Deep Learning and Pattern-based Methodology for Multivariable Sensor Data Regression. - Jiztom Kavalakkatt Francis; Chandan Kumar 004; Jansel Herrera-Gerena; Kundan Kumar; Matthew J. Darr (ICMLA, 2022)

Pattern Based Multivariate Regression using Deep Learning (PBMR-DP). - Jiztom Kavalakkatt Francis; Chandan Kumar 004; Jansel Herrera-Gerena; Kundan Kumar; Matthew J. Darr (CoRR, 2022)

Multivariate Temporal Regression at Scale: A Three-Pillar Framework Combining ML, XAI, and NLP. - Jiztom Kavalakkatt Francis; Matthew J. Darr (CoRR, 2025)

Interpretable AI for Time-Series: Multi-Model Heatmap Fusion with Global Attention and NLP-Generated Explanations. - Jiztom Kavalakkatt Francis; Matthew J. Darr (CoRR, 2025)