Large scale and Big Data: processing and management
Large Scale and Big Data: Processing and Management provides readers with a central source of reference on the data management techniques currently available for large-scale data processing. Presenting chapters written by leading researchers, academics, and practitioners, it addresses the fundamenta...
Saved in:
| Format: | Book |
|---|---|
| Language: | English |
| Published: |
Boca Raton [u.a.]
CRC Press / Auerbach
2014
|
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Summary: | Large Scale and Big Data: Processing and Management provides readers with a central source of reference on the data management techniques currently available for large-scale data processing. Presenting chapters written by leading researchers, academics, and practitioners, it addresses the fundamental challenges associated with Big Data processing tools and techniques across a range of computing environments.The book begins by discussing the basic concepts and tools of large-scale Big Data processing and cloud computing. It also provides an overview of different programming models and cloud-bas |
| Physical Description: | XIII, 622 S. Ill., graph. Darst. |
| ISBN: | 9781466581500 |
Staff View
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| 520 | 1 | |a Large Scale and Big Data: Processing and Management provides readers with a central source of reference on the data management techniques currently available for large-scale data processing. Presenting chapters written by leading researchers, academics, and practitioners, it addresses the fundamental challenges associated with Big Data processing tools and techniques across a range of computing environments.The book begins by discussing the basic concepts and tools of large-scale Big Data processing and cloud computing. It also provides an overview of different programming models and cloud-bas | |
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Record in the Search Index
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| adam_text | Contents
Preface
......................................................................................................................
vii
Editors.......................................................................................................................ix
Contributors
..............................................................................................................xi
Chapter
1
Distributed Programming for the Cloud: Models, Challenges,
and Analytics Engines
..........................................................................1
Mohammad Hammoud and
Majd
F.
Sakr
Chapter
2
MapReduce Family of Large-Scale Data-Processing Systems
..........39
Sherif
Sakr,
Anna Liu, andAyman G. Fayoumi
Chapter
3
iMapReduce: Extending MapReduce for Iterative Processing
........107
Yanfeng Zhang, Qixin
Gao, Lixin Gao,
and Cuirong Wang
Chapter
4
Incremental MapReduce Computations
...........................................127
Pramod Bhatotia, Alexander
Wieder,
Umut
A. Acar,
and
Rodrigo Rodrigues
Chapter
5
Large-Scale RDF Processing with MapReduce
...............................151
Alexander
Schätzte,
Martin Przyjaciel-Zablocki,
Thomas Hornung, and
Georg Lausen
Chapter
6
Algebraic Optimization of RDF Graph Pattern Queries on
MapReduce
.......................................................................................183
Kemafor Anyanwu, Padmashree Ravindra, and HyeongSik Kim
Chapter
7
Network Performance Aware Graph Partitioning for Large
Graph Processing Systems in the Cloud
..........................................229
Rishan Chen, Xuetian
W
eng,
Bingsheng He, Byron Choi, and Mao Yang
Chapter
8
PEGASUS: A System for Large-Scale Graph Processing
...............255
Charalampos E. Tsourakakis
Chapter
9
An Overview of the NoSQL World
..................................................287
Liang Zhao, Sherif
Sakr,
and Anna Liu
v
vi
Contents
Chapter
10
Consistency Management in Cloud Storage Systems
......................325
Houssem-Eddine Chihtmh, Shitdi Ihnthini, (¡ithticl
Апішііп,
and Maria S. Perez
Chapter
11
CloudDB AutoAdmin: A Consumer Centric l-ramework tor
SLA Management of Virtual
і
/.ed Database
Servers
........................357
SherifSakr, Liang Zhao, and Anna I.m
Chapter
12
An Overview of Large-Scale Stream Processing
íim/im-s
...............389
Radwa Elshawi and SherifSakr
Chapter
13
Advanced Algorithms for Efficient Approximate
Duplicale
Detection in Data Streams Using Bloom filters
..............................409
Sourav Dutta and Ankur
Ναηιηχ
Chapter
14
Large-scale Network Traffic Analysis for lis.imating ihc Si/c
of IP Addresses and Detecting
Tra
flic Anomalies
...........................435
Ahmed
Metwally,
Fabio
Soldo. Man
ľaduano.
шиї
Λ/«™«/
Chhabra
Chapter 15 R-omrnending
Environmente.
Big Data Using Scmanlidly
Ouided Machine Learning
.................
Ritában
Dutta, Ahsan
Morshed,
and Jaganwh
ЛгуаІ
Chapter
16
Visualizing Resources for the Cloud
........................................4«
Mohammad Hammoud and
Majd
F.
Sakr
СНеп,
SHumin Guo, James
Chapter B Performanc
. and KZZ
^^ÄJÄ ComP ing:
Challenges.
.......................................................
579
595
Hasan
Index
.............
|
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| language | English |
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| spelling | Large scale and Big Data processing and management ed. by Sherif Sakr ; Mohamed Medhat Gaber Boca Raton [u.a.] CRC Press / Auerbach 2014 XIII, 622 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier Large Scale and Big Data: Processing and Management provides readers with a central source of reference on the data management techniques currently available for large-scale data processing. Presenting chapters written by leading researchers, academics, and practitioners, it addresses the fundamental challenges associated with Big Data processing tools and techniques across a range of computing environments.The book begins by discussing the basic concepts and tools of large-scale Big Data processing and cloud computing. It also provides an overview of different programming models and cloud-bas Big Data (DE-588)4802620-7 gnd rswk-swf Datenmanagement (DE-588)4213132-7 gnd rswk-swf (DE-588)4143413-4 Aufsatzsammlung gnd-content Big Data (DE-588)4802620-7 s Datenmanagement (DE-588)4213132-7 s DE-604 Sakr, Sherif 1979- Sonstige (DE-588)133230724 oth Erscheint auch als Online-Ausgabe 978-1-4665-8151-7 Digitalisierung UB Bamberg - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027396401&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Large scale and Big Data processing and management Big Data (DE-588)4802620-7 gnd Datenmanagement (DE-588)4213132-7 gnd |
| subject_GND | (DE-588)4802620-7 (DE-588)4213132-7 (DE-588)4143413-4 |
| title | Large scale and Big Data processing and management |
| title_auth | Large scale and Big Data processing and management |
| title_exact_search | Large scale and Big Data processing and management |
| title_full | Large scale and Big Data processing and management ed. by Sherif Sakr ; Mohamed Medhat Gaber |
| title_fullStr | Large scale and Big Data processing and management ed. by Sherif Sakr ; Mohamed Medhat Gaber |
| title_full_unstemmed | Large scale and Big Data processing and management ed. by Sherif Sakr ; Mohamed Medhat Gaber |
| title_short | Large scale and Big Data |
| title_sort | large scale and big data processing and management |
| title_sub | processing and management |
| topic | Big Data (DE-588)4802620-7 gnd Datenmanagement (DE-588)4213132-7 gnd |
| topic_facet | Big Data Datenmanagement Aufsatzsammlung |
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