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MI3: machine-initiated intelligent interaction for interactive classification and data reconstruction

Abstract:

In many applications, while machine learning (ML) can be used to derive algorithmic models to aid decision processes, it is often difficult to learn a precise model when the number of similar data points is limited. One example of such applications is data reconstruction from historical visualizations, many of which encode precious data, but their numerical records are lost. On the one hand, there is not enough similar data for training an ML model. On the other hand, manual reconstruction of...

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Publication status:
Published
Peer review status:
Peer reviewed

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Files:
Publisher copy:
10.1145/3412848

Authors


More by this author
Institution:
University of Oxford
Division:
MPLS
Department:
Computer Science
Role:
Author
More by this author
Institution:
University of Oxford
Division:
MPLS
Department:
Engineering Science
Role:
Author
Publisher:
Association for Computing Machinery Publisher's website
Journal:
ACM Transactions on Interactive Intelligent Systems Journal website
Volume:
11
Issue:
3-4
Article number:
18
Publication date:
2021-08-31
Acceptance date:
2020-07-26
DOI:
EISSN:
2160-6463
ISSN:
2160-6455
Language:
English
Keywords:
Pubs id:
1137612
Local pid:
pubs:1137612
Deposit date:
2020-10-14

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