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Journal : Journal of Applied Data Sciences

Sentiment and Emotion Classification Model Using Hybrid Textual and Numerical Features: A Case Study of Mental Health Counseling Ramayanti, Indri; Hermawan, Latius; Syakurah, Rizma Adlia; Stiawan, Deris; Meilinda, Meilinda; Negara, Edi Surya; Fahmi, Muhammad; Ghiffari, Ahmad; Rizqie, Muhammad Qurhanul
Journal of Applied Data Sciences Vol 6, No 3: September 2025
Publisher : Bright Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47738/jads.v6i3.632

Abstract

Mental health issues among individuals, particularly in counseling contexts, require practical tools to understand and address emotional states. This study explores the application of machine learning models for emotion detection in mental health counseling conversations, focusing on four algorithms: Bernoulli Naive Bayes, Decision Tree, Logistic Regression, and Random Forest. The dataset, derived from transcribed counseling sessions, underwent preprocessing, including stemming, stopword removal, and TF-IDF vectorization to create structured inputs for classification. Emotional categories such as "Depresi" (Depression), "Kecewa" (Dissapointed), "Senang" (Happy), "Bingung" (Confused) and "Stres" (Stress) were analyzed to evaluate model performance. Results indicated that Logistic Regression achieved the highest accuracy at 82%, showcasing its reliability and scalability, followed closely by Random Forest with 81%, demonstrating robustness in handling complex data structures. Bernoulli Naive Bayes performed competitively at 80%, excelling in computational efficiency, while Decision Tree recorded the lowest accuracy at 70%, reflecting its limitations in managing overlapping features and high-dimensional data. These findings highlight the potential of machine learning in addressing the increasing demand for scalable mental health support tools. The study underscores the importance of model selection, balanced datasets, and feature engineering to improve classification accuracy. Future work includes developing AI-driven chatbots for real-time emotion detection and integrating multimodal data to enhance interpretability. This research contributes to advancing automated solutions for mental health care, offering new pathways for timely and personalized interventions.
Co-Authors Achirudin Achirudin Adinda Novelia Adinda, Havivi Rizky Adrina Esther Liaw Aerosta, Danny Agustien, Melawati Ahmad Ghiffari Ahmad Taher Ahmad Taher Ainun Hafilda, Shafira Alphiano, K M Dimas Alvera Noviyan Alvera Noviyani Alyssa Poh Jiawei Amayu, Rizka Amitya Kumara Amitya Kumara Andika Okparasta Anita Rahmiwati Annisa Wimaulia Ardhan, Jery Arifal, Dito Achmad Arnita Hotmauli Asmarani Ma’mun Asmaripa Ainy Asri Maharani Asri Novianty Ayu Kartika Putri Ayu Rahmayana Ayu Shintya, Ratri Azhar, Abdillah Adipatria B. Azlin Azlin Azzahra, Muthiara Adlin Bella Stevanny Berlin, Opel Bertha Aulia Bonita, Ilsyafitri Catherine Dwi Augusthi Putri Catherine Dwi Augusthi Putri Cerah Puspinarti Corie , Andriyani Harizta Cynthia Cynthia Daniyah Fitriyah Puteri Deasy Novia Debby Amanda Putri Dela Erjalia Dendy Riansyah Depit Kurniawan Deris Stiawan Destanti, Ruri Dewi, Aminah Aulia Dian Natalia Dian Safriantini Dian Safriantini Diana Dewi Sartika, Diana Dewi Diani, Maria Tri Dini Cahyani Dwi Atika Sari Dwi Marissa Eddy Roflin Edi Surya Negara Eka Febri Zulissetiana Elita Sari Ella Amalia, Ella Eni Nuraini Erika Pebriyanti Erwan Alfano Eviheryanto Eviheryanto Fadillah Sari Fajar , Nur Alam Fajar Ningsih, Windi Indah Fajarini, Dessy Faradillah Dillah Fathur Afif Moulana Fatimah azzahra Fatty Maulidira Fauzan Ditiaharman Febby Astria Fianirazha Primesa Caesarani Fidia Paramitha Putri Fikri, M Zainal Fikri, M Zainal Florettira, Mutiara Tri Gabriela Eliza Fabrianne Tamba Galih Cahya Wijayanti Ghita Apriani Gusrinety Gusrinety Habibah, Umrohtul Haerawati Idris Haerawati Idris, Haerawati Hamzah Hasyim Hatina Agsari Hendarmin Aulia Henny Hisar Manalu Hizazun Niswah Ilsyafitri Bonita Indah Fasha Palingga Indah Puji Septeria indah Riani Indah Yuliana Indah Yuliana Wahyu Putri Inggi Rizky Mauludyah Ira Dewi Ramadhani Iswanto Iswanto Iwan Stia Budi Izzatika, Meiliza Jafar Arifin Jesica Moudy Jesica Moudy Kartika Chandra Khairinnisa Maizal Gazali Khairiyah, Muthiah Kurniawan, Depit Latifa Puti Sentani Latius Hermawan Legiran Legiran Levanya Anbalagan Linda Amelia Lisa Pitrianti Maisaroh Maisaroh Maretha, Rika Mariatul Fadilah Mariatul Fadilah Mariatul Fadilah Mariatul Fadilah Masayu Meidiawani Mauliana, Resty Meilinda Meilinda Meiliza Ayu Qamarani Melissa Shalimar Lavinia Merry Natalia, Merry Michael Chandra Misnaniarti Misnaniarti Misna Misnaniarti Misnaniarti Misnaniarti Misnaniarti Misnaniarti Misnaniarti Mohammad Hilal Atthariq Ramadhan Mohammad Zulkarnain Mohammad Zulkarnain Moudy, Jesica Muhamad Mardian Safitra MUHAMMAD FAHMI Muhammad Farid Rizqullah Muhammad Imam Mulia Muhammad Khairul Kahfi Pasaribu Muhammad Prima Cakra Muhammad Prima Cakra Randana Muhammad Qurhanul Rizqie Muhammad Syahrul Ramadhan Muhimatul Mufarikhah Mutiara Tri Florettira Nabilah Thifal Balma Najmah, Najmah Ni Wayan Puspa Pandani Nia Novita Sari Nindya Mahfuza Nirmalasari, Melisa Yuni Novrikasari Novrikasari, Novrikasari Nur Alam Fajar Nur Alam Fajar Nurunnisa Arsyad Ocktariyana, Ocktariyana Octavia, Nurafni Opel Berlin Panjaitan, Merry Natalia Pariyana Pariyana - Pariyana Pariyana pariyana, Pariyana Patresia, Retta Permata, Debby Yulinar Pratiwi, Rizky Putri Priska Yolanda Puji Lestari Putri Agustina Fiskal Putriana Fuji Safitri Rahma Nur Islam Rahmawati Rahayu Rahmayani, Lusi Rahmiwati, Anita Rahmiwati Ramadhani, Arya Pratama Ramayanti, Indri Ratri Ayu Shintya Refiza Ananda Resiana Citra Reynold Siburian Rhaptyalyani Herno Della, Rhaptyalyani Herno Riana Agny Betry Riche Octriza Syafti Rico Januar Sitorus Rico Januar Sitorus Rico Januar Sitorus Ridhatul Aulia Putri Rindang Senja Andarini Rio Yus Ramadhani Riska Nabila Risnawati Tanung Rizki Nurul Fatimah Rizki Nurul Fatimah Rizqullah, M Farid Rony Wiranto Rostika Flora Rosyila Rosyila Rudy Chendra Salesika Salesika Samiah Fitri Sangalang, Reymart V Sari Bema Ramdika Satrio Pakhrizki Selly Tiyaningrum, Selvi Marcellia Selvia Rahayu Septeria, Indah Puji Sesa Magabe Silvalena Silvalena Silvalena Silvalena Siti Ahdina Putri Siti Halimatul Munawarah Sredaran Nair J. Muralidharan Nair Sri Yuliani Frisilia Dewi Syarifah Aini Syauki Ikhsan, Diyaz Tasya Lianda Sari Taufan Bramantoro Taufik Indrajaya Titien Kesuma Tri Hari Irfani Ully Febra Kusuma Umrohtul Habibah Utama Ningsih, R.E Solfitri Violantina Linardi Wati, Yeni Arsika Widyandana Widyandana Wulan Dri Puspita Yayi Suryo Prabandari Yayi Suryo Prabandari Yayi Suryo Prabandari Yuanita Windusari Yuanita Windusari Yuanita Windusari Yuli Zulaikha Yuliarni Yuliarni Yunika Sabatini Putri Yusri Yusri Zoraya, Sabrina Intan Zulkarnain - Zulkarnain Zulkarnain Zulkarnain, M Zulkarnain, Mohammad