Results 1 to 10 of about 7,167 (213)
Synset2Node: A new synset embedding based upon graph embeddings
Due to the advances made in recent years, embedding methods caused a significant increase in the accuracy of text or graph processing methods. Embedding methods exhibit a compact vector representation of the basic elements (words, synsets, nodes,..) of ...
Fatemeh Jafarinejad
doaj +4 more sources
Multi-objective evolutionary optimization for dimensionality reduction of texts represented by synsets [PDF]
Despite new developments in machine learning classification techniques, improving the accuracy of spam filtering is a difficult task due to linguistic phenomena that limit its effectiveness.
Iñaki Vélez de Mendizabal +5 more
doaj +4 more sources
Sentiment Thesaurus, Synset and Word2Vec Based Improvement in Bigram Model for Classifying Product Reviews. [PDF]
Classifying product reviews is one of the tasks in Natural Language Processing by which the sentiment of the reviewer towards a product can be identified.
Poomagal S +4 more
europepmc +4 more sources
Syn2Vec: Synset Colexification Graphs for Lexical Semantic Similarity [PDF]
In this paper we focus on patterns of colexification (co-expressions of form-meaning mapping in the lexicon) as an aspect of lexical-semantic organization, and use them to build large scale synset graphs across BabelNet’s typologically diverse set of 499
John Harvill +2 more
semanticscholar +3 more sources
Synset geometry structure model
The goal of formalization, proposed in this paper, is to bring together, as near as possible, the theoretic linguistic problem of synonym conception and the computer linguistic methods based generally on empirical intuitive unjustified factors. Using the
Alexander Kirillov, Andrew Krizhanovsky
doaj +4 more sources
Probabilistic SynSet Based Concept Location
Concept location is a common task in program comprehension techniques, essential in many approaches used for software care and software evolution. An important goal of this process is to discover a mapping between source code and human oriented concepts. Although programs are written in a strict and formal language, natural language terms and sentences
N. Carvalho +3 more
semanticscholar +7 more sources
Visual Synset: Towards a higher-level visual representation [PDF]
We present a higher-level visual representation, visual synset, for object categorization. The visual synset improves the traditional bag of words representation with better discrimination and invariance power. First, the approach strengthens the inter-class discrimination power by constructing an intermediate visual descriptor, delta visual phrase ...
Yantao Zheng +4 more
semanticscholar +4 more sources
Handling synset overgeneration: Sense Merging in BTB-WN
The paper reports on an effort to reconsider the representation of some cases of derivational paradigm patterns in Bulgarian. The new treatment implemented within BulTreeBank-WordNet (BTB-WN), a wordnet for Bulgarian, is the grouping together of related ...
I. Radev, Z. Kancheva
semanticscholar +4 more sources
Problems Caused by Semantic Drift in WordNet Synset Construction
In this study, we summarize the semantic drift problem that occur in specific synsets of KeNet, a Turkish WordNet, which is caused by mis-merging of semantically-related lexical items, morphological markings and false part of speech (POS) matchings.
Özge Bakay +2 more
semanticscholar +5 more sources
Identifying Emotional and Polar Concepts via Synset Translation [PDF]
Emotion identification and polarity classification seek to determine the sentiment expressed by a writer. Sentiment lexicons that provide classifications at the word level fail to distinguish between different senses of polysemous words.
Logan Woudstra +6 more
semanticscholar +3 more sources

