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Uchanganuzi wa hiponimia za vitenzi vya KiswahiliOdoyo Okal, Benard, Indede , Florence, Sangai Mohochi, Ernest 10 March 2017 (has links) (PDF)
Hiponimia ni uhusiano wa kifahiwa unaodhihirika baina ya leksimu ya jumla (hipanimu) na mahususi (hiponimu). Kama vile hipanimu mzazi hujumuisha hiponimu baba na mama. Uhusiano huu wa kihiponimia ulidhukuriwa na wanaisimu wa awali kuwa unahusisha leksimu nomino pekee. Hata hivyo, tafiti za hivi punde zinadhihirisha kuwa hiponimia huweza kudhihirika pia miongoni mwa kategoria za vivumishi, vielezi na vitenzi. Ingawa kuna midhihiriko ya hiponimia za vitenzi vya Kiswahili, wataalamu kadha wameelekea kushughulikia hiponimia za nomino na kutotilia maanani vitenzi. Hivyo basi, makala hii imechanganua uhusiano wa kihiponimia unaodhihirika miongoni mwa vitenzi teule vya Kiswahili. Katika kushughulikia suala hili, hipanimu vitenzi 24 kutoka kamusi za Kiswahili zimeteuli¬wa kimakusudi na hiponimu husika kutolewa. Nadharia ya Uchanganuzi Vijenzi kwa mujibu wa Katz na Fodor imezingatiwa katika uchanganuzi wa hiponimia hizi. Katika nadharia hii, sifa bainifu za hiponimu husika huonyeshwa kwa kutumia alama maalum za [+, -]. Data kuhusu hiponimia za vitenzi ilipekuliwa kutoka kamusi za Kiswahili kwa kuzingatia mwelekeo wa kiishara au kisintaksia kwa mujibu wa Hearst, na Snow na wenzake ili kuweza kutambua hipanimu na hiponimu husika katika sentensi. Hiponimia hizi zimechanganuliwa na kuwasilishwa kwa mtindo wa nadharia ya seti. / Hyponymy is a sense relation existing between general lexemes (hypernym) and the specific ones (hyponym). For instance, a hypernym parent includes hyponyms like father and mother. The hyponymy relation was regarded by earlier linguists that it could exist only amongst nouns. However, recent studies indicate that hyponymy can also be manifested in other categories such as adjectives, adverbs and verbs. Though there is hyponymy relation existing amongst Kiswahili verbs, various scho¬lars have tended to focus on nominal hyponymy and disregard verbal hyponymy. Therefore, this article has analyzed the hyponymy relation existing amongst selected Kiswahili verbs. In this regard, 24 verbal hypernyms from Kiswahili dictionaries were purposively sampled and their specific hyponyms indicated. Componential Analysis theory by Katz and Fodor has been used in the analysis of these hyponyms. The theory focuses on distinctive features of specific hyponyms that are normally shown by the use of specific signs [+, -]. The data on verbal hyponymy was observed from the Kiswahili dictionaries by the application of symbolic or syntactic approach propounded by Hearst, and Snow et al in order to identify the hypernyms and specific hyponyms in a sentence. These hyponymy relations are analyzed and presented using the set theory style.
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Aprendizado automático de relações semânticas entre tags de folksonomias.RÊGO, Alex Sandro da Cunha. 05 June 2018 (has links)
Submitted by Maria Medeiros (maria.dilva1@ufcg.edu.br) on 2018-06-05T14:49:44Z
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Previous issue date: 2016 / As folksonomias têm despontado como ferramentas úteis de gerenciamento online de conteúdo digital. A exemplo dos populares websites Delicious, Flickr e BibSonomy, diariamente os usuários utilizam esses sistemas para efetuar upload de recursos web (e.g., url, fotos, vídeos e referências bibliográficas) e categorizá-los por meio de tags. A ausência de relações semânticas do tipo sinonímia e hiperonímia/hiponímia no espaço de tags das folksonomias reduz a capacidade do usuário de encontrar recursos relevantes. Para mitigar esse problema, muitos trabalhos de pesquisa se apoiam na aplicação de medidas de similaridade para detecção de sinonímia e construção automática de hierarquias de tags por meio de algoritmos heurísticos. Nesta tese de doutorado, o problema de detecção de sinonímia e hiperonímia/hiponímia entre pares de tags é modelado como um problema de classificação em Aprendizado de Máquina. A partir da literatura, várias medidas de similaridade consideradas boas indicadoras de sinonímia e hiperonímia/hiponímia foram identificadas e empregadas como atributos de aprendizagem. A incidência de um severo desbalanceamento e sobreposição de classes motivou a investigação de técnicas de balanceamento para superar ambos os problemas. Resultados experimentais usando dados reais das folksonomias BibSonomy e Delicious mostraram que a abordagem proposta denominada CPDST supera em termos de acurácia o baseline de melhor desempenho nas tarefas de detecção de sinonímia e hiperonímia/hiponímia. Também, aplicou-se a abordagem CPDST no contexto de geração de listas de tags semanticamente relacionadas, com o intuito de prover acesso a recursos adicionais anotados com outros conceitos pertencentes ao domínio da busca. Além da abordagem CPDST, foram propostos dois algoritmos fundamentados no acesso ao WordNet e ConceptNet para sugestão de listas especializadas com tags sinônimas e hipônimas. O resultado de uma avaliação quantitativa demonstrou que a abordagem CPDST provê listas de tags relevantes em relação às listas providas pelos métodos comparados. / Folksonomies have emerged as useful tools for online management of digital content. Popular websites as Delicious, Flickr and BibSonomy are now widespread with thousands of users using them daily to upload digital content (e.g., webpages, photos, videos and bibliographic information) and tagging for later retrieval. The lack of semantic relations such as synonym and hypernym/hyponym in the tag space may diminish the ability of users in finding relevant resources. Many research works in the literature employ similarity measures to detect synonymy and to build hierarchies of tags automatically by means of heuristic algorithms. In this thesis, the problems of synonym and subsumption detection between pairs of tags are cast as a pairwise classification problem. From the literature, several similarity measures that are good indicators of synonymy and subsumption were identified, which are used as learning features. Under this setting, there is a severe class imbalance and class overlapping which motivated us to investigate and employ class imbalance techniques to overcome these problems. A comprehensive set of experiments were conducted on two large real-world datasets of BibSonomy and Delicious systems, showing that the proposed approach named CPDST outperforms the best performing heuristic-based baseline in the tasks of synonym and subsumption detection. CPDST is also applied in the context of tag list generation for providing access to additional resources annotated with other semantically related tags. Besides CPDST approach, two algorithms based on WordNet and ConceptNet accesses are proposed for capturing specifically synonyms and hyponyms. The outcome of an evaluative quantitative analysis showed that CPDST approach yields relevant tag lists in relation to the produced ones by the compared methods.
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Uchanganuzi wa hiponimia za vitenzi vya KiswahiliOdoyo Okal, Benard, Indede, Florence, Sangai Mohochi, Ernest 10 March 2017 (has links)
Hiponimia ni uhusiano wa kifahiwa unaodhihirika baina ya leksimu ya jumla (hipanimu) na mahususi (hiponimu). Kama vile hipanimu mzazi hujumuisha hiponimu baba na mama. Uhusiano huu wa kihiponimia ulidhukuriwa na wanaisimu wa awali kuwa unahusisha leksimu nomino pekee. Hata hivyo, tafiti za hivi punde zinadhihirisha kuwa hiponimia huweza kudhihirika pia miongoni mwa kategoria za vivumishi, vielezi na vitenzi. Ingawa kuna midhihiriko ya hiponimia za vitenzi vya Kiswahili, wataalamu kadha wameelekea kushughulikia hiponimia za nomino na kutotilia maanani vitenzi. Hivyo basi, makala hii imechanganua uhusiano wa kihiponimia unaodhihirika miongoni mwa vitenzi teule vya Kiswahili. Katika kushughulikia suala hili, hipanimu vitenzi 24 kutoka kamusi za Kiswahili zimeteuli¬wa kimakusudi na hiponimu husika kutolewa. Nadharia ya Uchanganuzi Vijenzi kwa mujibu wa Katz na Fodor imezingatiwa katika uchanganuzi wa hiponimia hizi. Katika nadharia hii, sifa bainifu za hiponimu husika huonyeshwa kwa kutumia alama maalum za [+, -]. Data kuhusu hiponimia za vitenzi ilipekuliwa kutoka kamusi za Kiswahili kwa kuzingatia mwelekeo wa kiishara au kisintaksia kwa mujibu wa Hearst, na Snow na wenzake ili kuweza kutambua hipanimu na hiponimu husika katika sentensi. Hiponimia hizi zimechanganuliwa na kuwasilishwa kwa mtindo wa nadharia ya seti. / Hyponymy is a sense relation existing between general lexemes (hypernym) and the specific ones (hyponym). For instance, a hypernym parent includes hyponyms like father and mother. The hyponymy relation was regarded by earlier linguists that it could exist only amongst nouns. However, recent studies indicate that hyponymy can also be manifested in other categories such as adjectives, adverbs and verbs. Though there is hyponymy relation existing amongst Kiswahili verbs, various scho¬lars have tended to focus on nominal hyponymy and disregard verbal hyponymy. Therefore, this article has analyzed the hyponymy relation existing amongst selected Kiswahili verbs. In this regard, 24 verbal hypernyms from Kiswahili dictionaries were purposively sampled and their specific hyponyms indicated. Componential Analysis theory by Katz and Fodor has been used in the analysis of these hyponyms. The theory focuses on distinctive features of specific hyponyms that are normally shown by the use of specific signs [+, -]. The data on verbal hyponymy was observed from the Kiswahili dictionaries by the application of symbolic or syntactic approach propounded by Hearst, and Snow et al in order to identify the hypernyms and specific hyponyms in a sentence. These hyponymy relations are analyzed and presented using the set theory style.
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