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Applications of Big Data
Techniques for Social Analytics
Dr. Dickson Lukose
Data Deluge
2
80%
20%
VIDEO IMAGE TEXT
VOICE
ENTERPRISE
IOT
Big Data Summit 2017
Data Deluge: Why?
3Big Data Summit 2017
Convergence
4
Artificial Intelligence
Algorithms
Big Data Summit 2017
Data Lake (Data Swamp) vs Semantic Data Lake
5
DATA LAKE
5
Enterprise Data
Sensor Web
Structured, Semi-Structured
& Unstructured
Unstructured (Structured) Structured & Semi-
Structured
Structured
Linked Open Data
CRAWLERS DATA HARVESTERS
WEB
KNOWLEDGE
HARVESTER
DATA
INGESTION ENGINE
Social Media
?DATA
SWAMP
SEMANTIC
DATA LAKE
HARMONIZATION
CLEANSING
FUSION
DEDUPLICATION
Big Data Summit 2017
Big Data Analytics (BDA) Infrastructure
6Big Data Summit 2017
Social Analytics
Sentiment Analytics Social Network Analytics
Anxiety Analytics Cluster Analytics
Personality Analytics Connector Analytics
Emotion Analytics Influencer Analytics
Concern Analytics Association Analytics
• Social Analytics is an umbrella term that includes a number of specialized analysis techniques, such
as social filtering, social network analysis, social channel analysis, sentiment analysis and social media
analytics.
• GCS Agile can perform the following big-data analytics:
•To-date, some of the areas this technology been applied to are listed below:
• Monitoring chatter in the Network of People
• Analysing chatter on Public Listed Companies
• Analysing personality, strengths and weakness of Individuals
• Analysing chatter among citizens on Public Services
• Analysing consumer chatter on specific Produce and Service
• Analysing public chatter on Crime in Specific Location.
• Analysing public chatter on specific Prominent People.
Big Data Summit 2017
Social Media Intelligence Process
Big Data Summit 2017
9
Raw Data
Cleansed
Data
Relevant
Data
Subjectivity
Analytics
Statistical
Analytics
Insights
Plain raw text
Preprocessed text (remove unwanted text,
characters, symbols)
Relevant data in the context of the topic of
interest
Sentiments, Emotions, Anxiety and
Personality from the relevant data
Statistical analysis to find top servers,
geographic data
Interactive visualization to generate insights
Domain/Context
Ontology
Social Media Intelligence Activities
Big Data Summit 2017
Social Media Intelligence (Interactive Visualization)
10Big Data Summit 2017
11
Social Media Intelligence (Interactive Visualization)
Big Data Summit 2017
12
Raw Data
Cleansed
Data
Relevant
Data
Network
Analytics
Geospatial
Analysis
Insights
Harvesting
Cleansing
Filtering
Social
Network
Analytics
Social Network Analytics Process
NETWORK
CLUSTERING ASSOCIATION
INFLUENCERS
CONNECTORS
POPULARITY
Big Data Summit 2017
13
Plain raw text
Preprocessed text (remove unwanted text,
characters, symbols)
Relevant data in the context of the topic of
interest
Build relations network and social network
analytics from the relevant data
Interactive visualization to generate insights
Geospatial analysis for displaying social
media content
Raw Data
Cleansed
Data
Relevant
Data
Network
Analytics
Geospatial
Analysis
Insights
Social Network Analytics Activities
Domain/Context
Ontology
Big Data Summit 2017
Social Network Analytics (Visual Analytics)
14Big Data Summit 2017
15
Social Network Analytics (Visual Analytics)
Dr. Dickson Lukose (PhD)
GCS Agile Pty. Ltd.
Level 10, 461 Bourke Street
Melbourne, VIC 3000
Australia
Email: dlukose@gcsagile.com.au
Phone: +61408510817

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Applications of Big Data Techniques for Social Analytics

  • 1. Applications of Big Data Techniques for Social Analytics Dr. Dickson Lukose
  • 2. Data Deluge 2 80% 20% VIDEO IMAGE TEXT VOICE ENTERPRISE IOT Big Data Summit 2017
  • 3. Data Deluge: Why? 3Big Data Summit 2017
  • 5. Data Lake (Data Swamp) vs Semantic Data Lake 5 DATA LAKE 5 Enterprise Data Sensor Web Structured, Semi-Structured & Unstructured Unstructured (Structured) Structured & Semi- Structured Structured Linked Open Data CRAWLERS DATA HARVESTERS WEB KNOWLEDGE HARVESTER DATA INGESTION ENGINE Social Media ?DATA SWAMP SEMANTIC DATA LAKE HARMONIZATION CLEANSING FUSION DEDUPLICATION Big Data Summit 2017
  • 6. Big Data Analytics (BDA) Infrastructure 6Big Data Summit 2017
  • 7. Social Analytics Sentiment Analytics Social Network Analytics Anxiety Analytics Cluster Analytics Personality Analytics Connector Analytics Emotion Analytics Influencer Analytics Concern Analytics Association Analytics • Social Analytics is an umbrella term that includes a number of specialized analysis techniques, such as social filtering, social network analysis, social channel analysis, sentiment analysis and social media analytics. • GCS Agile can perform the following big-data analytics: •To-date, some of the areas this technology been applied to are listed below: • Monitoring chatter in the Network of People • Analysing chatter on Public Listed Companies • Analysing personality, strengths and weakness of Individuals • Analysing chatter among citizens on Public Services • Analysing consumer chatter on specific Produce and Service • Analysing public chatter on Crime in Specific Location. • Analysing public chatter on specific Prominent People. Big Data Summit 2017
  • 8. Social Media Intelligence Process Big Data Summit 2017
  • 9. 9 Raw Data Cleansed Data Relevant Data Subjectivity Analytics Statistical Analytics Insights Plain raw text Preprocessed text (remove unwanted text, characters, symbols) Relevant data in the context of the topic of interest Sentiments, Emotions, Anxiety and Personality from the relevant data Statistical analysis to find top servers, geographic data Interactive visualization to generate insights Domain/Context Ontology Social Media Intelligence Activities Big Data Summit 2017
  • 10. Social Media Intelligence (Interactive Visualization) 10Big Data Summit 2017
  • 11. 11 Social Media Intelligence (Interactive Visualization) Big Data Summit 2017
  • 12. 12 Raw Data Cleansed Data Relevant Data Network Analytics Geospatial Analysis Insights Harvesting Cleansing Filtering Social Network Analytics Social Network Analytics Process NETWORK CLUSTERING ASSOCIATION INFLUENCERS CONNECTORS POPULARITY Big Data Summit 2017
  • 13. 13 Plain raw text Preprocessed text (remove unwanted text, characters, symbols) Relevant data in the context of the topic of interest Build relations network and social network analytics from the relevant data Interactive visualization to generate insights Geospatial analysis for displaying social media content Raw Data Cleansed Data Relevant Data Network Analytics Geospatial Analysis Insights Social Network Analytics Activities Domain/Context Ontology Big Data Summit 2017
  • 14. Social Network Analytics (Visual Analytics) 14Big Data Summit 2017
  • 15. 15 Social Network Analytics (Visual Analytics)
  • 16. Dr. Dickson Lukose (PhD) GCS Agile Pty. Ltd. Level 10, 461 Bourke Street Melbourne, VIC 3000 Australia Email: dlukose@gcsagile.com.au Phone: +61408510817