Guide to High Performance Distributed Computing: Case Studies with Hadoop, Scalding and Spark
Gespeichert in:
1. Verfasser: | |
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Format: | Elektronisch E-Book |
Sprache: | English |
Veröffentlicht: |
Cham
Springer International Publishing
2015
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Schriftenreihe: | Computer Communications and Networks
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Schlagworte: | |
Online-Zugang: | BTU01 FHA01 FHI01 FHM01 FHN01 FKE01 FLA01 FRO01 UBG01 UBM01 UBR01 UBT01 UBW01 UER01 UPA01 Volltext Abstract Inhaltsverzeichnis |
Beschreibung: | 1 Online-Ressource (XVII, 304 p.) Ill. |
ISBN: | 9783319134970 |
ISSN: | 1617-7975 |
DOI: | 10.1007/978-3-319-13497-0 |
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Datensatz im Suchindex
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adam_text | GUIDE TO HIGH PERFORMANCE DISTRIBUTED COMPUTING
/ SRINIVASA, K.G.
: 2015
ABSTRACT / INHALTSTEXT
THIS TIMELY TEXT/REFERENCE DESCRIBES THE DEVELOPMENT AND IMPLEMENTATION
OF LARGE-SCALE DISTRIBUTED PROCESSING SYSTEMS USING OPEN SOURCE TOOLS
AND TECHNOLOGIES SUCH AS HADOOP, SCALDING AND SPARK. COMPREHENSIVE IN
SCOPE, THE BOOK PRESENTS STATE-OF-THE-ART MATERIAL ON BUILDING HIGH
PERFORMANCE DISTRIBUTED COMPUTING SYSTEMS, PROVIDING PRACTICAL GUIDANCE
AND BEST PRACTICES AS WELL AS DESCRIBING THEORETICAL SOFTWARE
FRAMEWORKS. TOPICS AND FEATURES: DESCRIBES THE FUNDAMENTALS OF BUILDING
SCALABLE SOFTWARE SYSTEMS FOR LARGE-SCALE DATA PROCESSING IN THE NEW
PARADIGM OF HIGH PERFORMANCE DISTRIBUTED COMPUTING PRESENTS AN OVERVIEW
OF THE HADOOP ECOSYSTEM, FOLLOWED BY STEP-BY-STEP INSTRUCTION ON ITS
INSTALLATION, PROGRAMMING AND EXECUTION REVIEWS THE BASICS OF SPARK,
INCLUDING RESILIENT DISTRIBUTED DATASETS, AND EXAMINES HADOOP STREAMING
AND WORKING WITH SCALDING PROVIDES DETAILED CASE STUDIES ON APPROACHES
TO CLUSTERING, DATA CLASSIFICATION AND REGRESSION ANALYSIS EXPLAINS THE
PROCESS OF CREATING A WORKING RECOMMENDER SYSTEM USING SCALDING AND
SPARK SUPPLIES A COMPLETE LIST OF SUPPLEMENTARY SOURCE CODE AND DATASETS
AT AN ASSOCIATED WEBSITE FULFILLING THE NEED FOR BOTH INTRODUCTORY
MATERIAL FOR UNDERGRADUATE STUDENTS OF COMPUTER SCIENCE AND DETAILED
DISCUSSIONS FOR SOFTWARE ENGINEERING PROFESSIONALS, THIS BOOK WILL AID A
BROAD AUDIENCE TO UNDERSTAND THE ESOTERIC ASPECTS OF PRACTICAL HIGH
PERFORMANCE COMPUTING THROUGH ITS USE OF SOLVED PROBLEMS, RESEARCH CASE
STUDIES AND WORKING SOURCE CODE. K.G. SRINIVASA IS PROFESSOR AND HEAD OF
THE DEPARTMENT OF COMPUTER SCIENCE AND ENGINEERING AT M.S. RAMAIAH
INSTITUTE OF TECHNOLOGY (MSRIT), BANGALORE, INDIA. HIS OTHER
PUBLICATIONS INCLUDE THE SPRINGER TITLE SOFT COMPUTING FOR DATA MINING
APPLICATIONS. ANIL KUMAR MUPPALLA IS ALSO A RESEARCHER AT MSRIT.
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
GUIDE TO HIGH PERFORMANCE DISTRIBUTED COMPUTING
/ SRINIVASA, K.G.
: 2015
TABLE OF CONTENTS / INHALTSVERZEICHNIS
PART I: PROGRAMMING FUNDAMENTALS OF HIGH PERFORMANCE DISTRIBUTED
COMPUTING
INTRODUCTION
GETTING STARTED WITH HADOOP
GETTING STARTED WITH SPARK
PROGRAMMING INTERNALS OF SCALDING AND SPARK
PART II: CASE STUDIES USING HADOOP, SCALDING AND SPARK
CASE STUDY I: DATA CLUSTERING USING SCALDING AND SPARK
CASE STUDY II: DATA CLASSIFICATION USING SCALDING AND SPARK
CASE STUDY III: REGRESSION ANALYSIS USING SCALDING AND SPARK
CASE STUDY IV: RECOMMENDER SYSTEM USING SCALDING AND SPARK
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
|
any_adam_object | 1 |
author | Srinivasa, K.G |
author_facet | Srinivasa, K.G |
author_role | aut |
author_sort | Srinivasa, K.G |
author_variant | k s ks |
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dewey-ones | 004 - Computer science |
dewey-raw | 004.6 |
dewey-search | 004.6 |
dewey-sort | 14.6 |
dewey-tens | 000 - Computer science, information, general works |
discipline | Informatik |
doi_str_mv | 10.1007/978-3-319-13497-0 |
format | Electronic eBook |
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oclc_num | 904333649 |
open_access_boolean | |
owner | DE-355 DE-BY-UBR DE-19 DE-BY-UBM DE-Aug4 DE-M347 DE-573 DE-859 DE-703 DE-473 DE-BY-UBG DE-20 DE-92 DE-29 DE-634 DE-860 DE-861 DE-739 |
owner_facet | DE-355 DE-BY-UBR DE-19 DE-BY-UBM DE-Aug4 DE-M347 DE-573 DE-859 DE-703 DE-473 DE-BY-UBG DE-20 DE-92 DE-29 DE-634 DE-860 DE-861 DE-739 |
physical | 1 Online-Ressource (XVII, 304 p.) Ill. |
psigel | ZDB-2-SCS ZDB-2-SCS_2015 |
publishDate | 2015 |
publishDateSearch | 2015 |
publishDateSort | 2015 |
publisher | Springer International Publishing |
record_format | marc |
series2 | Computer Communications and Networks |
spelling | Srinivasa, K.G. Verfasser aut Guide to High Performance Distributed Computing Case Studies with Hadoop, Scalding and Spark by K.G. Srinivasa, Anil Kumar Muppalla Cham Springer International Publishing 2015 1 Online-Ressource (XVII, 304 p.) Ill. txt rdacontent c rdamedia cr rdacarrier Computer Communications and Networks 1617-7975 Programmierung (DE-588)4076370-5 gnd rswk-swf Informatik (DE-588)4026894-9 gnd rswk-swf Künstliche Intelligenz (DE-588)4033447-8 gnd rswk-swf Maschinelles Sehen (DE-588)4129594-8 gnd rswk-swf Wissensextraktion (DE-588)4546354-2 gnd rswk-swf Data Mining (DE-588)4428654-5 gnd rswk-swf Informatik (DE-588)4026894-9 s Data Mining (DE-588)4428654-5 s Künstliche Intelligenz (DE-588)4033447-8 s Maschinelles Sehen (DE-588)4129594-8 s Programmierung (DE-588)4076370-5 s Wissensextraktion (DE-588)4546354-2 s DE-604 Muppalla, Anil Kumar Sonstige oth Erscheint auch als Druckausgabe 978-3-319-13496-3 https://doi.org/10.1007/978-3-319-13497-0 Verlag Volltext Springer Fremddatenuebernahme application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027823077&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Abstract Springer Fremddatenuebernahme application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027823077&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
spellingShingle | Srinivasa, K.G Guide to High Performance Distributed Computing Case Studies with Hadoop, Scalding and Spark Programmierung (DE-588)4076370-5 gnd Informatik (DE-588)4026894-9 gnd Künstliche Intelligenz (DE-588)4033447-8 gnd Maschinelles Sehen (DE-588)4129594-8 gnd Wissensextraktion (DE-588)4546354-2 gnd Data Mining (DE-588)4428654-5 gnd |
subject_GND | (DE-588)4076370-5 (DE-588)4026894-9 (DE-588)4033447-8 (DE-588)4129594-8 (DE-588)4546354-2 (DE-588)4428654-5 |
title | Guide to High Performance Distributed Computing Case Studies with Hadoop, Scalding and Spark |
title_auth | Guide to High Performance Distributed Computing Case Studies with Hadoop, Scalding and Spark |
title_exact_search | Guide to High Performance Distributed Computing Case Studies with Hadoop, Scalding and Spark |
title_full | Guide to High Performance Distributed Computing Case Studies with Hadoop, Scalding and Spark by K.G. Srinivasa, Anil Kumar Muppalla |
title_fullStr | Guide to High Performance Distributed Computing Case Studies with Hadoop, Scalding and Spark by K.G. Srinivasa, Anil Kumar Muppalla |
title_full_unstemmed | Guide to High Performance Distributed Computing Case Studies with Hadoop, Scalding and Spark by K.G. Srinivasa, Anil Kumar Muppalla |
title_short | Guide to High Performance Distributed Computing |
title_sort | guide to high performance distributed computing case studies with hadoop scalding and spark |
title_sub | Case Studies with Hadoop, Scalding and Spark |
topic | Programmierung (DE-588)4076370-5 gnd Informatik (DE-588)4026894-9 gnd Künstliche Intelligenz (DE-588)4033447-8 gnd Maschinelles Sehen (DE-588)4129594-8 gnd Wissensextraktion (DE-588)4546354-2 gnd Data Mining (DE-588)4428654-5 gnd |
topic_facet | Programmierung Informatik Künstliche Intelligenz Maschinelles Sehen Wissensextraktion Data Mining |
url | https://doi.org/10.1007/978-3-319-13497-0 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027823077&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027823077&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA |
work_keys_str_mv | AT srinivasakg guidetohighperformancedistributedcomputingcasestudieswithhadoopscaldingandspark AT muppallaanilkumar guidetohighperformancedistributedcomputingcasestudieswithhadoopscaldingandspark |