Mercurial > repos > greg > ideas
comparison ideas.xml @ 96:90144b60033c draft
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author | greg |
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date | Tue, 05 Sep 2017 08:47:59 -0400 |
parents | ff4d84a01fa7 |
children | ed15c6ca3c51 |
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95:ff4d84a01fa7 | 96:90144b60033c |
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263 non-parametric technique to automatically determine the number of local cell type clusters and the number of | 263 non-parametric technique to automatically determine the number of local cell type clusters and the number of |
264 epigenetic states. | 264 epigenetic states. |
265 | 265 |
266 In addition to its improved power, IDEAS has two unique advantages: | 266 In addition to its improved power, IDEAS has two unique advantages: |
267 | 267 |
268 1) **linear time inference** with respect to the number of cell types, which allows it to study hundreds or more cell types jointly | 268 1) applies **linear time inference** with respect to the number of cell types, which allows it to study hundreds or more cell types jointly |
269 2) use mini-batch training to **improve reproducibility** of the predicted epigenetic states, which is important because genome segmentation is not convex and hence cannot guarantee a global optimal solution. | 269 2) uses mini-batch training to **improve reproducibility** of the predicted epigenetic states, which is important because genome segmentation is not convex and hence cannot guarantee a global optimal solution. |
270 | 270 |
271 ----- | 271 ----- |
272 | 272 |
273 **Options** | 273 **Options** |
274 | 274 |