A RULE BASED STEMMER FOR NEPALI
| dc.contributor.author | KOIRALA, PRAVESH | |
| dc.date.accessioned | 2022-01-07T07:18:00Z | |
| dc.date.available | 2022-01-07T07:18:00Z | |
| dc.date.issued | 2017-11 | |
| dc.description | Stemming is an integral part of Natural Language Processing. It’s a preprocessing step in almost every NLP application. Arguably, the most important usage of stemming is in Information Retrieval. | en_US |
| dc.description.abstract | Stemming is an integral part of Natural Language Processing. It’s a preprocessing step in almost every NLP application. Arguably, the most important usage of stemming is in Information Retrieval. While there has been lots of work done on stemming in languages like English, Nepali stemming has only a few mentionable works. This study focuses on creating a Rule Based stemmer for Nepali text. Specifically, it is a affix stripping system that identifies two different types of suffixes in Nepali grammar and strips them separately. Only a single negativity prefix न is identified and stripped. This study focuses on a number of techniques like exception word identification, morphological normalization, word transformation and stemming limit enforcement to increase stemming performance. The stemmer is also tested intrinsically using Paice’s method and extrinsically on a basic tf-idf based IR system. Upon testing, the under-stemming error was found to be 5.27% and the over-stemming error was found to be 0.2% which is a superior performance than existing works. The IR was tested on stemmed vs non-stemmed documents and queries using 14 queries and it was found that the stemming scheme increased the average relevance of retrieved documents by 18.6%. | en_US |
| dc.identifier.uri | https://elibrary.tucl.edu.np/handle/20.500.14540/7151 | |
| dc.language.iso | en | en_US |
| dc.publisher | Pulchowk Campus | en_US |
| dc.subject | Nepali | en_US |
| dc.subject | Under-Stemming | en_US |
| dc.subject | Stemming | en_US |
| dc.subject | Over-Stemming | en_US |
| dc.title | A RULE BASED STEMMER FOR NEPALI | en_US |
| dc.type | Thesis | en_US |
| local.academic.level | Masters | en_US |
| local.affiliatedinstitute.title | Pulchowk Campus | en_US |
| local.institute.title | Institute of Engineering | en_US |