[
https://issues.apache.org/jira/browse/SYSTEMML-979?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
]
Janardhan updated SYSTEMML-979:
-------------------------------
Description:
Main paper:
https://papers.nips.cc/paper/4522-practical-bayesian-optimization-of-machine-learning-algorithms.pdf
supplements:
* selecting the next point to evaluate
[Jasper|http://www.dmi.usherb.ca/~larocheh/publications/gpopt_nips_appendix.pdf]
* sobol sequence generator [P Bratley, BL
Fox|http://dl.acm.org/citation.cfm?id=214372]
* Handling Sparsity via the Horseshoe [Carlos M.
Carvalho|http://ftp.isds.duke.edu/WorkingPapers/09-03.pdf]
Design document: http://www.bit.do/systemml-bayesian
was:
Main paper:
https://papers.nips.cc/paper/4522-practical-bayesian-optimization-of-machine-learning-algorithms.pdf
supplements:
* selecting the next point to evaluate
[Jasper|http://www.dmi.usherb.ca/~larocheh/publications/gpopt_nips_appendix.pdf]
* sobol sequence generator [P Bratley, BL
Fox|http://dl.acm.org/citation.cfm?id=214372]
* Handling Sparsity via the Horseshoe [Carlos M.
Carvalho|http://ftp.isds.duke.edu/WorkingPapers/09-03.pdf]
> Add support for bayesian optimization
> -------------------------------------
>
> Key: SYSTEMML-979
> URL: https://issues.apache.org/jira/browse/SYSTEMML-979
> Project: SystemML
> Issue Type: New Feature
> Components: Algorithms
> Reporter: Niketan Pansare
> Assignee: Janardhan
> Labels: optimization
> Fix For: SystemML 1.0
>
> Original Estimate: 336h
> Remaining Estimate: 336h
>
> Main paper:
> https://papers.nips.cc/paper/4522-practical-bayesian-optimization-of-machine-learning-algorithms.pdf
> supplements:
> * selecting the next point to evaluate
> [Jasper|http://www.dmi.usherb.ca/~larocheh/publications/gpopt_nips_appendix.pdf]
> * sobol sequence generator [P Bratley, BL
> Fox|http://dl.acm.org/citation.cfm?id=214372]
> * Handling Sparsity via the Horseshoe [Carlos M.
> Carvalho|http://ftp.isds.duke.edu/WorkingPapers/09-03.pdf]
> Design document: http://www.bit.do/systemml-bayesian
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