Format:
Online-Ressource (126 p)
ISBN:
9781627058360
Series Statement:
Synthesis Lectures on Computer Architecture
Content:
Intro -- Introduction -- Analytics: A Definition -- Analytics at Your Service -- Classification of Analytics Applications -- The Watson DeepQA System -- Functional Flow of Analytics Applications -- Intended Audience -- Overview of Analytics Exemplars -- Exemplar Models -- Regression Analysis -- Clustering -- Nearest Neighbor Search -- Association Rule Mining -- Recommender Systems -- Support Vector Machines -- Neural Networks -- Decision Tree Learning -- Time Series Processing -- Text Analytics -- Monte Carlo Methods -- Mathematical Programming -- On-line Analytical Processing -- Graph Analytics -- Accelerating Analytics -- Characterizing Analytics Exemplars -- Computational Patterns -- Runtime Characteristics -- Implications on Acceleration -- System Acceleration Opportunities -- Accelerating Analytics in Practice: Case Studies -- Text Analytics -- Deep Learning -- Computational Finance -- OLAP/Business Intelligence -- Graph Analytics -- Architectural Desiderata for Analytics -- Accelerators for Analytics Workloads -- Bringing it all together: Building an Analytics System -- Examples of Industrial Sectors and Associated Analytical Solutions -- Bibliography -- Authors' Biographies.
Note:
Description based upon print version of record
,
Introduction -- Analytics: A Definition -- Analytics at Your Service -- Classification of Analytics Applications -- The Watson DeepQA System -- Functional Flow of Analytics Applications -- Intended Audience -- Overview of Analytics Exemplars -- Exemplar Models -- Regression Analysis -- Clustering -- Nearest Neighbor Search -- Association Rule Mining -- Recommender Systems -- Support Vector Machines -- Neural Networks -- Decision Tree Learning -- Time Series Processing -- Text Analytics -- Monte Carlo Methods -- Mathematical Programming -- On-line Analytical Processing -- Graph Analytics
,
Accelerating Analytics -- Characterizing Analytics Exemplars -- Computational Patterns -- Runtime Characteristics -- Implications on Acceleration -- System Acceleration Opportunities -- Accelerating Analytics in Practice: Case Studies -- Text Analytics -- Deep Learning -- Computational Finance -- OLAP/Business Intelligence -- Graph Analytics -- Architectural Desiderata for Analytics -- Accelerators for Analytics Workloads -- Bringing it all together: Building an Analytics System -- Examples of Industrial Sectors and Associated Analytical Solutions -- Bibliography -- Authors' Biographies
,
Blank Page
Additional Edition:
9781627058360
Additional Edition:
9781627058353
Additional Edition:
Print version Bordawekar, Rajesh Analyzing Analytics San Rafael : Morgan & Claypool Publishers,c2015
Language:
English
Keywords:
Electronic books
URL:
Volltext
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