Social media analytics: techniques and insights for extracting business value out of social media
Gespeichert in:
| Hauptverfasser: | , |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
New York
IBM Press
[2016]
|
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | Includes index |
| Beschreibung: | xxxv, 268 Seiten Illustrationen, Diagramme 23 cm |
| ISBN: | 9780133892567 0133892565 |
Internformat
MARC
| LEADER | 00000nam a2200000 c 4500 | ||
|---|---|---|---|
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| 003 | DE-604 | ||
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| 007 | t | ||
| 008 | 160222s2016 a||| |||| 00||| eng d | ||
| 020 | |a 9780133892567 |9 978-0-13-389256-7 | ||
| 020 | |a 0133892565 |9 0-13-389256-5 | ||
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| 100 | 1 | |a Ganis, Matthew |e Verfasser |4 aut | |
| 245 | 1 | 0 | |a Social media analytics |b techniques and insights for extracting business value out of social media |c Matthew Ganis, Avinash Kohirkar |
| 264 | 1 | |a New York |b IBM Press |c [2016] | |
| 300 | |a xxxv, 268 Seiten |b Illustrationen, Diagramme |c 23 cm | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 500 | |a Includes index | ||
| 650 | 4 | |a Data mining | |
| 650 | 4 | |a Social media / Research | |
| 650 | 4 | |a Business / Data processing | |
| 650 | 4 | |a Web usage mining | |
| 650 | 4 | |a Datenverarbeitung | |
| 650 | 4 | |a Wirtschaft | |
| 650 | 0 | 7 | |a Data Mining |0 (DE-588)4428654-5 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Social Media |0 (DE-588)4639271-3 |2 gnd |9 rswk-swf |
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| 689 | 0 | |C b |5 DE-604 | |
| 700 | 1 | |a Kohirkar, Avinash |e Verfasser |4 aut | |
| 856 | 4 | 2 | |m Digitalisierung UB Regensburg - ADAM Catalogue Enrichment |q application/pdf |u http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028800663&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |3 Inhaltsverzeichnis |
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Datensatz im Suchindex
| _version_ | 1804175947997380608 |
|---|---|
| adam_text | Contents
Foreword XV! ii
Preface: Mining for Gold (or Digging in the Mud) xx
Just What Do We Mean When We Say Social Media? xx
Why Look at This Data? xxi
How Does This Translate into Business Value? xxii
The Book’s Approach xriv
Data Identification xxiv
Data Analysis xxv
Information Interpretation xxvi
Why You Should Read This Book xxvii
What This Book Does and Does Not Focus On xxix
Acknowledgments xxxi
Matt Ganis xxxi
Avinash Kohirkar xxxi
Joint Acknowledgments xxxii
About the Authors xxxiv
Part 1 Data Identification
Chapter 1 Looking for Data in All the Right Places 1
What Data Do We Mean? 2
What Subset of Content Are We Interested In? 4
Whose Comments Are We Interested In? 6
What Window of Time Are We Interested In? 7
Attributes of Data That Need to Be Considered 7
Structure 8
Language 9
Region 9
xi
xii
Social Media Analytics
Type of Content 10
Venue 13
Time 14
Ownership of Data. 14
Summary 15
Chapter 2 ■ Separating the Wheat from the Chaff 17
It All Starts with Data 18
Casting a Net 19
Regular Expressions 23
A Few Words of Caution 27
It s Not What You Say but WHERE You Say It 28
Summary 29
Chapter 3 ■ Whose Comments Are We interested In? 31
Looking for the Right Subset of People 32
Employment 32
Sentiment 32
Location or Geography 33
Language 33
Age 34
Gender 34
Profession/Expertise 34
Eminence or Popularity 35
Role 35
Specific People or Groups 35
Do We Really Want ALL the Comments? 35
Are They Happy or Unhappy? 37
Location and Language 39
Age and Gender 41
Eminence, Prestige, or Popularity 42
Summary 45
Contents
xiii
Chapter 4
Chapter 5
Parti!
Chapter 6
Timing Is Everything 47
Predictive Versus Descriptive 48
Predictive Analytics 49
Descriptive Analytics 53
Sentiment 55
Time as Your Friend 57
Summary 58
Social Data: Where and Why 61
Structured Data Versus Unstructured Data 63
Big Data 65
Social Media as Big Data 67
Where to Look for Big Data 69
Paradox of Choice: Sifting Through Big Data 70
Identifying Data in Social Media Outlets 74
Professional Networking Sites 75
Social Sites 77
Information Sharing Sites 78
Microblogging Sites 79
Blogs/Wikis 80
Summary 81
Data Analysis
The Right Tool for the Right Job 83
The Four Dimensions of Analysis Taxonomy 84
Depth of Analysis 85
Machine Capacity 86
Domain of Analysis 88
External Social Media 88
Internal Social Media 93
XIV
Social Media Analytics
Velocity of Data 99
Data in Motion 99
Data at Rest 100
Summary 101
Chapter 7 ■ Reading Tea Leaves: Discovering Themes, Topics, or
Trends 103
Validating the Hypothesis 104
Youth Unemployment 104
Cannes Lions 2013 110
56th Grammy Awards 112
Discovering Themes and Topics 113
Business Value of Projects 114
Analysis of the Information in the Business Value
Field 115
O ur F indings 115
Using Iterative Methods 117
Summary 119
Chapter 8 ■ Fishing in a Fast-Flowing River 121
Is There Value in Real Time? 122
Real Time Versus Near Real Time 123
Forewarned Is Forearmed 125
Stream Computing 126
IBM InfoSphere Streams 128
SPL Applications 129
Directed Graphs 130
Streams Example: SSM 131
Step 1 133
Step 2 134
Step 3 134
Step 4 135
Contents
XV
Steps $ and 6 136
Steps 7 and 8 136
Value Derived from a Conference Using Real-Time
Analytics 138
Summary 139
Chapter 9 ■ If You Don’t Know What You Want, You Just May Find It!:
Ad Hoc Exploration 141
Ad Hoc Analysis 142
An Example of Ad Hoc Analysis 144
Data Integrity 130
Summary 135
Chapter 10 ■ Rivers Run Deep: Deep Analysis 157
Responding to Leads Identified in Social Media 157
Identifying Leads 158
Qualifying/Classifying Leads 160
S uggested Actio n 161
Support for Deep Analysis in Analytics Software 163
Topic Evolution 163
Affinity Analysis in Reporting 165
Summary 167
Chapter 11 ■ The Enterprise Social Network 169
Social Is Much More Than Just Collaboration 170
Transparency of Communication 171
Frictionless Redistribution of Knowledge 172
Deconstructing Knowledge Creation 172
Serendipitous Discovery and Innovation 172
Enterprise Social Network is the Memory of
the Ojrganization 172
Understanding the Enterprise Graph 174
XVI
Social Media Analytics
Partili
Chapter 12
Chapter 13
Personal Social Dashboard: Details of Implementation 175
Key Performance Indicators (KPIs) 177
Assessing Business Benefits from Social Graph Data 183
What s Next for the Enterprise Graph? 185
Summary 186
Information Interpretation
Murphy Was Right! The Art of What Could Go Wrong 189
Recap: The Social Analytics Process 190
Finding the Right Data 193
Communicating Clearly 195
Choosing Filter Words Carefully 198
Understanding That Sometimes Less Is More 198
Customizing and Modifying Tools 201
Using the Right Tool for the Right Job 204
Analyzing Consumer Reaction During
Hurricane Sandy 204
Summary 209
Visualization as an Aid to Analytics 211
Common Visualizations 212
Pie Charts 213
Bar Charts 214
Line Charts 216
Scatter Plots 218
Common Pitfalls 219
Information Overload 219
The Unintended Consequences of Using 3D 220
Using Too Much Color 221
Visually Representing Unstructured Data 222
Summary 225
Concents
XVn
Appendices
Appendix A ■
Case Study 227
Introduction to the Case Study: IBMAmplify 228
Data. Identification 228
Taking a First Pass at the Analysis 234
Data Analysis 241
A Second Attempt at Analyzing the Data 243
Information Interpretation 244
Conclusions 247
Index 249
|
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| id | DE-604.BV043382001 |
| illustrated | Illustrated |
| indexdate | 2024-07-10T07:24:23Z |
| institution | BVB |
| isbn | 9780133892567 0133892565 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-028800663 |
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| physical | xxxv, 268 Seiten Illustrationen, Diagramme 23 cm |
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| spelling | Ganis, Matthew Verfasser aut Social media analytics techniques and insights for extracting business value out of social media Matthew Ganis, Avinash Kohirkar New York IBM Press [2016] xxxv, 268 Seiten Illustrationen, Diagramme 23 cm txt rdacontent n rdamedia nc rdacarrier Includes index Data mining Social media / Research Business / Data processing Web usage mining Datenverarbeitung Wirtschaft Data Mining (DE-588)4428654-5 gnd rswk-swf Social Media (DE-588)4639271-3 gnd rswk-swf Benutzerverhalten (DE-588)4122898-4 gnd rswk-swf Social Media (DE-588)4639271-3 s Benutzerverhalten (DE-588)4122898-4 s Data Mining (DE-588)4428654-5 s b DE-604 Kohirkar, Avinash Verfasser aut Digitalisierung UB Regensburg - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028800663&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Ganis, Matthew Kohirkar, Avinash Social media analytics techniques and insights for extracting business value out of social media Data mining Social media / Research Business / Data processing Web usage mining Datenverarbeitung Wirtschaft Data Mining (DE-588)4428654-5 gnd Social Media (DE-588)4639271-3 gnd Benutzerverhalten (DE-588)4122898-4 gnd |
| subject_GND | (DE-588)4428654-5 (DE-588)4639271-3 (DE-588)4122898-4 |
| title | Social media analytics techniques and insights for extracting business value out of social media |
| title_auth | Social media analytics techniques and insights for extracting business value out of social media |
| title_exact_search | Social media analytics techniques and insights for extracting business value out of social media |
| title_full | Social media analytics techniques and insights for extracting business value out of social media Matthew Ganis, Avinash Kohirkar |
| title_fullStr | Social media analytics techniques and insights for extracting business value out of social media Matthew Ganis, Avinash Kohirkar |
| title_full_unstemmed | Social media analytics techniques and insights for extracting business value out of social media Matthew Ganis, Avinash Kohirkar |
| title_short | Social media analytics |
| title_sort | social media analytics techniques and insights for extracting business value out of social media |
| title_sub | techniques and insights for extracting business value out of social media |
| topic | Data mining Social media / Research Business / Data processing Web usage mining Datenverarbeitung Wirtschaft Data Mining (DE-588)4428654-5 gnd Social Media (DE-588)4639271-3 gnd Benutzerverhalten (DE-588)4122898-4 gnd |
| topic_facet | Data mining Social media / Research Business / Data processing Web usage mining Datenverarbeitung Wirtschaft Data Mining Social Media Benutzerverhalten |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028800663&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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