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Sentiment analysis on Bangla conversation using machine learning approach Hassan, Mahmudul; Shakil, Shahriar; Moon, Nazmun Nessa; Islam, Mohammad Monirul; Hossain, Refath Ara; Mariam, Asma; Nur, Fernaz Narin
International Journal of Electrical and Computer Engineering (IJECE) Vol 12, No 5: October 2022
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/ijece.v12i5.pp5562-5572

Abstract

Nowadays, online communication is more convenient and popular than face-to-face conversation. Therefore, people prefer online communication over face-to-face meetings. Enormous people use online chatting systems to speak with their loved ones at any given time throughout the world. People create massive quantities of conversation every second because of their online engagement. People's feelings during the conversation period can be gleaned as useful information from these conversations. Text analysis and conclusion of any material as summarization can be done using sentiment analysis by natural language processing. The use of communication for customer service portals in various e-commerce platforms and crime investigations based on digital evidence is increasing the need for sentiment analysis of a conversation. Other languages, such as English, have well-developed libraries and resources for natural language processing, yet there are few studies conducted on Bangla. It is more challenging to extract sentiments from Bangla conversational data due to the language's grammatical complexity. As a result, it opens vast study opportunities. So, support vector machine, multinomial naïve Bayes, k-nearest neighbors, logistic regression, decision tree, and random forest was used. From the dataset, extracted information was labeled as positive and negative.
Predicting the mental health of rural Bangladeshi children in coronavirus disease 2019 Moon, Nazmun Nessa; Hossain, Refath Ara; Jahan, Israt; Shakil, Shahriar; Uddin, Shihab; Hassan, Mahmudul; Nur, Fernaz Narin
International Journal of Electrical and Computer Engineering (IJECE) Vol 12, No 5: October 2022
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/ijece.v12i5.pp5501-5510

Abstract

The novel coronavirus disease 2019 (COVID-19) current pandemic is a worldwide health emergency like no other. It is not the only COVID-19 infection in infants, children, and adolescents that is causing concern among their families and professionals; there are also other serious issues that must be carefully detected and addressed. Major things are identified due to COVID-19, some elements are affecting children’s healthcare in direct or indirect ways, affecting them not just from a medical standpoint but also from social, psychological, economic, and educational perspectives. All these factors may have affected children’s mental development, particularly in rural settings. As Bangladesh faces a major challenge such as a lack of public mental health facilities, especially in rural areas. So, we discovered a method to predict the mental development condition of rural children that they are facing at this time of COVID-19 using machine learning technology. This research work can predict whether a rural child is mentally developed or mentally hampered in Bangladesh and this prediction gives nice feedback.
Islamic Educational Values in Integrated Basic Cultural Sciences at the Central Java Coastal Campus Sholeh, Muh. Muhtar Arifin; Zaenurrosyid, A.; Nurhamidah, Idha; Nuridin; Hassan, Mahmudul
Al-Hayat: Journal of Islamic Education Vol. 10 No. 1 (2026): Al-Hayat: Journal of Islamic Education
Publisher : LETIGES

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35723/ajie.v10i1.229

Abstract

This study aims to examine two fundamental aspects: first, the necessity of integrating Islamic values into the Basic Cultural Sciences (Ilmu Budaya Dasar/IBD) course, and second, the identification of relevant Islamic values to be incorporated into the curriculum. Religious values are regarded as crucial elements in shaping students’ character, playing a strategic role in developing intellectual capacity, ethical behaviour, and positive attitudes. The research employed a mixed-methods approach, combining field research and literature review (quantitative and qualitative approaches). The research locus was the Faculty of Islamic Studies (Fakultas Aama Islam/FAI). The sample consisted of 39 students in their fifth semester or higher who had completed the IBD course, drawn from a population of approximately 45 students in one class. Qualitative data were obtained through in-depth interviews with students, lecturers, and foundation administrators, both within the campus environment and in student pesantren (boarding schools). Data collection instruments included questionnaires and semi-structured interview guides. The findings reveal a set of essential Islamic values to be integrated into IBD lectures, namely truth, honesty, love and respect, justice, peace, unity, tolerance, patience, sincerity, accountability, consistency, and gratitude. Truth and honesty were the most dominant values identified. Through communal living in campus boarding facilities, these values were reinforced. The novelty of this study lies in its proposed model integrating noble Islamic values into curricula, enhancing moral and academic development, and fostering a Qur’anic generation embodying these values in all life domains. This study has several limitations. The sample size was relatively small and limited to one faculty, which may restrict the generalizability of the findings to broader educational contexts. In addition, the qualitative insights were based on a specific institutional setting, students who live in campus-based pesantren. So the lived experiences supporting value internalisation may differ in non-boarding environments. Despite these constraints, the originality of this research lies in its systematic formulation of an integrative model that embeds core Islamic values within the IBD curriculum. This model not only strengthens students' moral and intellectual development but also offers a replicable framework for Islamic higher education institutions seeking to cultivate a Qur'anic generation grounded in character, ethics, and holistic academic excellence.