Author name cluster

Stergios Stergiou

Possible papers associated with this exact author name in Arrow. This page groups case-insensitive exact name matches and is not a full identity disambiguation profile.

1 paper

1 author row

AAAI Conference 2017 Conference Paper

Distributed Negative Sampling for Word Embeddings

Stergios Stergiou
Zygimantas Straznickas
Rolina Wu
Kostas Tsioutsiouliklis

Word2Vec recently popularized dense vector word representations as ﬁxed-length features for machine learning algorithms and is in widespread use today. In this paper we investigate one of its core components, Negative Sampling, and propose efﬁcient distributed algorithms that allow us to scale to vocabulary sizes of more than 1 billion unique words and corpus sizes of more than 1 trillion words.

PDF Details