Gfursin: Created page with "When working on adaptive scheduling for heterogeneous architectures {{CMIND_PUB|3b9c0386749be8ad|JVGP2009}}, we performed online modeling of program behavior vs dataset parame..."

2013-10-23T08:20:12Z

Created page with "When working on adaptive scheduling for heterogeneous architectures {{CMIND_PUB|3b9c0386749be8ad|JVGP2009}}, we performed online modeling of program behavior vs dataset parame..."

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When working on adaptive scheduling for heterogeneous architectures {{CMIND_PUB|3b9c0386749be8ad|JVGP2009}}, we performed online modeling of program behavior vs dataset parameters vs CPU/GPU execution. We would like to unify this approach in cM and provide a mechanism to quickly scan large dataset space (using our probabilistic approach {{CMIND_PUB|9404f8911595b11b|FT2010}}, {{CMIND_PUB|c83fc3a0393b4339|FOTP2005}} or ANOVA to focus exploration on points with unusual behavior and quickly reduce dimensions) combined with some off-the-shelf decision trees or hybrid Multivariate adaptive regression splines (MARS) {{CMIND_PUB|199e2c0b9d4abcb9|LCWP2009}}. We have prototypes ready and plan to add off-the-shelf models from R or Scientific Python to cM. Collaborations and help are welcome!

Tools:CM:projects:universal modeling - Revision history

Gfursin: Created page with "When working on adaptive scheduling for heterogeneous architectures {{CMIND_PUB|3b9c0386749be8ad|JVGP2009}}, we performed online modeling of program behavior vs dataset parame..."