Crowd Mining: Humanity's Collective Mind Expansion
Crowd Mining
Tova Milo
Think of humanity and its collective mind expanding…
But first
a story
…
The research frontier
2
Crowd Mining
Let us put this in research terminology…
•
Imprecise, under-specified questions.
Often in natural language
.
Search for
common/interesting/useful/exceptional patterns
in an
“open world”
•
Huge amounts of relevant data sources & content.
Often in natural language.
Partially only in people minds!
Many important application domains:
(Folk) medicine, Social studies, Education, Cyber security, Scientific experiments,…
3
Crowd Mining
Requires a new type of crowd-assisted
(interactive) mining
Mining with the crowd
•
Mining for what?
–
Query understanding and refinement
–
Identifying relevant information sources
–
Relevant patterns and answers
•
How?
–
Mining human and computerized knowledge
–
Interactive incremental process
–
Crowd mining is very different from traditional data mining!
The questions/answers that one can ask/get
Availability, behavior, error, reliability, cost…
User capacity of grasping information
•
Need to develop new toolkits
–
NLP, ML, statistics, phycology, HCI, …
4
Crowd Mining
Hey ,but isn’t this again
all about source
capabilities???!!!
Yes, but very different…
Huge number of sources,
very interactive,
very diverse
The end of the story…
•
My son passed the exam (smart kid :-)
•
But decided that he prefers to have
fun for three months rather than
spend his days programming…
(even smarter :-)
5
Crowd Mining
The concept of Crowd Mining involves searching for patterns in an open world with imprecise questions, requiring a new type of crowd-assisted mining process. It involves querying understanding, identifying relevant information sources, and interactive mining of human and computerized knowledge. Crowd Mining differs from traditional data mining by focusing on the interactive and diverse nature of information sources.
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Presentation Transcript
Crowd Mining Tova Milo
The research frontier Think of humanity and its collective mind expanding But first a story Crowd Mining 2
Let us put this in research terminology Often in natural language. Search for common/interesting/useful/exceptional patterns in an open world Imprecise, under-specified questions. Often in natural language. Partially only in people minds! Requires a new type of crowd-assisted (interactive) mining Huge amounts of relevant data sources & content. Many important application domains: (Folk) medicine, Social studies, Education, Cyber security, Scientific experiments, Crowd Mining 3
Mining with the crowd Mining for what? Query understanding and refinement Identifying relevant information sources Relevant patterns and answers Hey ,but isn t this again all about source capabilities???!!! How? Mining human and computerized knowledge Interactive incremental process Crowd mining is very different from traditional data mining! The questions/answers that one can ask/get Availability, behavior, error, reliability, cost User capacity of grasping information Yes, but very different Huge number of sources, very interactive, very diverse Need to develop new toolkits NLP, ML, statistics, phycology, HCI, Crowd Mining 4
The end of the story My son passed the exam (smart kid :-) But decided that he prefers to have fun for three months rather than spend his days programming (even smarter :-) Crowd Mining 5
