EAN: 9783319764719

Produktdaten aktualisiert am: 20.11.2024
Hersteller: - Hersteller-ArtNr. (MPN): - ASIN: -

This timely text reference reviews the state of the art of big data analytics with a particular focus on practical applications. An authoritative selection of leading international researchers present detailed analyses of existing trends for storing and analyzing big data together with valuable insights into the challenges inherent in current approaches and systems. This is further supported by real-world examples drawn from a broad range of application areas including healthcare education and disaster management. The text also covers typically from an application-oriented perspective advances in data science in such areas as big data collection searching analysis and knowledge discovery.Topics and features:Discusses a model for data traffic aggregation in 5G cellular networks and a novel scheme for resource allocation in 5G networks with network slicingExplores methods that use big data in the assessment of floodrisks and apply neural networks techniques to monitor the safety of nuclear power plantsDescribes a system which leverages big data analytics and the Internet of Things in the application of drones to aid victims in disaster scenariosProposes a novel deep learning-based health data analytics application for sleep apnea detection and a novel pathway for diagnostic models of headache disordersReviews techniques for educational data mining and learning analytics and introduces a scalable MapReduce graph partitioning approach for high degree verticesPresents a multivariate and dynamic data representation model for the visualization of healthcare data and big data analytics methods for software reliability assessmentThis practically-focused volume is an invaluable resource for all researchers academics data scientists and business professionals involved in the planning designing and implementation of big data analytics projects.Dr. Mohammed M. Alani is an Associate Professor in Computer Engineering and currently is the Provost at Al Khawarizmi International College Abu Dhabi UAE. Dr. Hissam Tawfik is a Professor of Computer Science in the School of Computing Creative Technologies & Engineering at Leeds Beckett University UK. Dr. Mohammed Saeed is a Professor in Computing and currently is the Vice President for Academic Affairs and Research at the University of Modern Sciences Dubai UAE. Dr. Obinna Anya is a Research Staff Member at IBM Research - Almaden San Jose CA USA.

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