33 citations · 178 across the 28 of their papers we have counts for
3 papers · 1 filter
Parallelizing Word2Vec in Multi-Core and Many-Core Architectures
Shihao Ji, Nadathur Satish, Sheng Li +1
Word2vec is a widely used algorithm for extracting low-dimensional vector representations of words. State-of-the-art algorithms including those by Mikolov et al. have been parallel…
Extreme Stochastic Variational Inference: Distributed and Asynchronous
Jiong Zhang, Parameswaran Raman, Shihao Ji +3
Stochastic variational inference (SVI), the state-of-the-art algorithm for scaling variational inference to large-datasets, is inherently serial. Moreover, it requires the paramete…
Parallelizing Word2Vec in Shared and Distributed Memory
Shihao Ji, Nadathur Satish, Sheng Li +1
Word2Vec is a widely used algorithm for extracting low-dimensional vector representations of words. It generated considerable excitement in the machine learning and natural languag…