On Active Learning for Data Acquisition

@inproceedings{Zheng2002OnAL,
  title={On Active Learning for Data Acquisition},
  author={Zhiqiang Zheng and Balaji Padmanabhan},
  booktitle={ICDM},
  year={2002}
}
Many applications are characterized by having naturally incomplete data on customers – where data on only some fixed set of local variables is gathered. However, having a more complete picture can help build better models. The naïve solution to this problem – acquiring complete data for all customers – is often impractical due to the costs of doing so. A possible alternative is to acquire complete data for “some” customers and to use this to improve the models built. The data acquisition… CONTINUE READING
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References

Publications referenced by this paper.
Showing 1-10 of 18 references

Active Learning in Neural Networks, working paper in the university

Hasenjäger, H. Ritter
1999
View 5 Excerpts
Highly Influenced

Information-Based Objective Functions for Active Data Selection

Neural Computation • 1992
View 4 Excerpts
Highly Influenced

Repository of machine learning databases Irvine, CA: University of California, Department of Information and Computer Science

C. L. Blake
1998
View 2 Excerpts