Kernel Canonical Correlation Analysis. Cross-language information retrieval. Blaz Fortuna JSI, Slovenija. Input. Two different views of the same data:. Text documents written in different languages Images with attached text …. Goal.
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Cross-language information retrieval
Two different views of the same data:
Find pairs of features from both views with highest correlations
Example: words that co-appear in document and its translation
Auto, Fahrzeug, …
car, vehicle, …
Fleisch, Hahnchen, Rindfleisch, Schweinerne, …
meat, chicken, beef, pork, …
retrieval accuracy (top-ranked/top-ten-ranked) [%]
Average precision [%]
”height: 6-11 weight: 235 lbs position: forward born: september 18, 1968, split, croatia college: none”