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Posted to issues@systemml.apache.org by "Janardhan (JIRA)" <ji...@apache.org> on 2017/11/06 14:28:00 UTC
[jira] [Issue Comment Deleted] (SYSTEMML-979) Add support for
bayesian optimization
[ https://issues.apache.org/jira/browse/SYSTEMML-979?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel ]
Janardhan updated SYSTEMML-979:
-------------------------------
Comment: was deleted
(was: Hi,:)
It will be great, if the bayesian optimization is implemented. Please provide some thoughts on how to best proceed on this.
also a copy to: [~dusenberrymw] [~prithvi_r_s] [~freiss] [~mboehm7] [~deron] and sorry if I missed out on some one.)
> 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
> Time Spent: 702h
> Remaining Estimate: 0h
>
> 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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