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Word2vec, LDA, and introducing a new hybrid algorithm: lda2vec

131 点作者 juxtaposicion超过 9 年前

6 条评论

nl超过 9 年前
This looks really interesting, but it pretty hard to follow without the video.<p>My summary after a quick flick through is that it is a better classification(&#x2F;clustering?) model for text, because it takes Word2Vec-style similarity into account, which plain LDA doesn&#x27;t. That sounds like a reasonable approach to me, and nice to see someone get it working.<p>I think. Comments?<p>Here is the version with notes. I haven&#x27;t read this through yet: <a href="http:&#x2F;&#x2F;www.slideshare.net&#x2F;ChristopherMoody3&#x2F;word2vec-lda-and-introducing-a-new-hybrid-algorithm-lda2vec?next_slideshow=1" rel="nofollow">http:&#x2F;&#x2F;www.slideshare.net&#x2F;ChristopherMoody3&#x2F;word2vec-lda-and...</a><p>Code here, BTW: <a href="https:&#x2F;&#x2F;github.com&#x2F;cemoody&#x2F;lda2vec" rel="nofollow">https:&#x2F;&#x2F;github.com&#x2F;cemoody&#x2F;lda2vec</a>
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warrenmar超过 9 年前
Previous work by Chris on word2vec<p><a href="http:&#x2F;&#x2F;multithreaded.stitchfix.com&#x2F;blog&#x2F;2015&#x2F;03&#x2F;11&#x2F;word-is-worth-a-thousand-vectors&#x2F;" rel="nofollow">http:&#x2F;&#x2F;multithreaded.stitchfix.com&#x2F;blog&#x2F;2015&#x2F;03&#x2F;11&#x2F;word-is-w...</a>
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ginger_beer_m超过 9 年前
I know word2vec and LDA separately, but what does this work do? Somehow combine the word similarities from word2vec when forming LDA topics?
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meeper16超过 9 年前
Word2Vec is based on an original approach from Lawrence Berkeley National Lab. This was also at the same time that David Blei was working on LDA at Berkeley. <a href="https:&#x2F;&#x2F;www.kaggle.com&#x2F;c&#x2F;word2vec-nlp-tutorial&#x2F;forums&#x2F;t&#x2F;12349&#x2F;word2vec-is-based-on-an-approach-from-lawrence-berkeley-national-lab" rel="nofollow">https:&#x2F;&#x2F;www.kaggle.com&#x2F;c&#x2F;word2vec-nlp-tutorial&#x2F;forums&#x2F;t&#x2F;1234...</a>
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xuewei4d超过 9 年前
what does v_client mean in the page 108 of the slides?
aerioux超过 9 年前
awesome work :)