- word2vec https://arxiv.org/abs/1310.4546
- sentence2vec, paragraph2vec, doc2vec http://arxiv.org/abs/1405.4053
- tweet2vec http://arxiv.org/abs/1605.03481
- tweet2vec https://arxiv.org/abs/1607.07514
- author2vec http://dl.acm.org/citation.cfm?id=2889382
- item2vec http://arxiv.org/abs/1603.04259
- lda2vec https://arxiv.org/abs/1605.02019
- illustration2vec http://dl.acm.org/citation.cfm?id=2820907
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| # -*- coding: utf8 -*- | |
| """Convex factorization machines | |
| Implements the solver by: Mathieu Blondel, Akinori Fujino, Naonori Ueda. | |
| "Convex factorization machines". Proc. of ECML-PKDD 2015 | |
| http://www.mblondel.org/publications/mblondel-ecmlpkdd2015.pdf | |
| """ | |
| # Author: Vlad Niculae <vlad@vene.ro> | |
| # License: Simplified BSD |
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| """ Poisson-loss Factorization Machines with Numba | |
| Follows the vanilla FM model from: | |
| Steffen Rendle (2012): Factorization Machines with libFM. | |
| In: ACM Trans. Intell. Syst. Technol., 3(3), May. | |
| http://doi.acm.org/10.1145/2168752.2168771 | |
| See also: https://github.com/coreylynch/pyFM | |
| """ |
Movies Recommendation:
- MovieLens - Movie Recommendation Data Sets http://www.grouplens.org/node/73
- Yahoo! - Movie, Music, and Images Ratings Data Sets http://webscope.sandbox.yahoo.com/catalog.php?datatype=r
- Jester - Movie Ratings Data Sets (Collaborative Filtering Dataset) http://www.ieor.berkeley.edu/~goldberg/jester-data/
- Cornell University - Movie-review data for use in sentiment-analysis experiments http://www.cs.cornell.edu/people/pabo/movie-review-data/
Music Recommendation:
- Last.fm - Music Recommendation Data Sets http://www.dtic.upf.edu/~ocelma/MusicRecommendationDataset/index.html