mobile data mining von yao yuan (4 Ergebnisse)

Paperback. Zustand: Brand New. 68 pages. 9.25x6.10x0.35 inches. In Stock.

Taschenbuch. Zustand: Neu. Druck auf Anfrage Neuware - Printed after ordering - This SpringerBrief presents a typical life-cycle of mobile data mining applications,including:data capturing and processing which determines what data tocollect, how to collect these data, and how to reduce the noise in the databased on smartphone sensorsfeature engineering which extracts andselects features to serve as the input of algorithms based on the collectedand processed datamodel and algorithm designIn particular, this brief concentrateson the model and algorithm design aspect, and explains three challenging requirementsof mobile data mining applications: energy-saving, personalization, and real-timeEnergy saving is a fundamental requirement of mobile applications, due to thelimited battery capacity of smartphones. The authors explore the existingpractices in the methodology level (e.g. by designing hierarchical models) for saving energy. Another fundamental requirement of mobileapplications is personalization. Most of the existing methods tend to train generic models for all users, but the authors provide existing personalizedtreatments for mobile applications, as the behaviors may differ greatly fromone user to another in many mobile applications. The third requirement isreal-time. That is, the mobile application should return responses in a real-timemanner, meanwhile balancing effectiveness and efficiency.This SpringerBrief targets data mining and machine learning researchers and practitionersworking in these related fields. Advanced level students studying computer scienceand electrical engineering will also find this brief useful as a study guide.

Taschenbuch. Zustand: Neu. Mobile Data Mining | Yuan Yao (u. a.) | Taschenbuch | ix | Englisch | 2018 | Springer International Publishing | EAN 9783030021009 | Verantwortliche Person für die EU: Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg, juergen[dot]hartmann[at]springer[dot]com | Anbieter: preigu.

Zustand: Sehr gut. Zustand: Sehr gut | Sprache: Englisch | Produktart: Bücher.