Stress Detection Methods Using Hybrid Ontology through Social Media: Psychological Concerns
Keywords:
Intensive stress state, stressful microblogs, Social Media Environment (SME), hybrid ontology, high precision rate, Improved Stress Detection System (ISDF), Tensistrength system, Hybrid wordnet OntologyAbstract
The intensive stress state of an individual depends upon his social interaction with people. The stressful microblogs shared among people are causing a major threat to the lives of people leading to severe health problems such as weakening of the immune system, heart diseases, obesity, psychiatric illness, and negative emotions that adversely influences the social life of humans. Necessity is the mother of creation; the vital need is to spy on those messages shared among people by scrutinizing stress-related messages and formulating robust prevention strategies. Previous methods of collecting the data by Psychologists, such as interviews and surveys, were time-consuming and expensive. The (ISDF) Improved Stress Detection Framework is the proposed Strategy to detect Stressful messages in Microblogs. The proposed strategy utilizes hybrid ontology, which is a Keyword matching process that assists in the matching of stressful words with the aid of predefined stress words. This approach reduces the extraction complexity by inculcating domain knowledge in the form of concepts and relationships which was not done in earlier works. The experimental analysis includes the dataset named user-generated content which includes the test cases. The proposed ISDF is tested using the predefined rules resulting in the detection of stressful words efficiently and reported to the crime department. The Proposed Strategy shows a high precision rate as compared to the existing methods. ISDF framework outperformed the Tensistrength system of stress detection which additionally added Pre-defined rules and Emoticons utilizing the hybrid wordnet ontology which was ignored in earlier works.
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Frederick J. Stoddard, jr. David M. Bnedek, Mohammed R. Milad, Robert J. ursano and J.W. Barnhill, Trauma and Stressor Related Disorders, Oxford University press, 2018, pp. 225-320.
J. Herbert, “Fortnightly review: Stress, the brain, and mental illness”, British Medical J., pp. 530–535, Vol. 315, No. 7107, 1997.
Lodhi, Amairullah K., M. Santhi S. Rukmini, and Syed Abdulsattar. "Energy-efficient routing protocol for network life enhancement in wireless sensor networks." Recent Advances in Computer Science and Communications (Formerly: Recent Patents on Computer Science) 14, no. 3 (2021): 864-873.
Puranik, Vishal V., and Amairullah Khan Lodhi. "Dynamic Resource Management of Cognitive Radio Networks Via Fuzzy Logic." Publication date 2013/12/25, INTERNATIONAL JOURNAL OF ENGINEERING RESEARCH & TECHNOLOGY, Volume: 2, Issue: 12, Pages 2705-2711, Publisher, IJERT.
Rukmini, M. S. S., and Amairullah Khan Lodhi. "Network lifetime enhancement in WSN using energy and buffer residual status with efficient mobile sink location placement." Solid State Technology 63, no. 4 (2020): 1329-1345.
Shaikh Zeba Tabassum Amairullah Khan Lodhi, M S S Rukmini, Syed Abdulsattar “Design Technique for Head Selection in WSNs to Enhance the Network Performance Based on Nodes Residual Status: an Extension to EBRS Method” Publication date, 2020, Journal, International Journal of Advanced Science and Technology (IJAST), Volume: 29, Issue: 5, Pages: 3562-3575, Publisher, ELSEVIER.
Mohd Arshad Ahmed Khan Amairullah Khan Lodhi, Syed Abdul Sattar "Machine Learning, Artificial Intelligence, and Data Sciences for Securing Information System" Publication date 2020/2/25, Source, Science PG Journal Special Issue.
Syed Abdulsattar Mazher Khan, Amairullah Khan Lodhi, Sayyad Ajij, M.S.S Rukmini “A Feasible Model for a Smart Transportation System using a Vehicular Ad-Hoc Network” Publication date, 2020/4/7, Journal, TEST Engineering & Management, Volume: 83, Issue March-April 2020, Pages 7341-7348, Publisher, The Mattingley Publishing Co., Inc.
Shaikh Zeba Tabassum Dr. Amairullah Khan Lodhi “Energy Conservation Policies for Saving Energy in the lovely and beautiful state of India: Telangana Potential” Publication date, 2020/12/14, Source, National Energy Conservation Week Celebrations 2020, Report number “14th & 15th December”.
Rukmini, M. S. S., and Amairullah Khan Lodhi. "Network lifetime enhancement in WSN using energy and buffer residual status with efficient mobile sink location placement." Solid State Technology 63, no. 4 (2020): 1329-1345.
Syed Abdulsattar Mazher Khan, Amairullah Khan Lodhi, Sayyad Ajij, M.S.S Rukmini “A Feasible Model for a Smart Transportation System using a Vehicular Ad-Hoc Network” Publication date, 2020/4/7, Journal, TEST Engineering & Management, Volume: 83, Issue March-April 2020, Pages 7341-7348, Publisher, The Mattingley Publishing Co., Inc.
Lodhi, Amairullah Khan, M. S. S. Rukmini, and Syed Abdulsattar. "Efficient energy routing protocol based on energy & buffer residual status (EBRS) for wireless sensor networks." International Journal of Engineering and Advanced Technology (IJEAT) ISSN: 2249-8958, Volume-9 Issue-1S5, December, 2019
Momin Dilawar, and B.K. Patil, “Stress Identification in Social Networks Based On Social Interactions”, Open Access International Journal of Science & Engineering, Volume 3, Issue 10, Oct. 2018.
Lodhi, A.K., Rukmini, M.S.S., Abdulsattar, S., Tabassum, S.Z. (2021). Lifetime Enhancement Based on Energy and Buffer Residual Status of Intermediate Node in Wireless Sensor Networks. In: Komanapalli, V.L.N., Sivakumaran, N., Hampannavar, S. (eds) Advances in Automation, Signal Processing, Instrumentation, and Control. I-CASIC 2020. Lecture Notes in Electrical Engineering, vol 700. Springer, Singapore. https://doi.org/10.1007/978-981-15-8221-9_257.
S. Sriramprakash, D. Prasanna Vadana, and OV. Ramana Murthy, “Detection of Stress in Working People,” in proc. 7th International Conference On Advances In Computing & Communications, ICACC 2017, India, Aug 22-24, 2017, pp. 359-366.
R. Alharthi, B. Guthier, C. Guertin and A. El Saddik, “A Dataset for Psychological Human Needs Detection From Social Networks,” IEEE Access, vol. 5, pp. 9109-9117, 2017.
Lodhi, Amairullah Khan, M. S. S. Rukmini, Syed Abdulsattar, and Shaikh Zeba Tabassum. "Performance improvement in wireless sensor networks by removing the packet drop from the node buffer." Materials Today: Proceedings 26 (2020): 2226-2230.
Haotian Feng, and Pavana Prabhakar “Difference-based deep learning framework for stress predictions in heterogeneous media,” Journal of Composite Structures, Elsevier, Vol. 269, pp. 1-13, 2021.
Saul McLeod, (October 2018) Questionnaire: Simple Psychology. [Online]. Available: https://www.simplypsychology.org/questionnaires.html
Lodhi, Amairullah Khan, M. S. S. Rukmini, and S. Abdulsattar. "Energy-efficient routing protocol for node lifetime enhancement in wireless sensor networks." Int J Adv Trends Comput Sci Eng 8, no. 1.3 (2019): 24-28.
M. M. Ali, M. Tajuddin, and M. Kabeer, “SDF: psychological Stress Detection Framework from Microblogs using Pre-defined rules and Ontologies”, International Journal of Intelligent Systems and Applications in Engineering (IJISAE), vol. 6, no. 2, pp. 158–164, Jun. 2018.
A.K. Lodhi Prashant R. Gade, "Review of Poly House Control System" Publication date 2014/2/28. Journal, IJAIEM, Volume 2, Issue-3, Pages 76.
M.M. Ali, and Lakshmi Rajamani, “Framework for surveillance of instant messages,” International Journal of Internet Technology and Secured Transactions ACM, vol. 5, no. 1, pp. 18-41, 2013.
P. Vossen, “Introduction to EuroWordNet: A Multilingual Database with Lexical Semantic Networks”, 1998, Vol. 32, Issue 2, Page. 73–89.
W. Wei, P. Barnaghi, and A. Bargiela. “Probabilistic models for learning terminological ontologies”, 2010, IEEE, Vol. 22, No. 7, pp. 1028–1040.
Lodhi, Amairullah Khan, Ingole Snehal Diliprao, and Kale Sindhu Subhas. "Wavelet Based Texture Feature For Content Based Image Retrieval." Publication date 2013/12, IJETAE, Volume: 3, Issue: 12.
D.J.C. MacKay, Information Theory, Inference, and Learning Algorithms, Cambridge University Press, UK, 2003.
Puranik, Vishal V., and Amairullah Khan Lodhi. "Dynamic Resource Management of Cognitive Radio Networks Via Fuzzy Logic." Publication date 2013/12/25, INTERNATIONAL JOURNAL OF ENGINEERING RESEARCH & TECHNOLOGY, Volume: 2, Issue: 12, Pages 2705-2711, Publisher, IJERT.
Thomas M. Cover, and Joy A. Thomas, Elements of Information Theory, Wiley, 2006.
Lodhi, Amairullah Khan, and Syed Abdul Sattar. "Cluster head selection by optimized ability to restrict packet drop in wireless sensor networks." In Soft Computing in Data Analytics, pp. 453-461. Springer, Singapore, 2019.
E. Thambiraja, G. Ramesh, R. Umarani, “A Survey on Various Most Common Encryption Techniques”, IJARCSSE, ISSN: 2277128X, Volume 2, Issue 7, pp: 226-233, January 2012.
Sunitha Ramanujam, Anubha Gupta, Latifur Khan, Steven Seida and B.M. Thuraisingham, “A relational wrapper for RDF reification”, IFIPTM-2009, pp.196–214.
Lodhi, Amairullah Khan, M. S. S. Rukmini, Syed Abdulsattar, and Shaikh Zeba Tabassum. "Lifetime Enhancement Based on Energy and Buffer Residual Status of Intermediate Node in Wireless Sensor Networks." In Advances in Automation, Signal Processing, Instrumentation, and Control, pp. 2747-2757. Springer, Singapore, 2021.
Ip Geolocation, and Ip GeoResources [Accessible] http://www.iplocation.net/index.php (last accessed 2022/08/10).
Lodhi, Amairullah Khan, M. S. S. Rukmini, and Syed Abdulsattar. "Energy-efficient routing protocol based on mobile sink node in wireless sensor networks." International Journal of Innovative Technology and Exploring Engineering (IJITEE) ISSN (2019): 2278-3075.
IC3 2011, “Internet crime information released in 2011”[Accessible]http://www.fbi.gov/sandiego/press-releases/2012/ic3-2011-internet-crime-report-released,last accessed 2020/02/19
Manning Cristopher.D., Raghavan. P, and Schutze. H, “Introduction to Information Retrieval”, Cambridge Univ. Press, 2008.
Lodhi, Amir, Apeksha B. Landge "Wideband Speech Coding & Its Application" Publication date 2013/6, International Journal of Engineering Research & Technology, Volume: 2, Issue: 6, Pages 246-249, Publisher IJERT.
KS. Granthana, T. Somasekhar, “An Ontology-based Surveillance Approach for Detecting Suspicious Messages using Data Mining”, IJERT-2012, ISSN: 2278-0181, NCRTS-2015 Conference Proceedings.
Pew Research Center, “Pervasive Connectivity”, [Accessible]https://www.pewinternet.org/dataset/august-2013-pervasive-connectivity, last accessed 2020/01/18.
Mohammad Iliyas Amairullah Khan Lodhi, Safiya Kaunain,” Design of 8-4 and 9-4 Compressors For high Speed Multiplication” Publication date, 2019/6, Journal, Journal of Applied Science and Computations (JASC), Volume: 6, Issue: 6, Pages: 2056 – 2068.
A. Adeane (January 2019). “The truth behind online suicide game: Bluewhale”.[Online]. Available: https://www.bbc.com/news/blogs-trending-46505722
M. Tajuddin, M. Kabeer, and M. Misbahuddin, “Analysis of Social Media for Psychological Stress Detection using Ontologies,” In Proceedings of Fourth International Conference on Inventive Systems and Control (ICISC), 2020, pp. 181-185.
Marshall TC. “Facebook surveillance of former romantic partners: associations with postbreakup recovery and personal growth.,” Cyberpsychol Behavior and Social Networking, 2012, Volume 10, Issue 6. doi: 10.1089/cyber.2012.0125. PMID: 22946958; PMCID: PMC3472530
Mike Thelwall, "TensiStrength: Stress and relaxation magnitude detection for social media texts", Journal of Information Processing and Management, Elsevier, Vol. 53, pp. 106-121, 2018.
Honrao Sachin B. Lodhi A.K.,”Solar Energy Based Automated Irrigation System” Publication date 2013/9, International Journal of Electronics Communication and Computer Engineering, Volume: 4, Issue: 5, Publisher IJECCE.
Anne. L. Zell, and Lisa Moeller, “Are you happy for me… on Facebook? The potential importance of “likes” and comments”, Journal of Computers in Human Behavior, Elsevier, Vol. 78, pp. 26-33, 2018.
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