In this paper, we present an analysis of the relationship between increasing global SST and cyclone genesis using linear regression and machine learning models. We extract and curate a dataset of tropical cyclones across selected ocean basins with their associated SST over the past 40 years. We provide correlation analysis using linear regression and visualisation strategies. Our preliminary results show a positive correlation between SST and high wind speed (Category 5 Cyclones) across the South Indian Ocean and Northwest Pacific Ocean basins via linear regression and machine learning models.
Wu, J., Chandra, R.
Data Science First, Using Language Models in AI-Enabled Applications explains how practicing data scientists can integrate language models in data science workflows without abandoning essential principles of reliability, accuracy, and efficacy.
Hawkins, J.
Hinduism seeks to provide insight into the nature of the universe and is not antithetical to science. Rohitash Chandra explains why he sees value in bringing together science and spirituality in the quest for knowledge. – “I envision a world where we are fearless in bringing science and religion (spirituality) together. Hinduism is built on the philosophical foundations of the search for the truth and shares this vision with modern science. However, the focus of Hinduism has largely been on investigating the nature of consciousness. Several universities in the West have a Centre for Consciousness. This is just the beginning of the singularity in the quest for knowledge, where science and spirituality merge. We need to embrace science but also embrace humanities and spirituality, and ensure that our current and future generations are not a target of scientism that forces one to view science as a dogmatic religion.”
R. Chandra
Nature Human Behaviour, World View (2024)
Measuring the impact of AI on Energy and Sustainability: A guide for managers
Beard, R.
Beard, R. Measuring the impact of AI on Energy and Sustainability a guide for managers, in Khare, A. AI-Powered Sustainability Strategies for Modern Businesses, July 10, 2026, Routledge (in Press)
Machine learning-based correlation analysis of decadal cyclone intensity with sea surface temperature: data and tutorial
Wu, J., Chandra, R.
Wu, J., Chandra, R. (2026) Machine learning-based correlation analysis of decadal cyclone intensity with sea surface temperature, data and tutorial. Stochastic Environmental Research and Risk Assessment, 40, 130.
Data Science First: Using Language Models in AI-Enabled Applications
Hawkins, J.
Hawkins, J. Data Science First, Using Language Models in AI Enabled Applications. John Wiley & Sons, 2026
Deep learning framework for crater detection and identification on the Moon and Mars
Ma, Y., Guo, J.,Yu, Z. Chandra, R.
Ma, Y., Guo, J., Yu, Z. et al. Deep learning framework for crater detection and identification on the Moon and Mars. npj Space Explor. 2, 19 (2026)
Landcover classification and change detection using remote sensing and machine learning: a case study of Western Fiji
Yadvendra Gurjar, Ruoni Wen, Ehsan Farahbakhsh, Rohitash Chandra
Advances in Space Research, Volume 77, Issue 9, 1 May 2026, Pages 8521-8537
Evaluation of google translate for Mandarin Chinese translation using sentiment and semantic analysis
Xuechun Wang, Rodney Beard, Rohitash Chandra
Natural Language Processing Journal, Volume 13, December 2025, 100188
Longitudinal abuse and sentiment analysis of Hollywood movie dialogues using language models
Chandra, R., & Ren, G.
Machine Learning with Applications, Volume 22, December 2025, 100749
Unsupervised Machine Learning Framework for Identification of Spatial Distribution of Minerals on Mars
Lovelock, Tejay, and Rohitash Chandra
Remote Sensing 17 (21) (2025) 3578 https://doi.org/10.3390/rs17213578
HP-BERT: A framework for longitudinal study of Hinduphobia on social media via language models
Singh, A., & Chandra, R.
IEEE Access, vol. 13, pp. 175309-175335, 2025, https://doi.org/10.1109/ACCESS.2025.3617514
An Evaluation of LLMs and Google Translate for Translation of Selected Indian Languages via Sentiment and Semantic Analyses
R. Chandra, A. Chaudhari and Y. Rayavarapu
IEEE Access, vol. 13, pp. 122386-122407, 2025, https://doi.org/10.1109/ACCESS.2025.3585629
Enigme: Generative Text Puzzles for Evaluating Reasoning in Language Models
John Hawkins
11th ICEAST , Phuket, Thailand, 2025, pp. 117-121, https://doi.org/0.1109/ICEAST64767.2025.11088210.
An Analysis of Vaccine-Related Sentiments on Twitter (X) from Development to Deployment of COVID-19 Vaccines
Rohitash Chandra, Jayesh Sonawane, Jahnavi Lande
Big Data Cogn. Comput. 2024, 8(12), 186; https://doi.org/10.3390/bdcc8120186
Science and Hinduism share the vision of a quest for truth
R. Chandra
Nature Human Behaviour, World View (2024)
Recursive Deep Learning Framework for Forecasting the Decadal World Economic Outlook
Tianyi Wang; Rodney Beard; John Hawkins; Rohitash Chandra
IEEE Access, Volume 12, 2024
Approaching Consciousness in AI with Hindu Philosophy
Chandra, R.
Chandra, R. (2026) Approaching Consciousness in AI with Hindu Philosophy, Preprint
Integrating Ayurveda and Modern Dermatology: Clinical and Phytochemical Evaluation of the Neem-Based Polyherbal Ayurvedic Formulation Snigdhkanti
Badhe, Sushrut and Badhe, Avanti and Badhe, Chitra
Badhe, Sushrut and Badhe, Avanti and Badhe, Chitra, Integrating Ayurveda and Modern Dermatology, Clinical and Phytochemical Evaluation of the Neem-Based Polyherbal Ayurvedic Formulation Snigdhkanti (January 30, 2026).
Impact of a Structured Bhagavad Gita Pedagogy Intervention on Dispositional Mindfulness
Badhe, Sushrut and Bhat, Lekha and Kandaswamy, Surabhi and Chandra, Rohitash
(March 26, 2026). Under Review, Available at SSRN
Automated evaluation of LLMs for effective machine translation of Mandarin Chinese to English
Yue Zhang, Rodney Beard, John Hawkins, Rohitash Chandra
arXiV, 2026. arXiv:2603.09998 [cs.CL]
Abusive music and song transformation using GenAI and LLMs
Jiyang Choi, Rohitash Chandra
arXiV, 2026. arXiv.2601.15348 [cs.SD]
An evaluation of LLMs for political bias in Western media: Israel-Hamas and Ukraine-Russia wars
Rohitash Chandra, Haoyan Chen, Yaqing Zhang, Jiacheng Chen, Yuting Wu
arXiV, 2026. arXiv:2601.06132 [cs.CY]
Improving AGI Evaluation: A Data Science Perspective
John Hawkins
arXiV, 2025. https://arxiv.org/abs/2510.01687
NLP Methods for Detecting Novel LLM Jailbreaks and Keyword Analysis with BERT
Hawkins, J.; Pramar, A.; Beard, R.; Chandra, R.
arXiV, 2025. https://doi.org/10.48550/arXiv.2510.01644
Vedic goddess Sarasvati and the four powers of the mother in Sri Aurobindo’s light
Sushrut Badhe
SSRN, 2025. https://dx.doi.org/10.2139/ssrn.5081857
Ensemble quantile-based deep learning framework for streamflow and flood prediction in Australian catchments
Chandra, R., Kapoor, A., Khedkar, S., Ng, J., & Vervoort, R. W.
arXiv preprint arXiv:2407.15882, 2025.