Book

Individual and Collective Graph Mining: Principles, Algorithms, and Applications

  • Auteur: Danai Koutra, Christos Faloutsos, Jiawei Han
  • ISBN: 9781681730400
  • Categorie: Livre
  • Maison Edition: Morgan & Claypool
  • Ville Edition:
  • Année Edition: 2018
  • Domaine: Intelligence Artificielle

Graphs naturally represent information ranging from links between web pages, to communication in email networks, to connections between neurons in our brains. These graphs often span billions of nodes and interactions between them. Within this deluge of interconnected data, how can we find the most important structures and summarize them? How can we efficiently visualize them? How can we detect anomalies that indicate critical events, such as an attack on a computer system, disease formation in the human brain, or the fall of a company? This book presents scalable, principled discovery algorithms that combine globality with locality to make sense of one or more graphs. In addition to fast algorithmic methodologies, we also contribute graph-theoretical ideas and models, and real-world applications in two main areas: •Individual Graph Mining: We show how to interpretably summarize a single graph by identifying its important graph structures. We complement summarization with inference, which leverages information about few entities (obtained via summarization or other methods) and the network structure to efficiently and effectively learn information about the unknown entities. •Collective Graph Mining: We extend the idea of individual-graph summarization to time-evolving graphs, and show how to scalably discover temporal patterns. Apart from summarization, we claim that graph similarity is often the underlying problem in a host of applications where multiple graphs occur (e.g., temporal anomaly detection, discovery of behavioral patterns), and we present principled, scalable algorithms for aligning networks and measuring their similarity. The methods that we present in this book leverage techniques from diverse areas, such as matrix algebra, graph theory, optimization, information theory, machine learning, finance, and social science, to solve real-world problems. We present applications of our exploration algorithms to massive datasets, including a Web graph of 6.6 billion edges, a Twitter graph of 1.8 billion edges, brain graphs with up to 90 million edges, collaboration, peer-to-peer networks, browser logs, all spanning millions of users and interactions.

Book

Deep Learning Innovations and Their Convergence With Big Data (Advances in Data Mining and Database Management

  • Auteur: S. Karthik, S. Karthik, Anand Paul, N. Karthikeyan
  • ISBN: 9781522530169
  • Categorie: Livre
  • Maison Edition: IGI Global
  • Ville Edition:
  • Année Edition: 2018
  • Domaine: Intelligence Artificielle

The expansion of digital data has transformed various sectors of business such as healthcare, industrial manufacturing, and transportation. A new way of solving business problems has emerged through the use of machine learning techniques in conjunction with big data analytics. Deep Learning Innovations and Their Convergence With Big Data is a pivotal reference for the latest scholarly research on upcoming trends in data analytics and potential technologies that will facilitate insight in various domains of science, industry, business, and consumer applications. Featuring extensive coverage on a broad range of topics and perspectives such as deep neural network, domain adaptation modeling, and threat detection, this book is ideally designed for researchers, professionals, and students seeking current research on the latest trends in the field of deep learning techniques in big data analytics.

Book

DROIT CIVIL LES BIENS

  • Auteur: Vincent Kangulumba
  • ISBN:
  • Categorie: Autres
  • Maison Edition:
  • Ville Edition:
  • Année Edition: sd
  • Domaine: Droit Civil

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Book

Current Trends in Reliability, Availability, Maintainability and Safety: An Industry Perspective

  • Auteur: Uday Kumar, Alireza Ahmadi, Ajit Kumar Verma, Prabhakar Varde
  • ISBN: 978-3-319-23597-4
  • Categorie: Livre
  • Maison Edition: Springer
  • Ville Edition: New York
  • Année Edition: 2016
  • Domaine: Mécanique

Containing selected papers from the ICRESH-ARMS 2015 conference in Lulea, Sweden, collected by editors with years of experiences in Reliability and maintenance modeling, risk assessment, and asset management, this work maximizes reader insights into the current trends in Reliability, Availability, Maintainability and Safety (RAMS) and Risk Management. Featuring a comprehensive analysis of the significance of the role of RAMS and Risk Management in the decision making process during the various phases of design, operation, maintenance, asset management and productivity in Industrial domains, these proceedings discuss key issues and challenges in the operation, maintenance and risk management of complex engineering systems and will serve as a valuable resource for those in the field.

Book

Mechanical Engineers' Handbook. Vol. 1 Materials and Engineering Mechanics

  • Auteur: Myer Kutz
  • ISBN: 978-1-118-90775-7
  • Categorie: Livre
  • Maison Edition: John Wiley & Sons
  • Ville Edition: New York
  • Année Edition: 2015
  • Domaine: Mécanique

Mechanical Engineers' Handbook, Fourth Edition provides a quick guide to specialized areas you may encounter in your work, giving you access to the basics of each and pointing you toward trusted resources for further reading, if needed. The accessible information inside offers discussions, examples, and analyses of the topics covered. This first volume covers materials and mechanical design, giving you accessible and in-depth access to the most common topics you'll encounter in the discipline: carbon and alloy steels, stainless steels, aluminum alloys, copper and copper alloys, titanium alloys for design, nickel and its alloys, magnesium and its alloys, superalloys for design, composite materials, smart materials, electronic materials, viscosity measurement, and much more. Presents comprehensive coverage of materials and mechanical design Offers the option of being purchased as a four-book set or as single books, depending on your needs Comes in a subscription format through the Wiley Online Library and in electronic and custom formats Engineers at all levels of industry, government, or private consulting practice will find Mechanical Engineers' Handbook, Volume 1 a great resource they'll turn to repeatedly as a reference on the basics of materials and mechanical design.

Book

Multimedia Multiprocessor Systems _ Analysis, Design and Management

  • Auteur: Akash Kumar, Henk Corporaal, Bart Mesman, Yajun Ha
  • ISBN: 978-94-007-0083-3
  • Categorie: Livre
  • Maison Edition: Springer
  • Ville Edition: New York
  • Année Edition: 2010
  • Domaine: Sciences Informatiques

Modern multimedia systems are becoming increasingly multiprocessor and heterogeneous to match the high performance and low power demands placed on them by the large number of applications. The concurrent execution of these applications causes interference and unpredictability in the performance of these systems. In Multimedia Multiprocessor Systems, an analysis mechanism is presented to accurately predict the performance of multiple applications executing concurrently. With high consumer demand the time-to-market has become significantly lower. To cope with the complexity in designing such systems, an automated design-flow is needed that can generate systems from a high-level architectural description such that they are not error-prone and consume less time. Such a design methodology is presented for multiple use-cases -- combinations of active applications. A resource manager is also presented to manage the various resources in the system, and to achieve the goals of performance prediction, admission control and budget enforcement.

Book

Analyser les politiques publiques

  • Auteur: Daniel Kübler & Jacques de Maillard
  • ISBN: 978-2-7061-1539-4
  • Categorie: Livre
  • Maison Edition: PUG
  • Ville Edition: sl
  • Année Edition: 2009
  • Domaine: Sciences politiques

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Book

La passion de l'état

  • Auteur: Léon Kengo wa Dondo
  • ISBN: 978-2-343-17755-7
  • Categorie: Livre
  • Maison Edition: L'Harmattan
  • Ville Edition: Paris
  • Année Edition: 2019
  • Domaine: Histoire de l'Afrique

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Book

Primary Retinal Detachment

  • Auteur: Ingrid Kreissig
  • ISBN: 3-540-21132-2
  • Categorie: Livre
  • Maison Edition: Springer
  • Ville Edition: New York
  • Année Edition: 2005
  • Domaine: Sciences de la santé

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