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Journal : Indonesian Journal of Electrical Engineering and Computer Science

A proposed semantic keywords search engine for Indonesian Qur’an translation based on word embedding Trisnawati, Liza; Binti Samsudin, Noor Azah; Bin Ahmad Khalid, Shamsul Kamal; Bin Ahmad Shaubari, Ezak Fadzrin; Sukri, Sukri; Indra, Zul
Indonesian Journal of Electrical Engineering and Computer Science Vol 35, No 2: August 2024
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/ijeecs.v35.i2.pp987-995

Abstract

Obtaining relevant information from the Holy Qur’an can be really challenging for people who cannot speak Arabic, such as the Indonesian people. One technology implementation which is commonly used to tackle this problem is to develop a search engine application for Al-Qur’an verses. This paper proposes a search engine based on semantic representation keywords for the Indonesian translation of the Al-Qur’an which consists of 3 phases i.e., data preparation, document representation, and search engine development. In the first stage, the Al-Qur’an dataset was built using the official translation of the Al-Qur’an from the Ministry of Religion and then enriched with the Wikipedia corpus. The second phase is document representation which produces feature vectors by utilizing the Word2Vec algorithm. Finally, the development of a search engine that can find the most relevant verses by calculating the cosine similarity between the document and the keywords. It was found that the proposed search engine succeeded in exceeding the performance of ordinary search engines by finding wider information due to the use of semantic keywords. Apart from that, the proposed search engine succeeded in maintaining the relevance of search results by achieving precision and recall levels of 98.7% and 97.3% respectively.
Job matching analysis by latent semantic indexing enhanced on multilingual word meanings Sukri, Sukri; Samsudin, Noor Azah; Fadzrin, Ezak; Ahmad Khalid, Shamsul Kamal; Trisnawati, Liza
Indonesian Journal of Electrical Engineering and Computer Science Vol 37, No 1: January 2025
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/ijeecs.v37.i1.pp434-442

Abstract

Job matching is a hiring process that involves a thorough understanding of the context and meaning of words in different languages. The updated and expanded latent semantic indexing (LSI) Framework seeks to improve the precision and relevance of job matching analysis of word meanings in multi-languages. Because they only compare related terms, conventional LSIs are often insufficient to address the complexity of context in job matching. Extending the LSI approach can improve the vector representation of words and help you understand the context and semantic relationships in the text. Improved LSI analyzes context more precisely by using word vector representation. Improved LSI focuses on understanding semantic relationships between words in many languages to produce more accurate and relevant job matches. This paper describes the steps involved in improving LSI, such as data collection, pre-processing, linguistic feature extraction, LSI model training, and evaluation of matching results. The results show that the examined classification model has much better performance in terms of word classification. Conventional LSI has an average prediction value of 79%, once the enhanced LSI can accurately predict about 84% of the entire word, it has a reasonable capacity to recognize the actual words in a natural context.
Co-Authors AB, Subhan Abdi, Khairul Adrianda, Irsan Afrina Januarista, Afrina Agus Hermanto Agus Mulyanto Agustirawati, Agustirawati Ahmad Khalid, Shamsul Kamal Ahmad Sirulhaq Aida, Depon Nurul Anak Agung Gede Sugianthara Andi Syahputra Anisah Annisa Annisa Anwar Anwar Ariana Ariana Arisandi, Diki Aryani, Wiwik Dyah Azizah Azizah Badu, Badu Basir, Adil Basrawi, Basrawi Bin Ahmad Khalid, Shamsul Kamal Bin Ahmad Shaubari, Ezak Fadzrin Binti Samsudin, Noor Azah Burhanuddin Burhanuddin Darmadi Darmadi Dasa Ismaimuza Dirham Latif, Dirham Dirham, Dirham Efendi, Sumardi Effendi, Julia Marhaidah Eka Saputri, Eka Erfina, Erfina Esperanza, Fedora Fachri, Husni Fadzrin, Ezak Fiantika, Widia Fitri Yanti Gandung Sugita H. Situmorang, Tigor hadis, hadis Haeria Haeria Hafazah, Nurul Halim Usman, Halim Hanafiah Hasanah, Rohmat Hasniati, Hasniati Hidayat, Mansur Ibrahim, Muh Akmal Ibrahim, Muh. Akmal Indra, Zul Irsan Adrianda Iskandar Iskandar Jafar, Syamsinas Juliana Juliana Kasih, Dar Koswara, Nandang Kurnia Dwi Artika, Kurnia Dwi Kurniawan Lestari, Sri Agustian Lia Yulisma, Lia Lisma Lisma, Lisma Liza Trisnawati M. Deni Siregar Marwendi, Reza Okva Masnira, Andi Masyitha Muis Mayasari, Riezka Eka Mega Nur Sasongko Merpatih, Merpatih Monika, Lussy Muhammad Erfan, Muhammad Muhammad Sukri Muhammad Syafar Muhammad Tahir Abdullah Muhammad Yunus Muriza, Neza Murni, Intan Permata Mustafa, Sri Wahyuny Mustanir, Ahmad Musthofa, Imron Nahlidar, Nahlidar Ningsih, Andi Pramesti Nisa, Nisa Noor Azah Samsudin, Noor Azah Nugraha, Hendrawan Agustian Nur Rohman Nurasima, Nurasima Okke Rosmala Dewi Paisal, Jon Palinggi , Yunita Palinggi, Yunita Permadi, Kelvin Putra, Bachrum Syah Ramli Ramli Reyza, Reyza Riady, Ahmad Ripandi, Ripandi Riyanti Riyanti Rosdiana, Siti Ruqayyah, Siti Ruslan Ruslan Salamun Salamun Saodin, Saodin Saridewi, Desak Putu Satria, Teuku Dwirza Sidik, Abu Bakar Siska Dewi Putri, Siska Siti Juariah Sulaiman, Rangga Sulistiawati, Febi Sumardi Efendi Suparman Suparman Suparni Sampetan, Suparni Suriah Suriah Suwardi Suwardi Syamsuddin, Usman Taliabo, Petrus Talib, Nur Qalbi Taufik Hidayat Teguh Dwi Widodo Tigor H. Situmorang, Tigor H. Tinus, Agus Trisakti Handayani Uceng, Andi Uliyah, Nur Umar Umar Ummah, Nur Ainun Mustiha Vebrita, Gina Wandi, Wandi Yuhana Damantalm, Yuhana Yuliani, Ni Made Zaenal Abidin Zahara Zahara Zaskia, Deby