AI-Counsellor Using Emerging Technique

Authors

  • Anamika Scholar (B.Tech Final Year) Computer Science & Engineering, Goel Institute of Technology & Management, Lucknow, Uttar Pradesh, India Author
  • Ms. Sana Rabbani Assistant Professor, Department of Information Technology, Goel Institute of Technology & Management, Lucknow, Uttar Pradesh, India Author
  • Dr. Yusuf Perwej Professor, Department of Computer Science & Engineering, Goel Institute of Technology & Management, Lucknow, Uttar Pradesh, India Author

DOI:

https://doi.org/10.32628/IJSRST24113237

Keywords:

Artificial Intelligence, Symptoms, Machine Learning, Healthcare, Conversation, Chatbot, Mental Health

Abstract

Mental health is an integral part of overall well-being, encompassing emotional, psychological, and social well-being. It affects how we think, feel, and act. Yet, mental health concerns are on the rise globally. According to the World Health Organization (WHO), an estimated one in four people will experience a mental health condition in their lifetime. Depression, anxiety, and stress are amongst the most prevalent mental health issues. This paper aims to develop an AI Counsellor - a chatbot designed to use AI and ML capabilities to offer initial mental health support. Design the chatbot to understand user input effectively through sentiment analysis, intent recognition, and entity recognition. Finally develop a user-friendly interface for text-based interaction with the AI-Counsellor.

Downloads

Download data is not yet available.

References

Y. Perwej, F. Parwej, “A Neuroplasticity (Brain Plasticity) Approach to Use in Artificial Neural Network”, International Journal of Scientific & Engineering Research (IJSER), France , ISSN 2229 – 5518, Volume 3, Issue 6, Pages 1- 9, June 2012, DOI: 10.13140/2.1.1693.2808

Kajal, Neha Singh, N. Akhtar, Ms. Sana Rabbani, Y. Perwej, Susheel Kumar, “Using Emerging Deep Convolutional Neural Networks (DCNN) Learning Techniques for Detecting Phony News”, International Journal of Scientific Research in Computer Science, Engineering and Information Technology (IJSRCSEIT), Volume 10, Issue 1, Pages 122-137, January-February 2024, DOI: 10.32628/CSEIT2410113 DOI: https://doi.org/10.32628/CSEIT2410113

Chris Brady, Tony Westbrook].,”Your Mental Health: understanding Depression”, PTSD, Eating Disorder. Vermilion, 2023

R. Priyadarshini, Naim Shaikh, Rakesh Kumar Godi, Dr. Y.Perwej, P.K. Dhal, Rajeev Sharma, “IoT-Based Power Control Systems Framework for Healthcare Applications” , Measurement: Sensors, ELSEVIER, ScienceDirect, SCIE, Web of Science, SCOPUS, ISSN 2665-9174, Volume 25, Pages 1-6, 2023, DOI: 10.1016/j.measen.2022.100660 DOI: https://doi.org/10.1016/j.measen.2022.100660

Y. Perwej, “Recurrent Neural Network Method in Arabic Words Recognition System”, International Journal of Computer Science and Telecommunications (IJCST), which is published by Sysbase Solution (Ltd), UK, London, (http://www.ijcst.org) , ISSN 2047-3338, Volume 3, Issue 11, Pages 43-48, 2012

Robert Stewart and S. Velupillai, "Applied natural language processing in mental health big data", Neuro psycho pharmacology, vol. 46, no. 1, pp. 252, 2021 DOI: https://doi.org/10.1038/s41386-020-00842-1

M. S. Goodkind, D. Gallagher-Thompson, L. W. Thompson, S. R. Kesler, L. Anker, J. Flournoy, et al., "The impact of executive function on response to cognitive behavioral therapy in late-life depression", International Journal of Geriatric Psychiatry, vol. 31, no. 4, pp. 334-339, 2016. DOI: https://doi.org/10.1002/gps.4325

Y. Perwej, A. Hannan, Firoj Parwej, N. Akhtar , “A Posteriori Perusal of Mobile Computing”, International Journal of Computer Applications Technology and Research (IJCATR), ATS (Association of Technology and Science), India, ISSN 2319–8656 (Online), Volume 3, Issue 9, Pages 569 - 578, 2014, DOI: 10.7753/IJCATR0309.1008 DOI: https://doi.org/10.7753/IJCATR0309.1008

A. Heryandi, "Developing Chatbot for Academic Record Monitoring in Higher Education Institution", IOP Conference Series Materials Science and Engineering, August 2020 DOI: https://doi.org/10.1088/1757-899X/879/1/012049

M. Choque-Díaz, J. Armas-Aguirre and P. Shiguihara-Juárez, "Cognitive technology model to enhanced academic support services with chatbots", 2018 IEEE XXV International Conference on Electronics Electrical Engineering and Computing (INTERCON), pp. 1-4, 2018 DOI: https://doi.org/10.1109/INTERCON.2018.8526411

Y. Kim, J. Lee, E. B. Lee and J. H. Lee, "Application of Natural Language Processing (NLP) and Text-Mining of Big-Data to Engineering-Procurement-Construction (EPC) Bid and Contract Documents", 2020 6th Conf. on Data Science and Machine Learning Applications (CDMA), pp. 123-128, 2020 DOI: https://doi.org/10.1109/CDMA47397.2020.00027

Y.Perwej, “The Bidirectional Long-Short-Term Memory Neural Network based Word Retrieval for Arabic Documents”, for published in the Transactions on Machine Learning and Artificial Intelligence (TMLAI), Society for Science and Education, United Kingdom (UK), ISSN 2054-7390, Volume 3, Issue 1, Pages 16 - 27, 2015, DOI: 10.14738/tmlai.31.863 DOI: https://doi.org/10.14738/tmlai.31.863

Y. Perwej, “An Evaluation of Deep Learning Miniature Concerning in Soft Computing”, International Journal of Advanced Research in Computer and Communication Engineering (IJARCCE), ISSN (Online): 2278-1021, ISSN (Print): 2319-5940, Volume 4, Issue 2, Pages 10 - 16, February 2015, DOI: 10.17148/IJARCCE.2015.4203 DOI: https://doi.org/10.17148/IJARCCE.2015.4203

D. Lee, K.-J. Oh and H.-J. Choi, "The chatbot feels you-a counseling service using emotional response generation", IEEE International Conference on Big Data and Smart Computing (BigComp), pp. 437-440, 2017

Y. Perwej, Prof. (Dr.) Syed Qamar Abbas, Jai Pratap Dixit, N. Akhtar, Anurag Kumar Jaiswal, “A Systematic Literature Review on the Cyber Security”, International Journal of Scientific Research and Management (IJSRM), ISSN (e): 2321-3418, Volume 9, Issue 12, Pages 669 - 710, December 2021, DOI: 10.18535/ijsrm/v9i12.ec04 DOI: https://doi.org/10.18535/ijsrm/v9i12.ec04

X. Ren, G. Spina, S. De Vries, A. Bijkerk, B. Faber and A. Geraedts, "Understanding Physician’s Experience with Conversational Interfaces During Occupational Health Consultation", IEEE Access, vol. 8, pp. 119158-119169, 2020 DOI: https://doi.org/10.1109/ACCESS.2020.3005733

C. Manning, P. Raghavan and H. Schütze, "Introduction to information retrieval", Natural Language Engineering, vol. 16, no. 1, pp. 100-103, 2010 DOI: https://doi.org/10.1017/S1351324909005129

Firoj Parwej, N. Akhtar, Y. Perwej, “An Empirical Analysis of Web of Things (WoT)”, for published in the International Journal of Advanced Research in Computer Science (IJARCS), ISSN: 0976-5697, Volume 10, No. 3, Pages 32-40, May 2019, DOI: 10.26483/ijarcs.v10i3.6434 DOI: https://doi.org/10.26483/ijarcs.v10i3.6434

Y. Perwej, N. Akhtar, Firoj Parwej, “The Kingdom of Saudi Arabia Vehicle License Plate Recognition using Learning Vector Quantization Artificial Neural Network”, International Journal of Computer Applications (IJCA), USA, Volume 98, No.11, Pages 32 – 38, 2014, DOI: 10.5120/17230-7556 DOI: https://doi.org/10.5120/17230-7556

Apoorva Dwivedi, Prof. (Dr.) Devendra Agarwal, Km Divya, Upasana Dugal, Vipin Rawat, Y. Perwej, “A Smart Framework for Detecting Instagram Fake Accounts using Machine Learning and Correlation & Singular Value Decomposition Techniques”, Journal of Emerging Technologies and Innovative Research (JETIR), ISSN-2349-5162, Volume 10, Issue 9, Pages b772 - b783, September 2023, DOI: 10.6084/m9.jetir.JETIR2309185

Kajal, Uttam Kumar Singh, N. Akhtar, Satendra Kumar Vishwakarma, Niranjan Kumar, Y. Perwej, “A Potent Technique for Identifying Fake Accounts on Social Platforms”, for published in the International Journal of Scientific Research in Computer Science, Engineering and Information Technology (IJSRCSEIT), ISSN: 2456-3307, Volume 9, Issue 4, Pages 308 - 324, July-August 2023, DOI: 10.32628/CSEIT2390425 DOI: https://doi.org/10.32628/CSEIT2390425

K. Denecke, S. Vaaheesan, A. Arulnathan, "A Mental Health Chatbot for Regulating Emotions Concept and Usability Test", IEEE Tran. on Emerging Topics in Computing

H. Wang, Q. Zhang, M. Ip and J. T. Fai Lau, "Social Media–based Conversational Agents for Health Management and Interventions", Computer, vol. 51, no. 8, pp. 26-33, 2018 DOI: https://doi.org/10.1109/MC.2018.3191249

N. Akhtar, Saima Rahman, Halima Sadia, Y.Perwej, “A Holistic Analysis of Medical Internet of Things (MIoT)”, Journal of Information and Computational Science (JOICS), ISSN: 1548 - 7741, SCOPUS, Volume 11, Issue 4, Pages 209 - 222, 2021 , DOI: 10.12733/JICS.2021/V11I3.535569.31023

K. Denecke, S. Vaaheesan and A. Arulnathan, "A Mental Health Chatbot for Regulating Emotions Concept and Usability Test", IEEE Transactions on Emerging Topics in Computing

Y. Perwej, Firoj Parwej, N. Akhtar, “An Intelligent Cardiac Ailment Prediction Using Efficient ROCK Algorithm and K- Means & C4.5 Algorithm”, European Journal of Engineering Research and Science (EJERS), Bruxelles, Belgium, ISSN: 2506-8016 (Online), Vol. 3, No. 12, Pages 126 – 134, 2018, DOI: 10.24018/ejers.2018.3.12.989 DOI: https://doi.org/10.24018/ejers.2018.3.12.989

Y. Perwej, “Unsupervised Feature Learning for Text Pattern Analysis with Emotional Data Collection: A Novel System for Big Data Analytics”, IEEE International Conference on Advanced computing Technologies & Applications (ICACTA'22), SCOPUS, IEEE No: #54488 ISBN No Xplore: 978-1-6654-9515-8, Coimbatore, India, 2022, DOI: 10.1109/ICACTA54488.2022.9753501 DOI: https://doi.org/10.1109/ICACTA54488.2022.9753501

M. Bates, "Health Care Chatbots Are Here to Help", IEEE Pulse, vol. 10, no. 3, pp. 12-14, May-June 2019 DOI: https://doi.org/10.1109/MPULS.2019.2911816

A. L. R. Carranza, J. Manalili, N. T. Bugtai and R. G. Baldovino, "Expression Tracking with OpenCV Deep Learning for a Development of Emotionally Aware Chatbots", 7th International Conference on Robot Intelligence Technology and Applications, 2019 DOI: https://doi.org/10.1109/RITAPP.2019.8932852

Sitova and J. Pecerska, "Process Data Analysis Using Visual Analytics and Process Mining Techniques", 61st International Scientific Conference on Information Technology and Management Science of Riga Technical University (ITMS), 2020 DOI: https://doi.org/10.1109/ITMS51158.2020.9259296

Downloads

Published

24-06-2024

Issue

Section

Research Articles

How to Cite

AI-Counsellor Using Emerging Technique. (2024). International Journal of Scientific Research in Science and Technology, 11(3), 749-759. https://doi.org/10.32628/IJSRST24113237

Similar Articles

1-10 of 72

You may also start an advanced similarity search for this article.