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- W753743454 abstract "Conversational Agents integrate computational linguistics techniques and natural languageto support human-like communication with complex computer systems. There are anumber of applications in business, education and entertainment, including unmanned callcentres, or as personal shopping or navigation assistants. Initial research has beenperformed on Conversational Agents in languages other than English. There has been nosignificant publication on Thai Conversational Agents. Moreover, no research has beenconducted on supporting algorithms for Thai word similarity measures and Thai sentencesimilarity measures. Consequently, this thesis details the development of a novel Thaisentence semantic similarity measure that can be used to create a Thai ConversationalAgent. This measure, Thai Sentence Semantic Similarity measure (TSTS) is inspired bythe seminal English measure, Sentence Similarity based on Semantic Nets and CorpusStatistics (STASIS). A Thai sentence benchmark dataset, called 65 Thai Sentence pairsbenchmark dataset (TSS-65), is also presented in this thesis for the evaluation of TSTS.The research starts with the development a simple Thai word similarity measure calledTWSS. Additionally, a novel word measure called a Semantic Similarity Measure, basedon a Lexical Chain Created from a Search Engine (LCSS), is also proposed using a searchengine to create the knowledge base instead of WordNet. LCSS overcomes the problemthat a prototype version of Thai Word semantic similarity measure (TWSS) has with theword pairs that are related to Thai culture. Thai word benchmark datasets are alsopresented for the evaluation of TWSS and LCSS called the 30 Thai Word Pair benchmarkdataset (TWS-30) and 65 Thai Word Pair benchmark dataset (TWS-65), respectively. Theresult of TSTS is considered a starting point for a Thai sentence measure which can beillustrated to create semantic-based Conversational Agents in future. This is illustratedusing a small sample of real English Conversational Agent human dialogue utterancestranslated into Thai." @default.
- W753743454 created "2016-06-24" @default.
- W753743454 creator A5028418163 @default.
- W753743454 date "2014-02-01" @default.
- W753743454 modified "2023-09-23" @default.
- W753743454 title "Semantic similarity framework for Thai conversational agents" @default.
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