This repository contains the code used for the following papers:
- Relational retrieval using a combination of path-constrained random walks
- Random Walk Inference and Learning in A Large Scale Knowledge Base
- Learning relational features with backward random walks
If you use this code or results in your research, and wish to cite as appropriate:
@Article{lao2010pra,
author="Lao, Ni
and Cohen, William W.",
title="Relational retrieval using a combination of path-constrained random walks",
journal="Machine Learning",
year="2010",
month="Oct",
day="01",
volume="81",
number="1",
pages="53--67",
issn="1573-0565"
}
@inproceedings{lao2011kb,
title={Random walk inference and learning in a large scale knowledge base},
author={Lao, Ni and Mitchell, Tom and Cohen, William W},
booktitle={Proceedings of the Conference on Empirical Methods in Natural Language Processing},
pages={529--539},
year={2011},
organization={Association for Computational Linguistics}
}
Compiled jar file can be found at https://noon99jaki.github.io/code/2014.pra.zip Data files can be found under data/
Raw NELL file can be found on NELL website or a snapshot here
# arg1=NELL dump file
# arg2=probability threshold
# arg3=output format
java -cp pra-src-20140421.jar edu.cmu.pra.data.WKnowledge createEdgeFile NELL.08m.165.cesv.csv 0.8 edges
# arg1=graph folder which contains *.edges
# arg2=edges/db
java -cp pra-src-20140421.jar edu.cmu.pra.SmallJobs indexGraph ../graphs/NELL165/ edges
# arg1=graph folder
# arg2=query folder
# arg3=whether its for training (boolean)
# arg4=whether adding the range of relation as part of the query (boolean)
java -cp pra-src-20140421.jar edu.cmu.pra.SmallJobs createQueries ../graphs/NELL165/ ./queriesR_train/ true false
java -cp pra-src-20140421.jar edu.cmu.pra.LearnerPRA
# arg1=path to java class files
# arg2=text file containing a list of relation names
java -cp pra-src-20140421.jar edu.cmu.pra.SmallJobs batchLearnerPRA pra-src-20140421.jar selected_relations