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Learning to Predict from Textual Data
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OpenSherlock Project »
OpenSherlock Project
OpenSherlock Project☜Fabricating possibly many open source variants along the lines of IBMs Watson. The projects name has changed from SolrDrWatson to SolrSherlock, with thanks to Tom Munnecke. Migrating to OpenSherlock concept where we generalize beyond Solr as the platform core.☜F1CEB7
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Learning to Predict from Textual Data
Learning to Predict from Textual Data☜☜59C6EF
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[1]
Learning to Predict from Textual Data
Author:
Kira Radinsky, Sagie Davidovich, Shaul Markovitch
Publication info:
2012 Journal of Articial Intelligence Research 45 (2012) 641-684
Cited by:
Jack Park
2:57 AM 6 February 2013 GMT
URL:
http://www.jair.org/media/3865/live-3865-6709-jair.pdf
Excerpt / Summary
Given a current news event, we tackle the problem of generating plausible predictions of future events it might cause. We present a new methodology for modeling and predicting such future news events using machine learning and data mining techniques. Our Pundit algorithm generalizes examples of causality pairs to infer a causality predictor. To obtain precisely labeled causality examples, we mine 150 years of news articles and apply semantic natural language modeling techniques to headlines containing certain predened causality patterns. For generalization, the model uses a vast number of world knowledge ontologies. Empirical evaluation on real news articles shows that our Pundit algorithm performs as well as non-expert humans.
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Jack Park
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Entry date (GMT):
2/6/2013 2:55:00 AM
Last edit date (GMT):
2/6/2013 2:55:00 AM
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