Taming the big data tidal wave: finding opportunities in huge data streams with advanced analytics
Gespeichert in:
1. Verfasser: | |
---|---|
Format: | Buch |
Sprache: | English |
Veröffentlicht: |
Hoboken
Wiley
2012
|
Schriftenreihe: | Wiley & SAS business series
|
Schlagworte: | |
Online-Zugang: | Publisher description Table of contents only Contributor biographical information Inhaltsverzeichnis |
Beschreibung: | Includes bibliographical references and index |
Beschreibung: | XXIII, 304 S. |
ISBN: | 9781118208786 |
Internformat
MARC
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---|---|---|---|
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245 | 1 | 0 | |a Taming the big data tidal wave |b finding opportunities in huge data streams with advanced analytics |c Bill Franks |
264 | 1 | |a Hoboken |b Wiley |c 2012 | |
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650 | 4 | |a Data mining | |
650 | 4 | |a Database searching | |
650 | 7 | |a BUSINESS & ECONOMICS / General |2 bisacsh | |
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Datensatz im Suchindex
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---|---|
adam_text | Contents
Foreword
xiii
Preface
xvii
Acknowledgments
xxv
PART ONE THE RISE OF BIG DATA
.
Chapter
1
What is Big Data and Why Does It Matter?
..........3
What is Big Data?
4
Is the Big Part or the Data Part More important?
5
How is Big Data Different?
7
How is Big Data More of the Same?
9
Risks of Big Data
10
Why You Need to Tame Big Data
12
The Structure of Big Data
14
Exploring Big Data
16
Most Big Data Doesn t Matter
17
Filtering Big Data Effectively
20
Mixing Big Data with Traditional Data
21
The Need for Standards
22
Today s Big Data is Not Tomorrow s Big Data
24
Wrap-up
26
Notes
27
vii
VIII
►CONTENTS
Chapter
2
Web Data: The Original Big Data
..........................29
Web Data Overview
30
What Web Data Reveals
36
Web Data in Action
42
Wrap-Up
50
Note
51
Chapter
3
A Cross-Section of Big Data sources and
the value They Hold
..............................................53
Auto insurance: The Value of Telematics Data
54
Multiple Industries: The Value of Text Data
57
Multiple industries: The Value of Time and Location Data
60
Retail and Manufacturing: The Value of Radio Frequency
Identification Data
64
Utilities: The Value of Smart-Grid Data
68
Gaming: The Value of Casino Chip Tracking Data
71
industrial Engines and Equipment: The Value of Sensor
Data
73
Video Games: The value of Telemetry Data
76
Telecommunications and Other industries:
The value of Social Network Data
78
Wrap-up
82
PART TWO TAMING BIG DATA: THE TECHNOLOGIES.
PROCESSES, AND METHODS
.................................85
Chapter
4
The Evolution of Analytic scalability
....................87
A History of Scalability
88
The Convergence of the Analytic and Data
Environments
90
Massively Parallel Processing Systems
93
Cloud Computing
102
Grid Computing
109
CONTENTS<
IX
MapReduce 110
it Isn t an Either/Or Choice!
117
Wrap-Up 118
Notes
119
Chapter
5
The Evolution of Analytic Processes
..................121
The Analytic Sandbox
122
What is an Analytic Data Set?
133
Enterprise Analytic Data Sets
137
Embedded Scoring
145
Wrap-Up
151
Chapter
6
The Evolution of Analytic Tools
and Methods
.......................................................153
The Evolution of Analytic Methods
154
The Evolution of Analytic Tools
163
Wrap-Up
175
Notes
176
PART THREE TAMING BIG DATA: THE PEOPLE AND
APPROACHES
....................................................177
Chapter
7
what Makes a Great Analysis?
...........................179
Analysis versus Reporting
179
Analysis: Make It G.R.E.A.T.!
184
Core Analytics versus Advanced Analytics
186
Listen to Your Analysis
188
Framing the Problem Correctly
189
Statistical Significance versus Business importance
191
Samples versus Populations
195
Making Inferences versus Computing Statistics
198
Wrap-Up
200
X ►CONTENTS
Chapter
8
What Makes a Great Analytic Professional?
.....201
Who Is the Analytic Professional?
202
The Common Misconceptions about Analytic
Professionals
203
Every Great Analytic Professional is an Exception
204
The Often Underrated Traits of a Great Analytic
Professional
208
is Analytics Certification Needed, or Is It Noise?
222
Wrap-up
224
Chapter
9
What Makes a Great Analytics Team?
...............227
All industries Are Not Created Equal
228
Just Get Started!
230
There s a Talent Crunch out There
231
Team Structures
232
Keeping a Great Team s Skills Up
237
Who Should Be Doing Advanced Analytics?
241
Why can t IT and Analytic Professionals Get Along?
245
Wrap-up
247
Notes
248
PART FOUR BRINGING IT TOGETHER: THE ANALYTICS
CULTURE
.............................................................249
Chapter
10
Enabling Analytic innovation
..............................251
Businesses Need More innovation
252
Traditional Approaches Hamper innovation
253
Defining Analytic innovation
255
Iterative Approaches to Analytic Innovation
256
Consider a Change in Perspective
257
Are You Ready for an Analytic Innovation Center?
259
Wrap-up
269
Note
270
CONTENTS 4
XI
Chapter
11
Creating a culture of Innovation and
Discovery
.............................................................271
Setting the Stage
272
Overview of the Key Principles
274
Wrap-Up
290
Notes
291
Conclusion: Think Bigger!
293
AbOUt the Author
295
Index
297
|
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illustrated | Not Illustrated |
indexdate | 2024-07-10T00:22:36Z |
institution | BVB |
isbn | 9781118208786 |
language | English |
lccn | 2011048536 |
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physical | XXIII, 304 S. |
publishDate | 2012 |
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publisher | Wiley |
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series2 | Wiley & SAS business series |
spelling | Franks, Bill 1968- Verfasser (DE-588)1022909312 aut Taming the big data tidal wave finding opportunities in huge data streams with advanced analytics Bill Franks Hoboken Wiley 2012 XXIII, 304 S. txt rdacontent n rdamedia nc rdacarrier Wiley & SAS business series Includes bibliographical references and index Wirtschaft Data mining Database searching BUSINESS & ECONOMICS / General bisacsh Data Mining (DE-588)4428654-5 gnd rswk-swf Big Data (DE-588)4802620-7 gnd rswk-swf Data Mining (DE-588)4428654-5 s DE-604 Big Data (DE-588)4802620-7 s Erscheint auch als Online-Ausgabe 978-1-118-22866-1 Erscheint auch als Online-Ausgabe 978-1-118-24117-2 Erscheint auch als Online-Ausgabe 978-1-118-26588-8 http://www.loc.gov/catdir/enhancements/fy1205/2011048536-d.html Publisher description http://www.loc.gov/catdir/enhancements/fy1205/2011048536-t.html Table of contents only http://www.loc.gov/catdir/enhancements/fy1210/2011048536-b.html Contributor biographical information Digitalisierung UB Regensburg application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025220464&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
spellingShingle | Franks, Bill 1968- Taming the big data tidal wave finding opportunities in huge data streams with advanced analytics Wirtschaft Data mining Database searching BUSINESS & ECONOMICS / General bisacsh Data Mining (DE-588)4428654-5 gnd Big Data (DE-588)4802620-7 gnd |
subject_GND | (DE-588)4428654-5 (DE-588)4802620-7 |
title | Taming the big data tidal wave finding opportunities in huge data streams with advanced analytics |
title_auth | Taming the big data tidal wave finding opportunities in huge data streams with advanced analytics |
title_exact_search | Taming the big data tidal wave finding opportunities in huge data streams with advanced analytics |
title_full | Taming the big data tidal wave finding opportunities in huge data streams with advanced analytics Bill Franks |
title_fullStr | Taming the big data tidal wave finding opportunities in huge data streams with advanced analytics Bill Franks |
title_full_unstemmed | Taming the big data tidal wave finding opportunities in huge data streams with advanced analytics Bill Franks |
title_short | Taming the big data tidal wave |
title_sort | taming the big data tidal wave finding opportunities in huge data streams with advanced analytics |
title_sub | finding opportunities in huge data streams with advanced analytics |
topic | Wirtschaft Data mining Database searching BUSINESS & ECONOMICS / General bisacsh Data Mining (DE-588)4428654-5 gnd Big Data (DE-588)4802620-7 gnd |
topic_facet | Wirtschaft Data mining Database searching BUSINESS & ECONOMICS / General Data Mining Big Data |
url | http://www.loc.gov/catdir/enhancements/fy1205/2011048536-d.html http://www.loc.gov/catdir/enhancements/fy1205/2011048536-t.html http://www.loc.gov/catdir/enhancements/fy1210/2011048536-b.html http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025220464&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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