A Data Miner’s Story – Getting to Know the Grand Challenges
author:
Usama Fayyad,
Yahoo! Research
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| Slides | |
| 0:03 | KDD-07 Invited Innovation Talk |
| 2:46 | Thanks and Gratitude |
| 4:53 | A Data Miner’s Story – Getting to Know the Grand Challenges |
| 5:33 | Overview |
| 6:11 | The data gap … |
| 7:58 | What is Data Mining? |
| 8:41 | Beyond Data Analysis |
| 9:33 | Data Mining and Databases |
| 10:06 | Data Mining Grand Vision |
| 10:52 | The myths … |
| 11:09 | The truths … |
| 11:56 | Current state of Databases |
| 13:14 | Researcher view |
| 13:35 | Practitioner view |
| 14:00 | Business view |
| 14:46 | A Data Miner’s Story |
| 15:26 | Example: Cataloging Sky Objects |
| 16:37 | Data Mining Based Solution (1) |
| 18:09 | Data Mining Based Solution (2) |
| 19:10 | A Data Miner’s Story |
| 20:50 | Business Results Gap (1) |
| 21:23 | Business Results Gap (2) |
| 22:47 | Sample Customers |
| 23:04 | A Data Miner’s Story |
| 23:47 | DMX Group Mission |
| 24:23 | Data Strategy |
| 25:47 | Modeling Process |
| 27:25 | Map Segments to Actions |
| 29:58 | Pragmatic Grand Challenge 3 |
| 30:36 | Cross-Sell / Up-Sell Example |
| 33:15 | Pragmatic Grand Challenge 4 |
| 35:37 | Technical Challenges (1) |
| 36:01 | Technical Challenges (2) |
| 37:18 | Technical Challenges (3) |
| 37:37 | Summary |
| 37:39 | Challenges |
| 38:25 | Data Strategy |
| 39:05 | A Data Miner’s Story |
| 39:53 | Yahoo! Data – A league of its own … |
| 41:12 | To be continued … |
| 41:38 | Thank You! & Questions? |
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The real juice begins at some 6 minutes into the video.