Internal:HDP-HMM Experiments

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(Objectives)
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The objective of this project is produce an ICRA paper that demonstrates the effectiveness of the HDP-HMM model, and multi-valued function regression in general, for robot learning from demonstration. Critical to this goal is producing experiments that demonstrate the advantages of this method for learning from demonstration.
The objective of this project is produce an ICRA paper that demonstrates the effectiveness of the HDP-HMM model, and multi-valued function regression in general, for robot learning from demonstration. Critical to this goal is producing experiments that demonstrate the advantages of this method for learning from demonstration.
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== Experimental Tasks ==  
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= Experimental Tasks =
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  ! Task !! Data Collection !! Learned Expert !! Experiments !! Video
  ! Task !! Data Collection !! Learned Expert !! Experiments !! Video
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| Build 3-simplex || Todo || Todo || Todo
| Build 3-simplex || Todo || Todo || Todo
|}
|}
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=Dependencies=
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This project depends on the MuliRegressor project in rlabsvn/trunk/exp/multiRegressor, rosmatlab, and the nao teleop project [[Internal:NaoTeleop]].

Revision as of 22:04, 11 May 2010

Objectives

The objective of this project is produce an ICRA paper that demonstrates the effectiveness of the HDP-HMM model, and multi-valued function regression in general, for robot learning from demonstration. Critical to this goal is producing experiments that demonstrate the advantages of this method for learning from demonstration.

Experimental Tasks

Task Data Collection Learned Expert Experiments Video
Ball Tracking ~jbutterf/multiRegressor/HT2F_PaperResults.mat ~jbutterf/multiRegressor/HT2F_PaperResults.mat ~jbutterf/multiRegressor/HT2F_PaperResults.mat
Localize, Reach .matfiles (find these) same same training

results

Grasping Todo Todo Todo
Simple Assembly (One stick, one ball) Todo Todo Todo
Build Gate Todo Todo Todo
Build 3-simplex Todo Todo Todo

Dependencies

This project depends on the MuliRegressor project in rlabsvn/trunk/exp/multiRegressor, rosmatlab, and the nao teleop project Internal:NaoTeleop.