Bag-of-concepts: Comprehending document representation through clustering words in distributed representation

HK Kim, H Kim, S Cho - Neurocomputing, 2017 - Elsevier
Two document representation methods are mainly used in solving text mining problems.
Known for its intuitive and simple interpretability, the bag-of-words method represents a …

Bag-of-concepts

HK Kim, H Kim, S Cho - Neurocomputing, 2017 - dl.acm.org
Document vectors are represented as the bag of concepts. Concepts are created by
clustering term vectors generated from word2vec. The proposed method shows superior …

Bag-of-concepts: Comprehending document representation through clustering words in distributed representation

HK Kim, H Kim, S Cho - Neurocomputing, 2017 - infona.pl
Two document representation methods are mainly used in solving text mining problems.
Known for its intuitive and simple interpretability, the bag-of-words method represents a …

Bag-of-Concepts: Comprehending Document Representation through Clustering Words in Distributed Representation

HK Kim - 2016 - s-space.snu.ac.kr
Two document representation methods are mainly used in solving text mining problems.
Known for its intuitive and simple interpretability, the bag-of-words method represents a …

[PDF][PDF] Bag-of-Concepts: Comprehending Document Representation through Clustering Words in Distributed Representation

HK Kim, H Kim, S Cho - 2015 - dm.snu.ac.kr
With the advent of doc2vec, distributed representation of documents has quickly established
itself as one of the most effective techniques for representing a document in a continuous …