technology transfer. It provides readers with insights into the latest developments in areas such as new displays and new display processors, new collaboration technologies, the role of visual, multimedia, and multimodal user interfaces, visual analysis at extreme scale, and adaptive visualization.

Information Visualization

Author : Andreas Kerren
Publisher : Springer Science & Business Media
ISBN 13 : 354070955X
Total Pages : 184 pages
Book Rating : 4.5/5 (47 download)

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Book Synopsis Information Visualization by : Andreas Kerren

Download or read book Information Visualization written by Andreas Kerren and published by Springer Science & Business Media. This book was released on 2008-07-18 with total page 184 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is the outcome of the Dagstuhl Seminar on "Information Visualization -- Human-Centered Issues in Visual Representation, Interaction, and Evaluation" held at Dagstuhl Castle, Germany, from May 28 to June 1, 2007. Information Visualization (InfoVis) is a relatively new research area, which focuses on the use of visualization techniques to help people understand and analyze data. This book documents and extends the findings and discussions of the various sessions in detail. The seven contributions cover the most important topics: There are general reflections on the value of information visualization; evaluating information visualizations; theoretical foundations of information visualization; teaching information visualization. And specific aspects on creation and collaboration: engaging new audiences for information visualization; process and pitfalls in writing information visualization research papers; and visual analytics: definition, process, and challenges.

Developments and Advances in Defense and Security

Author : Álvaro Rocha
Publisher : Springer
ISBN 13 : 9811391556
Total Pages : 509 pages
Book Rating : 4.8/5 (113 download)

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Book Synopsis Developments and Advances in Defense and Security by : Álvaro Rocha

Download or read book Developments and Advances in Defense and Security written by Álvaro Rocha and published by Springer. This book was released on 2019-06-13 with total page 509 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book gathers the proceedings of the Multidisciplinary International Conference of Research Applied to Defense and Security (MICRADS), held at the Military Engineering Institute, Rio de Janeiro, Brazil, from 8 to 10th May 2019. It covers a variety of topics in systems, communication and defense; strategy and political-administrative vision in defense; and engineering and technologies applied to defense. Given its scope, it offers a valuable resource for practitioners, researchers, and students alike.

Progress in Location-Based Services

Author : Jukka M. Krisp
Publisher : Springer Science & Business Media
ISBN 13 : 3642342035
Total Pages : 506 pages
Book Rating : 4.6/5 (423 download)

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Book Synopsis Progress in Location-Based Services by : Jukka M. Krisp

Download or read book Progress in Location-Based Services written by Jukka M. Krisp and published by Springer Science & Business Media. This book was released on 2013-01-03 with total page 506 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book consists of peer-reviewed papers from the 9th symposium on Location Based Services (LBS) which is targeted to researchers, industry/market operators and students of different backgrounds (scientific, engineering and humanistic). As the research field is developing and changing fast, this book follows up on current trends and gives suggestions and guidance to further research. This book offers a common ground bringing together various disciplines and practice, knowledge, experiences, plans and ideas on how LBS can and could be improved and on how it will influence both science and society. The book comprises front-end publications organized into sections on: spatial-temporal data acquisition, processing & analysis; positioning / indoor positioning; way-finding / navigation (indoor / outdoor) & smart mobile phone navigation; interactions, user studies and evaluations; innovative LBS systems & applications.

Movement-Aware Applications for Sustainable Mobility: Technologies and Approaches

Author : Wachowicz, Monica
Publisher : IGI Global
ISBN 13 : 1615207708
Total Pages : 338 pages
Book Rating : 4.6/5 (152 download)

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Book Synopsis Movement-Aware Applications for Sustainable Mobility: Technologies and Approaches by : Wachowicz, Monica

Download or read book Movement-Aware Applications for Sustainable Mobility: Technologies and Approaches written by Wachowicz, Monica and published by IGI Global. This book was released on 2010-05-31 with total page 338 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This book will provide insight on the issues and repercussions of collecting and analysing the movement of people using techniques such as privacy preserving data mining, ontologies, space-time modeling and visualization"--Provided by publisher.

Sports Analytics

Author : A. Mansurali
Publisher : Springer Nature
ISBN 13 : 3031635736
Total Pages : 241 pages
Book Rating : 4.0/5 (316 download)

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Book Synopsis Sports Analytics by : A. Mansurali

Download or read book Sports Analytics written by A. Mansurali and published by Springer Nature. This book was released on with total page 241 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Big Data Analytics for Time-Critical Mobility Forecasting

Author : George A. Vouros
Publisher : Springer Nature
ISBN 13 : 303045164X
Total Pages : 378 pages
Book Rating : 4.0/5 (34 download)

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Book Synopsis Big Data Analytics for Time-Critical Mobility Forecasting by : George A. Vouros

Download or read book Big Data Analytics for Time-Critical Mobility Forecasting written by George A. Vouros and published by Springer Nature. This book was released on 2020-06-23 with total page 378 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides detailed descriptions of big data solutions for activity detection and forecasting of very large numbers of moving entities spread across large geographical areas. It presents state-of-the-art methods for processing, managing, detecting and predicting trajectories and important events related to moving entities, together with advanced visual analytics methods, over multiple heterogeneous, voluminous, fluctuating and noisy data streams from moving entities, correlating them with data from archived data sources expressing e.g. entities’ characteristics, geographical information, mobility patterns, mobility regulations and intentional data. The book is divided into six parts: Part I discusses the motivation and background of mobility forecasting supported by trajectory-oriented analytics, and includes specific problems and challenges in the aviation (air-traffic management) and the maritime domains. Part II focuses on big data quality assessment and processing, and presents novel technologies suitable for mobility analytics components. Next, Part III describes solutions toward processing and managing big spatio-temporal data, particularly enriching data streams and integrating streamed and archival data to provide coherent views of mobility, and storing of integrated mobility data in large distributed knowledge graphs for efficient query-answering. Part IV focuses on mobility analytics methods exploiting (online) processed, synopsized and enriched data streams as well as (offline) integrated, archived mobility data, and highlights future location and trajectory prediction methods, distinguishing between short-term and more challenging long-term predictions. Part V examines how methods addressing data management, data processing and mobility analytics are integrated in big data architectures with distinctive characteristics compared to other known big data paradigmatic architectures. Lastly, Part VI covers important ethical issues that research on mobility analytics should address. Providing novel approaches and methodologies related to mobility detection and forecasting needs based on big data exploration, processing, storage, and analysis, this book will appeal to computer scientists and stakeholders in various application domains.

Web Information Systems Engineering – WISE 2016

Author : Wojciech Cellary
Publisher : Springer
ISBN 13 : 3319487434
Total Pages : 461 pages
Book Rating : 4.3/5 (194 download)

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Book Synopsis Web Information Systems Engineering – WISE 2016 by : Wojciech Cellary

Download or read book Web Information Systems Engineering – WISE 2016 written by Wojciech Cellary and published by Springer. This book was released on 2016-11-01 with total page 461 pages. Available in PDF, EPUB and Kindle. Book excerpt: This two volume set LNCS 10041 and LNCS 10042 constitutes the proceedings of the 17th International Conference on Web Information Systems Engineering, WISE 2016, held in Shanghai, China, in November 2016. The 39 full papers and 31 short papers presented in these proceedings were carefully reviewed and selected from 233 submissions. The papers cover a wide range of topics such as Social Network Data Analysis; Recommender Systems; Topic Modeling; Data Diversity; Data Similarity; Context-Aware Recommendation; Prediction; Big Data Processing; Cloud Computing; Event Detection; Data Mining; Sentiment Analysis; Ranking in Social Networks; Microblog Data Analysis; Query Processing; Spatial and Temporal Data; Graph Theory; Non-Traditional Environments; and Special Session on Data Quality and Trust in Big Data.

Guide to Maritime Informatics

Author : Alexander Artikis
Publisher : Springer Nature
ISBN 13 : 3030618528
Total Pages : 336 pages
Book Rating : 4.0/5 (36 download)

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Book Synopsis Guide to Maritime Informatics by : Alexander Artikis

Download or read book Guide to Maritime Informatics written by Alexander Artikis and published by Springer Nature. This book was released on 2021-02-08 with total page 336 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the last 25 years, information systems have had a disruptive effect on society and business. Up until recently though, the majority of passengers and goods were transported by sea in many ways similar to the way they were at the turn of the previous century. Gradually, advanced information technologies are being introduced, in an attempt to make shipping safer, greener, more efficient, and transparent. The emerging field of Maritime Informatics studies the application of information technology and information systems to maritime transportation. Maritime Informatics can be considered as both a field of study and domain of application. As an application domain, it is the outlet of innovations originating from data science and artificial intelligence; as a field of study, it is positioned between computer science and marine engineering. This new field’s complexity lies within this duality because it is faced with disciplinary barriers yet demands a systemic, transdisciplinary approach. At present, there is a growing body of knowledge that remains undocumented in a single source or textbook designed to assist students and practitioners. This highly useful textbook/reference starts by introducing required knowledge, algorithmic approaches, and technical details, before presenting real-world applications. The aim is to present interested audiences with an overview of the main technological innovations having a disruptive effect on the maritime industry, as well as to discuss principal ideas, methods of operation and applications, and future developments. The material in this unique volume provides requisite core knowledge for undergraduate or postgraduate students, employing an analytical approach with numerous real-world examples and case studies.

Decision Management: Concepts, Methodologies, Tools, and Applications

Author : Management Association, Information Resources
Publisher : IGI Global
ISBN 13 : 152251838X
Total Pages : 2350 pages
Book Rating : 4.5/5 (225 download)

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Book Synopsis Decision Management: Concepts, Methodologies, Tools, and Applications by : Management Association, Information Resources

Download or read book Decision Management: Concepts, Methodologies, Tools, and Applications written by Management Association, Information Resources and published by IGI Global. This book was released on 2017-01-30 with total page 2350 pages. Available in PDF, EPUB and Kindle. Book excerpt: The implementation of effective decision making protocols is crucial in any organizational environment in modern society. Emerging advancements in technology and analytics have optimized uses and applications of decision making systems. Decision Management: Concepts, Methodologies, Tools, and Applications is a compendium of the latest academic material on the control, support, usage, and strategies for implementing efficient decision making systems across a variety of industries and fields. Featuring comprehensive coverage on numerous perspectives, such as data visualization, pattern analysis, and predictive analytics, this multi-volume book is an essential reference source for researchers, academics, professionals, managers, students, and practitioners interested in the maintenance and optimization of decision management processes.