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168,694 papers · 148 categories

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0111 · May 201419922001200920172026
4 results for Source-aware

Improves understanding of PWS by calculating influence of sources and data.

problem Understanding the influence of each component in PWS.
method Proposes source-aware Influence Function (IF) to decompose and calculate influence.
result Improves end model's generalization performance and identifies mislabeling.

Proposes a framework to fuse heterogeneous data sources for better modeling.

problem Heterogeneous data sources with different input parameter spaces.
method Input mapping calibration (IMC) and latent variable Gaussian process (LVGP).
result Improved predictive accuracy over single source models.