FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3107333298> ?p ?o ?g. }

• W3107333298 abstract "In recent years, natural language processing (NLP) has become one of the most important areas with various applications in human's life. As the most fundamental task, the field of word embedding still requires more attention and research. Currently, existing works about word embedding are focusing on proposing novel embedding algorithms and dimension reduction techniques on well-trained word embeddings. In this paper, we propose to use a novel joint signal separation method - JIVE to jointly decompose various trained word embeddings into joint and individual components. Through this decomposition framework, we can easily investigate the similarity and difference among different word embeddings. We conducted extensive empirical study on word2vec, FastText and GLoVE trained on different corpus and with different dimensions. We compared the performance of different decomposed components based on sentiment analysis on Twitter and Stanford sentiment treebank. We found that by mapping different word embeddings into the joint component, sentiment performance can be greatly improved for the original word embeddings with lower performance. Moreover, we found that by concatenating different components together, the same model can achieve better performance. These findings provide great insights into the word embeddings and our work offer a new of generating word embeddings by fusing." @default.
• W3107333298 created "2020-12-07" @default.
• W3107333298 creator A5037136476 @default.
• W3107333298 creator A5072471193 @default.
• W3107333298 date "2020-11-30" @default.
• W3107333298 modified "2023-09-27" @default.
• W3107333298 title "Blind signal decomposition of various word embeddings based on join and individual variance explained." @default.
• W3107333298 cites W1514535095 @default.
• W3107333298 cites W1582645007 @default.
• W3107333298 cites W1662133657 @default.
• W3107333298 cites W1978394996 @default.
• W3107333298 cites W1998577249 @default.
• W3107333298 cites W2025341678 @default.
• W3107333298 cites W2029701245 @default.
• W3107333298 cites W2065760681 @default.
• W3107333298 cites W2101746535 @default.
• W3107333298 cites W2125031621 @default.
• W3107333298 cites W2126785585 @default.
• W3107333298 cites W2153579005 @default.
• W3107333298 cites W2250418535 @default.
• W3107333298 cites W2250539671 @default.
• W3107333298 cites W2251939518 @default.
• W3107333298 cites W2252215182 @default.
• W3107333298 cites W2265846598 @default.
• W3107333298 cites W2341587966 @default.
• W3107333298 cites W2409558862 @default.
• W3107333298 cites W2493916176 @default.
• W3107333298 cites W2605944716 @default.
• W3107333298 cites W2792141124 @default.
• W3107333298 cites W2886471399 @default.
• W3107333298 cites W2900690849 @default.
• W3107333298 cites W2904759072 @default.
• W3107333298 cites W2949541494 @default.
• W3107333298 cites W2950178297 @default.
• W3107333298 cites W2981635040 @default.
• W3107333298 cites W3050079511 @default.
• W3107333298 cites W3101817723 @default.
• W3107333298 hasPublicationYear "2020" @default.
• W3107333298 type Work @default.
• W3107333298 sameAs 3107333298 @default.
• W3107333298 citedByCount "0" @default.
• W3107333298 crossrefType "posted-content" @default.
• W3107333298 hasAuthorship W3107333298A5037136476 @default.
• W3107333298 hasAuthorship W3107333298A5072471193 @default.
• W3107333298 hasConcept C103278499 @default.
• W3107333298 hasConcept C115961682 @default.
• W3107333298 hasConcept C121955636 @default.
• W3107333298 hasConcept C127413603 @default.
• W3107333298 hasConcept C138885662 @default.
• W3107333298 hasConcept C144133560 @default.
• W3107333298 hasConcept C154945302 @default.
• W3107333298 hasConcept C170154142 @default.
• W3107333298 hasConcept C18555067 @default.
• W3107333298 hasConcept C186644900 @default.
• W3107333298 hasConcept C196083921 @default.
• W3107333298 hasConcept C202444582 @default.
• W3107333298 hasConcept C204321447 @default.
• W3107333298 hasConcept C206134035 @default.
• W3107333298 hasConcept C2776461190 @default.
• W3107333298 hasConcept C2777462759 @default.
• W3107333298 hasConcept C33676613 @default.
• W3107333298 hasConcept C33923547 @default.
• W3107333298 hasConcept C41008148 @default.
• W3107333298 hasConcept C41608201 @default.
• W3107333298 hasConcept C41895202 @default.
• W3107333298 hasConcept C66402592 @default.
• W3107333298 hasConcept C90805587 @default.
• W3107333298 hasConceptScore W3107333298C103278499 @default.
• W3107333298 hasConceptScore W3107333298C115961682 @default.
• W3107333298 hasConceptScore W3107333298C121955636 @default.
• W3107333298 hasConceptScore W3107333298C127413603 @default.
• W3107333298 hasConceptScore W3107333298C138885662 @default.
• W3107333298 hasConceptScore W3107333298C144133560 @default.
• W3107333298 hasConceptScore W3107333298C154945302 @default.
• W3107333298 hasConceptScore W3107333298C170154142 @default.
• W3107333298 hasConceptScore W3107333298C18555067 @default.
• W3107333298 hasConceptScore W3107333298C186644900 @default.
• W3107333298 hasConceptScore W3107333298C196083921 @default.
• W3107333298 hasConceptScore W3107333298C202444582 @default.
• W3107333298 hasConceptScore W3107333298C204321447 @default.
• W3107333298 hasConceptScore W3107333298C206134035 @default.
• W3107333298 hasConceptScore W3107333298C2776461190 @default.
• W3107333298 hasConceptScore W3107333298C2777462759 @default.
• W3107333298 hasConceptScore W3107333298C33676613 @default.
• W3107333298 hasConceptScore W3107333298C33923547 @default.
• W3107333298 hasConceptScore W3107333298C41008148 @default.
• W3107333298 hasConceptScore W3107333298C41608201 @default.
• W3107333298 hasConceptScore W3107333298C41895202 @default.
• W3107333298 hasConceptScore W3107333298C66402592 @default.
• W3107333298 hasConceptScore W3107333298C90805587 @default.
• W3107333298 hasLocation W31073332981 @default.
• W3107333298 hasOpenAccess W3107333298 @default.
• W3107333298 hasPrimaryLocation W31073332981 @default.
• W3107333298 hasRelatedWork W1591341683 @default.
• W3107333298 hasRelatedWork W2202480720 @default.
• W3107333298 hasRelatedWork W2295584157 @default.
• W3107333298 hasRelatedWork W2512205159 @default.
• W3107333298 hasRelatedWork W2524698037 @default.
• W3107333298 hasRelatedWork W2576091653 @default.
• W3107333298 hasRelatedWork W2737092125 @default.

• next