TY - GEN
T1 - Semantic Search System using Word Embeddings for query expansion
AU - Silva-Fuentes, Miguel A.
AU - Calderon Vilca, Hugo David
AU - Calderon-Vilca, Edwin F.
AU - Cárdenas-Marino, Flor C.
N1 - Publisher Copyright:
© 2019 IEEE.
Copyright:
Copyright 2020 Elsevier B.V., All rights reserved.
PY - 2019/9
Y1 - 2019/9
N2 - In the present the amount of documents on the web has increased a lot, which has brought as a consequence that the terms that were previously necessary to find the information the user needs now end up being very vague and less precise. In this paper we focus on the use of word embeddings based on Word2Vec to implement another information retrieval system with semantical capabilities, what has been achieved in the present work is a new way of increasing the capabilities of a common search system(demonstrated by the increase in MAP and Precision).
AB - In the present the amount of documents on the web has increased a lot, which has brought as a consequence that the terms that were previously necessary to find the information the user needs now end up being very vague and less precise. In this paper we focus on the use of word embeddings based on Word2Vec to implement another information retrieval system with semantical capabilities, what has been achieved in the present work is a new way of increasing the capabilities of a common search system(demonstrated by the increase in MAP and Precision).
KW - Information Retrieval
KW - machine learning
KW - Natural Language Processing
KW - Semantic Search
KW - Word2Vec
UR - http://www.scopus.com/inward/record.url?scp=85075753613&partnerID=8YFLogxK
U2 - 10.1109/ISGT-LA.2019.8894992
DO - 10.1109/ISGT-LA.2019.8894992
M3 - Contribución a la conferencia
AN - SCOPUS:85075753613
T3 - 2019 IEEE PES Conference on Innovative Smart Grid Technologies, ISGT Latin America 2019
BT - 2019 IEEE PES Conference on Innovative Smart Grid Technologies, ISGT Latin America 2019
PB - Institute of Electrical and Electronics Engineers Inc.
Y2 - 15 September 2019 through 18 September 2019
ER -