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Posted to issues@spark.apache.org by "Liang-Chi Hsieh (JIRA)" <ji...@apache.org> on 2015/05/20 19:37:59 UTC
[jira] [Created] (SPARK-7764) Add negative sampling to Word2Vec
Liang-Chi Hsieh created SPARK-7764:
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Summary: Add negative sampling to Word2Vec
Key: SPARK-7764
URL: https://issues.apache.org/jira/browse/SPARK-7764
Project: Spark
Issue Type: Improvement
Components: MLlib
Reporter: Liang-Chi Hsieh
The paper [1] proposed negative sampling approach that is more efficient than hierarchical softmax for training Word2Vec model. This ticket is proposed to add the support of negative sampling to current Word2Vec implementation.
[1] Tomas Mikolov et al., "Distributed Representations of Words and Phrases and their Compositionality"
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