Title :
Dice´s coefficient on trigram profiles as metric for language similarity
Author :
Oco, Nathaniel ; Romeritch Syliongka, Leif ; Roxas, Rachel Edita ; Ilao, Joel
Author_Institution :
Coll. of Comput. Studies, De La Salle Univ., Manila, Philippines
Abstract :
In this study, we present Dice´s coefficient on trigram profiles as metric for language similarity. As testbed, we focused on eight Philippine languages. No known language similarity value for these languages exists. Documents containing transcribed audio recordings, news articles, religious and literary texts were taken from an online corpus and used as training data. Character trigram profiles were then generated using an n-gram generator and language similarity was computed. The results were matched against those reported in the literature and against the language family tree. To evaluate the metric, it was applied to five languages with known similarity values. The results were then compared with an existing lexical similarity metric. The average difference is 27%. Analyses of the results reveal that phonetic spelling play an important role in language similarity. As future work, the metric can be used on phonetic transcriptions.
Keywords :
audio recording; natural language processing; speech processing; Dice coefficient; Philippine languages; audio recordings; language similarity; literary texts; n-gram generator; news articles; phonetic transcriptions; religious texts; trigram profiles; Audio recording; Data models; Educational institutions; Measurement; Pragmatics; Presses; Training data; Dice´s coefficient; Philippine languages; closely-related languages; language similarity; trigram profiles;
Conference_Titel :
Oriental COCOSDA held jointly with 2013 Conference on Asian Spoken Language Research and Evaluation (O-COCOSDA/CASLRE), 2013 International Conference
Conference_Location :
Gurgaon
DOI :
10.1109/ICSDA.2013.6709892