Large Scale Multilingual and Multimodal Integration
author:
Jan Rupnik,
Jožef Stefan Institute
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| Slides | |
| 0:00 | Large scale multilingual and multimodal integration |
| 0:01 | Project overview |
| 1:57 | Document representation |
| 2:31 | Document Similarity |
| 2:39 | Canonical Correlation Analysis |
| 3:16 | Solving CCA |
| 3:18 | Visualization of CCA - 1 |
| 3:46 | Visualization of CCA - 2 |
| 3:57 | Visualization of CCA - 3 |
| 4:03 | Visualization of CCA - 4 |
| 4:09 | Scaling to more than 2 views |
| 4:43 | Dual, regularisation |
| 5:23 | Solving multi-view CCA - 1 |
| 5:26 | Dual, regularisation |
| 5:31 | Solving multi-view CCA - 1 |
| 6:08 | Solving multi-view CCA - 2 |
| 6:44 | More than one dimension |
| 7:35 | Complexity of multi-view CCA |
| 8:20 | Output example from two-view CCA |
| 8:49 | Multlingual search |
| 9:27 | Example |
| 9:54 | Experiments - 1 |
| 11:23 | Experiments - 2 |
| 12:02 | Experiments - 3 |
| 12:19 | Experiments - Mate retrieval |
| 12:55 | Experiments - pseudo query mate retrieval (10 words) |
| 13:08 | Experiments - pseudo query mate retrieval (5 words) |
| 13:26 | Thanks |
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