Publications
CONFERENCE
Garg M., Shahbandegan A., Chadha A., & Mago V. An Annotated Dataset for Explainable Interpersonal Risk Factors of Mental Disturbance in Social Media Posts. (Accepted with Findings of ACL (2023))
Garg M., Saxena C., & Samanta D. LonXplain: Lonesomeness as a Consequence of Mental Disturbance in Reddit Posts. (Accepted with NLDB 2023)
Garg M., Hejazi S., Fu S., Vassilaki M., Peterson R.C., St Sauver J., & Sohn S. Finding Patterns in Progression from Mild Cognitive Impairment to Dementia. (Accepted with Mayo AI Summit)
Garg M., & Sohn S. CareD: Caregiver’s Experience with Cognitive Decline in Reddit Posts Proceedings of IEEE ICHI, Texas, USA, 2023
Ibrahim OA, Garg M., Fu S., Vassilaki M., Petersen RC, Sauver JS, & Sunghwan S. Dementia Prediction in Older Adults Using Sex-specific Health Trajectory Clustering, Proceedings of The 19th World Congress on Medical and Health Informatics (MEDINFO), 2023
Garg M.. Towards Pattern Recognition with Network Science and Natural Language Processing for Information Retrieval. Proceedings of International Conference on Pattern Recognition Applications and Methods (ICPRAM), Portugal. ( Core Rank: C, h-index: 21)
Gupta A.K., & Garg M. EdgeGraph: Revisiting Statistical Measures for Language Independent Keyphrase Extraction Leveraging on Bi-grams. Proceedings of 19th International Conference on Natural Language Processing (ICON), India, 2022. (Indexed in ACL Anthology)
Kaur S., Bhardwaj R., Jain A., Garg M., & Saxena C. Causal Categorization of Mental Health Posts using Transformers. Forum for Information Retrieval and Evaluation (FIRE), India, 2022. (h5-index: 19)
Saxena C., Garg M., & Ansari G. Explainable Causal Analysis of Mental Health on Social Media. Proceedings of The 29th International Conference on Neural Information Processing (ICONIP 2022), India. (Core rank: B, h5-index: 35)
Mather B., Perera I., Kazakova V., Cappeci D., Garg M., Woodard D., & Dorr B.J. Vision: Explainable Hidden Mental States as Influence Indicators. NAACL, Seattle, Washington.
Garg M., Wazarkar S., Singh M., & Bojar O. Multimodality for NLP-Centered Applications: Resources, Advances and Frontiers. Proceedings of 13th Edition of its Language Resources and Evaluation Conference (LREC), Marsielle, France. (Core rank: C; h5-index: 49, Indexed in ACL Anthology)
Garg M., Saxena C., Saha S., Krishnan V., Joshi R., Mago V., & Dorr B.J. CAMS: An Annotated Corpus for Causal Analysis of Mental Health Issues in Social Media Posts. Proceedings of 13th Edition of its Language Resources and Evaluation Conference (LREC), Marsielle, France. (Core rank: C, h5-index: 49, Indexed in ACL Anthology)
Ansari G., Garg M., & Saxena C. Data Augmentation for Mental Health Classification on Social Media. In 18𝑡ℎ International Conference on Natural Language Processing (ICON), NIT Silchar. (Indexed in ACL Anthology)
Garg, M., & Kumar, M. Finding summaries to obtain event phrases from streaming Microblogs using Word Cooccurrence Network. In 2020 International COMmunication Systems & NETworkS (COMSNETS) (pp. 200-206). IEEE. (h5-index: 23)
JOURNALS
Garg M. Mental Health Analysis in Social Media Posts: A Survey. Archives of Computational Methods in Engineering. (Impact Factor: 8.171, h5-index: 59), 2023
Garg M., Kumar M. KEST: A Graph-based Keyphrase Extraction Technique for Tweets Summarization using Markov Decision Process. Expert Systems with Applications. (July 2022) (Impact Factor: 8.665, h5- index: 132)
Garg M.. UBIS: Unigram Bigram Importance Score for Feature Extraction from Short Text Document. Expert Systems with Applications, 195, 116563. (Impact Factor: 8.665, h5-index: 132)
Garg, M.. A survey on different dimensions for graphical keyword extraction techniques. Artificial Intelligence Review, 54, 4731–4770. (Impact Factor: 9.588, h5-index: 70)
Garg M., & Kumar M. Identifying influential segments from word co-occurrence networks using AHP. Cognitive Systems Research, 47, 28-41. (Impact Factor: 3.523, h5-index: 45)
Garg M., & Kumar M. The structure of word co-occurrence network for microblogs. Physica A: Statistical Mechanics and its Applications, 512, 698-720. (Impact Factor: 3.778, h5-index: 83)
Garg M., & Kumar M. Review on event detection techniques in social multimedia. Online Information Review, 40(3), 347-361. (Impact Factor: 2.325, h5-index: 35)
PREPRINT
Sarkar S., Gaur M., Chen L.K., Garg M., Srivastava B., & Dongaonkar B. Towards Explainable and Safe Conversational Agents for Mental Health: A Survey. (Under review with Cell Press)
Garg M., (2023) Multi-class Categorization of Reasons behind Mental Disturbance in Long Texts. (Under review with Knowledge-based Systems).
Garg M., Saxena C., Dorr B.J., Naseem U., & Sunghwan S. (2023) NLP as a Lens for Causal Analysis and Perception Mining to Infer Mental Health on Social Media. (Under review with IEEE TCSS)