Optimisation de performances dans les entrepôts de données distribués NoSQL en colonnes

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ISBN 13 :
Total Pages : 0 pages
Book Rating : 4.:/5 (123 download)

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Book Synopsis Optimisation de performances dans les entrepôts de données distribués NoSQL en colonnes by : Mohamed Boussahoua

Download or read book Optimisation de performances dans les entrepôts de données distribués NoSQL en colonnes written by Mohamed Boussahoua and published by . This book was released on 2020 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Dans cette thèse, nous proposons des approches pour construire et développer des entrepôts de données (ED) selon le modèle NoSQL orienté colonnes. L'intérêt porté aux modèles NoSQL est motivé d'une part, par l'avènement des données massives et d'autre part, par le besoin de flexibilité et pour des raisons d'évolutivité et de performance. Ainsi, nous avons fait le choix du modèleNoSQL orienté colonnes car il est approprié aux traitements des requêtes décisionnelles qui sont définies en fonction d'un ensemble de colonnes (mesures et dimensions) issues de l'ED. En effet, la construction d'un cube OLAP nécessite l'accès aux attributs des tables des faits et des dimensions. Par conséquent, pour sélectionner une colonne (axe d'analyse), il faut charger toute la table de dimension concernée. Contrairement aux systèmes relationnels, dans les systèmes NoSQL en colonnes, il est possible d'accéder uniquement à la colonne souhaitée (ou un groupe des colonnes) puis de la charger directement en mémoire, ceci facilite l'application d'une fonction d'agrégation. Cependant, les systèmes NoSQL en colonnes ne disposent pas de schémas logiques ou des schémas physiques optimal afin d'exploiter directement (sans transformations ou sans restructuration) lesED. Les approches d'entreposage de données suivant les modèles NoSQL en colonnes exigent de revisiter les principes de la modélisation des ED et plus particulièrement au niveau de son schéma logique. L'étude des méthodes existantes relatives à l'utilisation du modèle NoSQL en colonnes pour stocker et gérer des ED, montre deux insuffisances majeures. Elles concernent les stratégies de partitionnement et de distribution aléatoire des données qui ne sont pas adaptées au traitement des données massives. La plupart des méthodes existantes fournissent des solutions partielles, ils se basent généralement sur un seul paramètre qui est le modèle conceptuel ou logique et sur certaines règles de passages des schémas relationnels aux schémas NoSQL en colonnes. Dans ce travail, nous abordons, d'un coté, les problèmes liés à la modélisation logique des ED NoSQL en colonnes ; dans ce cas, nous proposons un modèle logique de données non-relationnel adapté à l'implémentation des ED en NoSQL orienté colonnes. D'un autre côté, nous abordons les problèmes liés au partitionnement et à la distribution des ED dans les environnements distribués basés sur les systèmes NoSQL. Dans un premier temps, nous abordons le problème de la distribution des données dans les familles de colonnes. Dans ce cas, nous proposons notre deuxième approche de conception d'un schéma optimal de familles de colonnes qui constitue le schéma logique d'ED NoSQL en colonne. L'objectif est de proposer de nouveaux modèles logiques d'ED en intégrant les meilleures fonctionnalités du NoSQL en colonnes notamment le concept de famille de colonnes qui assure la fragmentation verticale naturelle des données. Nous étudions également la relation entre le concept de la clé de partition RowKey et le schéma de partition horizontale et de colocalisation des données dans le NoSQL en colonnes. L'objectif dans ce cas est d'optimiser les performances des traitements et l'exécution des requêtes décisionnelles en améliorant l'accès aux données. Ainsi, notre troisième contribution consiste en la mise en oeuvre d'une stratégie qui permet un partitionnement efficace de l'ED et un placement des données qui répond au mieux aux besoins des utilisateurs. Pour valider nos travaux, nous avons développé une plate-forme NoSQL en colonnes qui génère des schémas de familles de colonnes d'un ED NoSQL en colonnes selon les deux méthodes proposées (OEP ou K-means ) à partir d'une charge de requêtes sur un ED relationnel. Ainsi, cette plate-forme permet de générer une clé de partition RowKey définie en concaténant plusieurs attributs les plus fréquents pour définir un schéma de partitionnement horizontal et de localisation des données entreposées dans un système NoSQL en colonnes...

Les bases de données NoSQL et le BigData

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Publisher : Editions Eyrolles
ISBN 13 : 2212307934
Total Pages : 331 pages
Book Rating : 4.2/5 (123 download)

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Book Synopsis Les bases de données NoSQL et le BigData by : Rudi Bruchez

Download or read book Les bases de données NoSQL et le BigData written by Rudi Bruchez and published by Editions Eyrolles. This book was released on 2015-04-29 with total page 331 pages. Available in PDF, EPUB and Kindle. Book excerpt: Des bases pour la performance et le Big Data En quelques années, le volume des données brassées par les entreprises a considérablement augmenté. Émanant de sources diverses (transactions, comportements, réseaux sociaux, géolocalisation...), elles sont souvent structurées autour d'un seul point d'entrée, la clé, et susceptibles de croître très rapidement. Autant de caractéristiques qui les rendent très difficiles à traiter avec des outils classiques de gestion de données. Par ailleurs, l'analyse de grands volumes de données, ce qu'on appelle le Big Data, défie également les moteurs de bases de données traditionnels. C'est pour répondre à ces différentes problématiques que sont nées les bases de données NoSQL (Not Only SQL), sous l'impulsion de grands acteurs du Web comme Facebook ou Google, qui les avaient développées à l'origine pour leurs besoins propres. Grâce à leur flexibilité et leur souplesse, ces bases non relationnelles permettent en effet de gérer de gros volumes de données hétérogènes sur un ensemble de serveurs de stockage distribués, avec une capacité de montée en charge très élevée. Elles peuvent aussi fournir des accès de paires clé-valeur en mémoire avec une très grande célérité. Réservées jusqu'à peu à une minorité, elles tendent aujourd'hui à se poser en complément du modèle relationnel qui dominait le marché depuis plus de 30 ans. Du choix de la base NoSQL à sa mise en oeuvre Cet ouvrage d'une grande clarté dresse un panorama complet des bases de données NoSQL, en analysant en toute objectivité leurs avantages et inconvénients. Dans une première partie, il présente les grands principes de ces bases non relationnelles : interface avec le code client, architecture distribuée, paradigme MapReduce, etc. Il détaille ensuite dans une deuxième partie les principales solutions existantes (les solutions de Big Data autour de Hadoop, MongoDB, Cassandra, Couchbase Server...), en précisant spécificités, forces et faiblesses de chacune. Complétée par une étude de cas réel, la dernière partie du livre est consacrée au déploiement concret de ces bases : dans quel cas passer au NoSQL ? quelle base adopter selon ses besoins ? quelles données basculer en NoSQL ? comment mettre en place une telle base ? comment la maintenir et superviser ses performances ? À qui s'adresse cet ouvrage ? Aux experts en bases de données, architectes logiciels, développeurs... Aux chefs de projet qui s'interrogent sur le passage au NoSQL

ADBIS, TPDL and EDA 2020 Common Workshops and Doctoral Consortium

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Publisher : Springer Nature
ISBN 13 : 3030558142
Total Pages : 377 pages
Book Rating : 4.0/5 (35 download)

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Book Synopsis ADBIS, TPDL and EDA 2020 Common Workshops and Doctoral Consortium by : Ladjel Bellatreche

Download or read book ADBIS, TPDL and EDA 2020 Common Workshops and Doctoral Consortium written by Ladjel Bellatreche and published by Springer Nature. This book was released on 2020-08-18 with total page 377 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes thoroughly reviewed and selected papers presented at Workshops and Doctoral Consortium of the 24th East-European Conference on Advances in Databases and Information Systems, ADBIS 2020, the 24th International Conference on Theory and Practice of Digital Libraries, TPDL 2020, and the 16th Workshop on Business Intelligence and Big Data, EDA 2020, held in August 2020. Due to the COVID-19 the joint conference and satellite events were held online. The 26 full papers and 5 short papers were carefully reviewed and selected from 56 submissions. This volume presents the papers that have been accepted for the following satellite events: Workshop on Intelligent Data - From Data to Knowledge, DOING 2020; Workshop on Modern Approaches in Data Engineering and Information System Design, MADEISD 2020; Workshop on Scientic Knowledge Graphs, SKG 2020; Workshop of BI & Big Data Applications, BBIGAP 2020; International Symposium on Data-Driven Process Discovery and Analysis, SIMPDA 2020; International Workshop on Assessing Impact and Merit in Science, AIMinScience 2020; Doctoral Consortium.

Managing and Mining Graph Data

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Publisher : Springer Science & Business Media
ISBN 13 : 1441960457
Total Pages : 623 pages
Book Rating : 4.4/5 (419 download)

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Book Synopsis Managing and Mining Graph Data by : Charu C. Aggarwal

Download or read book Managing and Mining Graph Data written by Charu C. Aggarwal and published by Springer Science & Business Media. This book was released on 2010-02-02 with total page 623 pages. Available in PDF, EPUB and Kindle. Book excerpt: Managing and Mining Graph Data is a comprehensive survey book in graph management and mining. It contains extensive surveys on a variety of important graph topics such as graph languages, indexing, clustering, data generation, pattern mining, classification, keyword search, pattern matching, and privacy. It also studies a number of domain-specific scenarios such as stream mining, web graphs, social networks, chemical and biological data. The chapters are written by well known researchers in the field, and provide a broad perspective of the area. This is the first comprehensive survey book in the emerging topic of graph data processing. Managing and Mining Graph Data is designed for a varied audience composed of professors, researchers and practitioners in industry. This volume is also suitable as a reference book for advanced-level database students in computer science and engineering.

CIKM'13

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Publisher :
ISBN 13 : 9781450326964
Total Pages : 938 pages
Book Rating : 4.3/5 (269 download)

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Book Synopsis CIKM'13 by : CIKM 13 Conference Committee

Download or read book CIKM'13 written by CIKM 13 Conference Committee and published by . This book was released on 2013-10-27 with total page 938 pages. Available in PDF, EPUB and Kindle. Book excerpt: CIKM'13: 22nd ACM International Conference on Information and Knowledge Management Oct 27, 2013-Nov 01, 2013 San Francisco, USA. You can view more information about this proceeding and all of ACM�s other published conference proceedings from the ACM Digital Library: http://www.acm.org/dl.

Modeling Approaches and Algorithms for Advanced Computer Applications

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Publisher : Springer
ISBN 13 : 331900560X
Total Pages : 443 pages
Book Rating : 4.3/5 (19 download)

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Book Synopsis Modeling Approaches and Algorithms for Advanced Computer Applications by : Abdelmalek Amine

Download or read book Modeling Approaches and Algorithms for Advanced Computer Applications written by Abdelmalek Amine and published by Springer. This book was released on 2013-08-23 with total page 443 pages. Available in PDF, EPUB and Kindle. Book excerpt: "During the last decades Computational Intelligence has emerged and showed its contributions in various broad research communities (computer science, engineering, finance, economic, decision making, etc.). This was done by proposing approaches and algorithms based either on turnkey techniques belonging to the large panoply of solutions offered by computational intelligence such as data mining, genetic algorithms, bio-inspired methods, Bayesian networks, machine learning, fuzzy logic, artificial neural networks, etc. or inspired by computational intelligence techniques to develop new ad-hoc algorithms for the problem under consideration. This volume is a comprehensive collection of extended contributions from the 4th International Conference on Computer Science and Its Applications (CIIA’2013) organized into four main tracks: Track 1: Computational Intelligence, Track 2: Security & Network Technologies, Track 3: Information Technology and Track 4: Computer Systems and Applications. This book presents recent advances in the use and exploitation of computational intelligence in several real world hard problems covering these tracks such as image processing, Arab text processing, sensor and mobile networks, physical design of advanced databases, model matching, etc. that require advanced approaches and algorithms borrowed from computational intelligence for solving them.

Database Technologies: Concepts, Methodologies, Tools, and Applications

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Publisher : IGI Global
ISBN 13 : 1605660590
Total Pages : 2962 pages
Book Rating : 4.6/5 (56 download)

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Book Synopsis Database Technologies: Concepts, Methodologies, Tools, and Applications by : Erickson, John

Download or read book Database Technologies: Concepts, Methodologies, Tools, and Applications written by Erickson, John and published by IGI Global. This book was released on 2009-02-28 with total page 2962 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This reference expands the field of database technologies through four-volumes of in-depth, advanced research articles from nearly 300 of the world's leading professionals"--Provided by publisher.

On Uncertain Graphs

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Publisher : Springer Nature
ISBN 13 : 3031018605
Total Pages : 80 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis On Uncertain Graphs by : Arijit Khan

Download or read book On Uncertain Graphs written by Arijit Khan and published by Springer Nature. This book was released on 2022-05-31 with total page 80 pages. Available in PDF, EPUB and Kindle. Book excerpt: Large-scale, highly interconnected networks, which are often modeled as graphs, pervade both our society and the natural world around us. Uncertainty, on the other hand, is inherent in the underlying data due to a variety of reasons, such as noisy measurements, lack of precise information needs, inference and prediction models, or explicit manipulation, e.g., for privacy purposes. Therefore, uncertain, or probabilistic, graphs are increasingly used to represent noisy linked data in many emerging application scenarios, and they have recently become a hot topic in the database and data mining communities. Many classical algorithms such as reachability and shortest path queries become #P-complete and, thus, more expensive over uncertain graphs. Moreover, various complex queries and analytics are also emerging over uncertain networks, such as pattern matching, information diffusion, and influence maximization queries. In this book, we discuss the sources of uncertain graphs and their applications, uncertainty modeling, as well as the complexities and algorithmic advances on uncertain graphs processing in the context of both classical and emerging graph queries and analytics. We emphasize the current challenges and highlight some future research directions.

Nonsmooth Optimization

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Publisher : Elsevier
ISBN 13 : 1483188760
Total Pages : 195 pages
Book Rating : 4.4/5 (831 download)

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Book Synopsis Nonsmooth Optimization by : Claude Lemarechal

Download or read book Nonsmooth Optimization written by Claude Lemarechal and published by Elsevier. This book was released on 2014-05-19 with total page 195 pages. Available in PDF, EPUB and Kindle. Book excerpt: Nonsmooth Optimization contains the proceedings of a workshop on non-smooth optimization (NSO) held from March 28 to April 8,1977 in Austria under the auspices of the International Institute for Applied Systems Analysis. The papers explore the techniques and theory of NSO and cover topics ranging from systems of inequalities to smooth approximation of non-smooth functions, as well as quadratic programming and line searches. Comprised of nine chapters, this volume begins with a survey of Soviet research on subgradient optimization carried out since 1962, followed by a discussion on rates of convergence in subgradient optimization. The reader is then introduced to the method of subgradient optimization in an abstract setting and the minimal hypotheses required to ensure convergence; NSO and nonlinear programming; and bundle methods in NSO. A feasible descent algorithm for linearly constrained least squares problems is described. The book also considers sufficient minimization of piecewise-linear univariate functions before concluding with a description of the method of parametric decomposition in mathematical programming. This monograph will be of interest to mathematicians and mathematics students.

Applications of Functional Analysis in Mathematical Physics

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Publisher : Hassell Street Press
ISBN 13 : 9781013706981
Total Pages : 256 pages
Book Rating : 4.7/5 (69 download)

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Book Synopsis Applications of Functional Analysis in Mathematical Physics by : S L (Sergeĭ Lʹvovich) 190 Sobolev

Download or read book Applications of Functional Analysis in Mathematical Physics written by S L (Sergeĭ Lʹvovich) 190 Sobolev and published by Hassell Street Press. This book was released on 2021-09-09 with total page 256 pages. Available in PDF, EPUB and Kindle. Book excerpt: This work has been selected by scholars as being culturally important and is part of the knowledge base of civilization as we know it. This work is in the public domain in the United States of America, and possibly other nations. Within the United States, you may freely copy and distribute this work, as no entity (individual or corporate) has a copyright on the body of the work. Scholars believe, and we concur, that this work is important enough to be preserved, reproduced, and made generally available to the public. To ensure a quality reading experience, this work has been proofread and republished using a format that seamlessly blends the original graphical elements with text in an easy-to-read typeface. We appreciate your support of the preservation process, and thank you for being an important part of keeping this knowledge alive and relevant.

Mining Graph Data

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Publisher : John Wiley & Sons
ISBN 13 : 0470073039
Total Pages : 501 pages
Book Rating : 4.4/5 (7 download)

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Book Synopsis Mining Graph Data by : Diane J. Cook

Download or read book Mining Graph Data written by Diane J. Cook and published by John Wiley & Sons. This book was released on 2006-12-18 with total page 501 pages. Available in PDF, EPUB and Kindle. Book excerpt: This text takes a focused and comprehensive look at mining data represented as a graph, with the latest findings and applications in both theory and practice provided. Even if you have minimal background in analyzing graph data, with this book you’ll be able to represent data as graphs, extract patterns and concepts from the data, and apply the methodologies presented in the text to real datasets. There is a misprint with the link to the accompanying Web page for this book. For those readers who would like to experiment with the techniques found in this book or test their own ideas on graph data, the Web page for the book should be http://www.eecs.wsu.edu/MGD.

Quality of Life Through Quality of Information

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Publisher : IOS Press
ISBN 13 : 1614991014
Total Pages : 1284 pages
Book Rating : 4.6/5 (149 download)

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Book Synopsis Quality of Life Through Quality of Information by : European Federation for Medical Informatics

Download or read book Quality of Life Through Quality of Information written by European Federation for Medical Informatics and published by IOS Press. This book was released on 2012-08-16 with total page 1284 pages. Available in PDF, EPUB and Kindle. Book excerpt: Medical informatics and electronic healthcare have many benefits to offer in terms of quality of life for patients, healthcare personnel, citizens and society in general. But evidence-based medicine needs quality information if it is to lead to quality of health and thus to quality of life. This book presents the full papers accepted for presentation at the MIE2012 conference, held in Pisa, Italy, in August 2012. The theme of the 2012 conference is ‘Quality of Life through Quality of Information’. As always, the conference provides a unique platform for the exchange of ideas and experiences among the actors and stakeholders of ICT supported healthcare. The book incorporates contributions related to the latest achievements in biomedical and health informatics in terms of major challenges such as interoperability, collaboration, coordination and patient-oriented healthcare at the most appropriate level of care. It also offers new perspectives for the future of biomedical and health Informatics, critical appraisal of strategies for user involvement, insights for design, deployment and the sustainable use of electronic health records, standards, social software, citizen centred e-health, and new challenges in rehabilitation and social care informatics. The topics presented are interdisciplinary in nature and will be of interest to a variety of professionals; physicians, nurses and other allied health providers, health informaticians, engineers, academics and representatives from industry and consultancy in the various fields.

Event Mining

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Publisher : CRC Press
ISBN 13 : 1466568593
Total Pages : 340 pages
Book Rating : 4.4/5 (665 download)

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Book Synopsis Event Mining by : Tao Li

Download or read book Event Mining written by Tao Li and published by CRC Press. This book was released on 2015-10-15 with total page 340 pages. Available in PDF, EPUB and Kindle. Book excerpt: With a focus on computing system management, this book presents a variety of event mining approaches for improving the quality and efficiency of IT service and system management. It covers different components in the data-driven framework, from system monitoring and event generation to pattern discovery and summarization. The book explores recent developments in event mining, such as new clustering-based approaches, as well as various applications of event mining, including social media.

Public Health and Informatics

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Publisher : IOS Press
ISBN 13 : 1643681850
Total Pages : 1184 pages
Book Rating : 4.6/5 (436 download)

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Book Synopsis Public Health and Informatics by : J. Mantas

Download or read book Public Health and Informatics written by J. Mantas and published by IOS Press. This book was released on 2021-07 with total page 1184 pages. Available in PDF, EPUB and Kindle. Book excerpt: For several years now, both eHealth applications and digitalization have been seen as fundamental to the new era of health informatics and public health. The current pandemic situation has also highlighted the importance of medical informatics for the scientific process of evidence-based reasoning and decision making at all levels of healthcare. This book presents the accepted full papers, short papers, and poster papers delivered as part of the 31st Medical Informatics in Europe Conference (MIE 2021), held virtually from 29-31 May 2021. MIE 2021 was originally due to be held in Athens, Greece, but due to the continuing pandemic situation, the conference was held as a virtual event. The 261 papers included here are grouped into 7 chapters: biomedical data, tools and methods; supporting care delivery; health and prevention; precision medicine and public health; human factors and citizen centered digital health; ethics, legal and societal aspects; and posters. Providing a state-of-the-art overview of medical informatics from around the world, the book will be of interest to all those working with eHealth applications and digitalization to improve the delivery of healthcare today.

Digital Personalized Health and Medicine

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Publisher : IOS Press
ISBN 13 : 1643680838
Total Pages : 1498 pages
Book Rating : 4.6/5 (436 download)

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Book Synopsis Digital Personalized Health and Medicine by : L.B. Pape-Haugaard

Download or read book Digital Personalized Health and Medicine written by L.B. Pape-Haugaard and published by IOS Press. This book was released on 2020-06-17 with total page 1498 pages. Available in PDF, EPUB and Kindle. Book excerpt: Digital health and medical informatics have grown in importance in recent years, and have now become central to the provision of effective healthcare around the world. This book presents the proceedings of the 30th Medical Informatics Europe conference (MIE). This edition of the conference, hosted by the European Federation for Medical Informatics (EFMI) since the 1970s, was due to be held in Geneva, Switzerland in April 2020, but as a result of measures to prevent the spread of the Covid19 pandemic, the conference itself had to be cancelled. Nevertheless, because this collection of papers offers a wealth of knowledge and experience across the full spectrum of digital health and medicine, it was decided to publish the submissions accepted in the review process and confirmed by the Scientific Program Committee for publication, and these are published here as planned. The 232 papers are themed under 6 section headings: biomedical data, tools and methods; supporting care delivery; health and prevention; precision medicine and public health; human factors and citizen centered digital health; and ethics, legal and societal aspects. A 7th section deals with the Swiss personalized health network, and section 8 includes the 125 posters accepted for the conference. Offering an overview of current trends and developments in digital health and medical informatics, the book provides a valuable information resource for researchers and health practitioners alike.

Medinfo 2013

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Publisher :
ISBN 13 : 9781614992882
Total Pages : 0 pages
Book Rating : 4.9/5 (928 download)

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Book Synopsis Medinfo 2013 by : Christoph Ulrich Lehmann

Download or read book Medinfo 2013 written by Christoph Ulrich Lehmann and published by . This book was released on 2013 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Changing demographics, volatile economics and dwindling resources are among the factors contributing to the need for collective and collaborative efforts to address the new and evolving challenges in healthcare and biomedicine.This book presents the proceedings of the MEDINFO 2013 conference, held in Copenhagen, Denmark, in August 2013. The theme of the conference is "Conducting medical informatics by converging technologies, conveying sciences and connecting people". The book contains 188 full papers, student papers and vision papers from the conference, as well as posters, tutorials, workshops, panels and demonstrations, selected after review from the 789 submissions received. The contributions explore not only converging multidisciplinary technologies and the rigorous scientific investigations required to explain the nature of complex phenomena, but also the human-centered designs which connect people and are crucial for realizing the immense potential of information and communication technologies in healthcare. Contributions cover four major themes: representing and understanding biomedical knowledge; enhancing care, patient safety and outcome; managing care information and workflow; and enabling cost-effective healthcare.The book will be of interest to all those whose work involves improving health outcomes in populations with varying resources worldwide.

Human Language Technologies as a Challenge for Computer Science and Linguistics - 2023

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Publisher :
ISBN 13 : 9788323241768
Total Pages : 0 pages
Book Rating : 4.2/5 (417 download)

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Book Synopsis Human Language Technologies as a Challenge for Computer Science and Linguistics - 2023 by : Zygmunt Vetulani

Download or read book Human Language Technologies as a Challenge for Computer Science and Linguistics - 2023 written by Zygmunt Vetulani and published by . This book was released on 2023 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: