Stemmer Impact on Quranic Mobile Information Retrieval Performance
Journal Title: International Journal of Advanced Computer Science & Applications - Year 2016, Vol 7, Issue 12
Abstract
Stemming algorithms are employed in information retrieval (IR) to reduce verity variants of the same word with several endings to a standard stem. Stemmers can also help IR systems by unifying vocabulary, reducing term variants, reducing storage space, and increasing the likelihood of matching documents, all of which make stemming very attractive for use in IR. This paper aims to study the impact of using stemming techniques in mobile effectiveness. Two-word extraction stemming techniques will be used: a light stemmer and a dictionary-lookup stemmer. Also, three sets of experiments were conducted in this research in order to raise the efficiency of mobile aapplications. Implementing the two stemming approaches and assessing their accuracy by calculating the precision, recall, MAP, and f-measure, produced results which show that the light10 stemmer outperforms the dictionary-lookup stemmer in precision and MAP. Furthermore, the mobile performance of the light10 stemmer exceeds that of the dictionary-based stemmer.
Authors and Affiliations
Huda Omar Aljaloud, Mohammed Dahab, Mahmoud Kamal
Keywords
Related Articles
- EP ID EP397299
- DOI 10.14569/IJACSA.2016.071218
- Views 96
- Downloads 0
A Method for Segmentation of Vietnamese Identification Card Text Fields
The development of deep learning in computer vision has motivated researches in related fields, including Op-tical Character Recognition (OCR). Many proposed models and pre-trained models in the literature demonstrate th...
Effectiveness of Iphone’s Touch ID: KSA Case Study
A new trend of incorporating Touch ID sensors in mobile devices is appearing. Last year, Apple released a new model of its famous iPhone (5s). One of the most anticipated and hailed features of the new device was its Tou...
A Qualitative Comparison of NoSQL Data Stores
Due to the proliferation of big data with large volume, velocity, complexity, and distribution among remote servers, it became obvious that traditional relational databases are unsuitable for meeting the requirements of...
Compound Mapping and Filter Algorithm for Hybrid SSD Structure
With the recent development of byte-unit non-volatile random access memory (RAM), various methods utilizing quad level cell (QLC) not-AND (NAND) flash memory with non-volatile RAM have been proposed. However, tests have...
Optimization and Deployment of Femtocell: Operator’s Perspectives
This study examines the deployment issues of Femtocell, which require the satisfaction level of users on available bandwidth. Femtocells are small Base Stations installed in Homes for the improvement of coverage and capa...