Data analysis in the cloud : models, techniques and applications / (Record no. 247167)
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| control field | ocn921301942 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | OCoLC |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20190328114812.0 |
| 006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS | |
| fixed length control field | m o d |
| 007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION | |
| fixed length control field | cr cnu|||unuuu |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 150917s2016 ne ob 000 0 eng d |
| 040 ## - CATALOGING SOURCE | |
| Original cataloging agency | N$T |
| Language of cataloging | eng |
| Description conventions | rda |
| -- | pn |
| Transcribing agency | N$T |
| Modifying agency | N$T |
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| -- | OPELS |
| -- | UMI |
| -- | TEFOD |
| -- | OCLCF |
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| -- | OCLCQ |
| -- | WYU |
| 019 ## - | |
| -- | 922704626 |
| -- | 926045941 |
| -- | 929521561 |
| -- | 1066600477 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9780128029145 |
| Qualifying information | (electronic bk.) |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 0128029145 |
| Qualifying information | (electronic bk.) |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| Canceled/invalid ISBN | 9780128028810 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| Canceled/invalid ISBN | 0128028815 |
| 035 ## - SYSTEM CONTROL NUMBER | |
| System control number | (OCoLC)921301942 |
| Canceled/invalid control number | (OCoLC)922704626 |
| -- | (OCoLC)926045941 |
| -- | (OCoLC)929521561 |
| -- | (OCoLC)1066600477 |
| 050 #4 - LIBRARY OF CONGRESS CALL NUMBER | |
| Classification number | QA76.9.Q36 |
| 072 #7 - SUBJECT CATEGORY CODE | |
| Subject category code | COM |
| Subject category code subdivision | 000000 |
| Source | bisacsh |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 006.312 |
| Edition number | 23 |
| 100 1# - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Talia, Domenico, |
| Relator term | author. |
| 245 10 - TITLE STATEMENT | |
| Title | Data analysis in the cloud : models, techniques and applications / |
| Medium | [electronic resource] |
| Statement of responsibility, etc. | Domenico Talia, Paolo Trunfio, Fabrizio Marozzo. |
| 264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE | |
| Place of production, publication, distribution, manufacture | Amsterdam, Netherlands : |
| Name of producer, publisher, distributor, manufacturer | Elsevier Ltd., |
| Date of production, publication, distribution, manufacture, or copyright notice | 2016. |
| 264 #4 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE | |
| Date of production, publication, distribution, manufacture, or copyright notice | �2016 |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 1 online resource. |
| 336 ## - CONTENT TYPE | |
| Content type term | text |
| Content type code | txt |
| Source | rdacontent |
| 337 ## - MEDIA TYPE | |
| Media type term | computer |
| Media type code | c |
| Source | rdamedia |
| 338 ## - CARRIER TYPE | |
| Carrier type term | online resource |
| Carrier type code | cr |
| Source | rdacarrier |
| 490 1# - SERIES STATEMENT | |
| Series statement | Computer Science Reviews and Trends |
| 588 0# - SOURCE OF DESCRIPTION NOTE | |
| Source of description note | Vendor-supplied metadata. |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE | |
| Bibliography, etc | Includes bibliographical references. |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc. | Data Analysis in the Cloud introduces and discusses models, methods, techniques, and systems to analyze the large number of digital data sources available on the Internet using the computing and storage facilities of the cloud. Coverage includes scalable data mining and knowledge discovery techniques together with cloud computing concepts, models, and systems. Specific sections focus on map-reduce and NoSQL models. The book also includes techniques for conducting high-performance distributed analysis of large data on clouds. Finally, the book examines research trends such as Big Data pervasive computing, data-intensive exascale computing, and massive social network analysis. |
| 505 0# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | Cover; Title Page; Copyright Page; Dedication; Contents; Preface; Chapter 1 -- Introduction to Data Mining; 1.1 -- Data mining concepts ; 1.1.1 -- Classification ; 1.1.1.1 -- Decision Trees ; 1.1.1.2 -- Classification with kNN ; 1.1.2 -- Clustering ; 1.1.2.1 -- Bayesian Classification ; 1.1.2.2 -- The K-Means Algorithm ; 1.1.3 -- Association Rules ; 1.2 -- Parallel and distributed data mining ; 1.2.1 -- Parallel Classification ; 1.2.2 -- Parallel Clustering ; 1.2.3 -- Parallelism in Association Rules ; 1.2.4 -- Distributed Data Mining ; 1.2.4.1 -- Meta-Learning. |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 1.2.4.2 -- Collective Data Mining 1.2.4.3 -- Ensemble Learning ; 1.3 -- Summary ; References; Chapter 2 -- Introduction to Cloud Computing; 2.1 -- Cloud computing: definition, models, and architectures ; 2.1.1 -- Service Models ; 2.1.2 -- Deployment Models ; 2.1.3 -- Cloud Environments ; 2.1.3.1 -- Microsoft Azure ; 2.1.3.2 -- Amazon Web Services ; 2.1.3.3 -- OpenNebula ; 2.1.3.4 -- OpenStack ; 2.2 -- Cloud computing systems for data-intensive applications ; 2.2.1 -- Functional Requirements ; 2.2.1.1 -- Resource Management ; 2.2.1.2 -- Application Management. |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 2.2.2 -- Nonfunctional Requirements 2.2.2.1 -- User Requirements ; 2.2.2.2 -- Architecture Requirements ; 2.2.2.3 -- Infrastructure Requirements ; 2.2.3 -- Cloud Models for Distributed Data Analysis ; 2.3 -- Summary ; References ; Chapter 3 -- Models and Techniques for Cloud-Based Data Analysis; 3.1 -- MapReduce for data analysis ; 3.1.1 -- MapReduce Paradigm ; 3.1.2 -- MapReduce Frameworks ; 3.1.3 -- MapReduce Algorithms and Applications ; 3.2 -- Data analysis workflows ; 3.2.1 -- Workflow Programming ; 3.2.2 -- Workflow Management Systems ; 3.2.3 -- Workflow Management Systems for Clouds. |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 3.3 -- NoSQL models for data analytics 3.3.1 -- Key Features of NoSQL ; 3.3.2 -- Classification of NoSQL Databases ; 3.3.3 -- NoSQL Systems ; 3.3.3.1 -- Dynamo ; 3.3.3.2 -- MongoDB ; 3.3.3.3 -- Bigtable ; 3.3.4 -- Use Cases ; 3.4 -- Summary ; References ; Chapter 4 -- Designing and Supporting Scalable Data Analytics ; 4.1 -- Data analysis systems for clouds ; 4.1.1 -- Pegasus ; 4.1.2 -- Swift ; 4.1.3 -- Hunk ; 4.1.4 -- Sector/Sphere ; 4.1.5 -- BigML ; 4.1.6 -- Kognitio Analytical Platform ; 4.1.7 -- Mahout ; 4.1.8 -- Spark ; 4.1.9 -- Microsoft Azure Machine Learning ; 4.1.10 -- ClowdFlows. |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 4.2 -- How to design a scalable data analysis framework in clouds 4.2.1 -- Architecture and Execution Mechanisms ; 4.2.2 -- Implementation on Microsoft Azure ; 4.3 -- Programming workflow-based data analysis ; 4.3.1 -- VL4Cloud ; 4.3.2 -- JS4Cloud ; 4.3.3 -- Workflow Patterns in DMCF ; 4.3.3.1 -- Single Task ; 4.3.3.2 -- Pipeline ; 4.3.3.3 -- Data Partitioning ; 4.3.3.4 -- Data Aggregation ; 4.3.3.5 -- Parameter Sweeping ; 4.3.3.6 -- Input Sweeping ; 4.3.3.7 -- Tool Sweeping ; 4.3.3.8 -- Combination of Sweeping Patterns ; 4.4 -- Data analysis case studies. |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 4.4.1 -- Trajectory Mining Workflow Using VL4Cloud. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Quantitative research. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Data mining. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Cloud computing. |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | COMPUTERS |
| General subdivision | General. |
| Source of heading or term | bisacsh |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Cloud computing. |
| Source of heading or term | fast |
| Authority record control number | (OCoLC)fst01745899 |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Data mining. |
| Source of heading or term | fast |
| Authority record control number | (OCoLC)fst00887946 |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Quantitative research. |
| Source of heading or term | fast |
| Authority record control number | (OCoLC)fst01742283 |
| 655 #4 - INDEX TERM--GENRE/FORM | |
| Genre/form data or focus term | Electronic books. |
| 655 #0 - INDEX TERM--GENRE/FORM | |
| Genre/form data or focus term | Electronic book. |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Trunfio, Paolo, |
| Relator term | author. |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Marozzo, Fabrizio, |
| Relator term | author. |
| 776 08 - ADDITIONAL PHYSICAL FORM ENTRY | |
| Relationship information | Print version: |
| Main entry heading | Talia, Domenico. |
| Title | Data Analysis in the Cloud : Models, Techniques and Applications. |
| Place, publisher, and date of publication | : Elsevier Science, �2015 |
| International Standard Book Number | 9780128028810 |
| 830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE | |
| Uniform title | Computer science reviews and trends. |
| 856 40 - ELECTRONIC LOCATION AND ACCESS | |
| Materials specified | ScienceDirect |
| Uniform Resource Identifier | http://www.sciencedirect.com/science/book/9780128028810 |
| 856 40 - ELECTRONIC LOCATION AND ACCESS | |
| Materials specified | ScienceDirect |
| Uniform Resource Identifier | https://www.sciencedirect.com/science/book/9780128028810 |
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