5. appdomain of big data
Internet domain
Weather domain
Telecommunication domain
Medical domain
Demographics domain
Financial domain
Application Which use the technology of
big data benefit to us
9.
Energy and Utilities
Distribution load forecasting and scheduling
Create targeted customer offerings
Condition-based maintenance
Enable customer energy management
Smart meter analytics
Government
Threat prediction and prevention
Social program fraud, waste and errors
Tax compliance - fraud and abuse
Crime prediction and prevention
10.
Healthcare
Measure and act on population health
Engage consumers in their healthcare
Health monitoring and intervention
Travel & Transportation
Customer analytics and loyalty marketing
Capacity & pricing optimization
Predictive maintenance optimization
11. Technologies
Machine learning
Machine learning, a branch of artificial intelligence, concerns the
construction and study of systems that can learn from data. For
example, a machine learning system could be trained on email
messages to learn to distinguish between spam and non-spam
messages. After learning, it can then be used to classify new
emailmessages into spam and non-spam folders
Tom M. Mitchell provided a widely
quoted, more formal definition: "A
computer program is said to learn from
experience E with respect to some
class of tasks T and performance
measure P, if its performance at tasks
in T, as measured by P, improves with
experience E".
13. Technologies
Decision tree learning
A tree showing survival of
passengers on the Titanic ("sibsp"
is the number of spouses or
siblings aboard). The figures under
the leaves show the probability of
survival and the percentage of
observations in the leaf.
14. Technologies
Natural language processing
Natural language processing (NLP) is a field of computer science artificial
intelligence and linguistics concerned with the interactions between
computers and human (natural) languages 。
18. The trends of big data
Big Data Is The Big Opportunity
19. The trends of big data
Deliver Better Healthcare With Big Data
Quality Of Patient Care
Legacy System &
Traditional Data
Treatment
Pathways On
Summary Data
International
Results
Treatment
Pathways
On
All The Data
New System &
Big Data
Individual
Patient
History
Social &
Economic
Factors
20. Challenges ahead
Invade User's privacy
Real time is a real problem
The Missing Skills triangle
Easy-to-use big data tools infancy