Publications

You can also find my articles on my Google Scholar profile.

A Temporal Convolutional Network-based Approach for Network Intrusion Detection

Published in 2024 International Conference on Integrated Intelligence and Communication Systems (ICIICS), 2024

A TCN model with residual blocks and dilated convolutions for network traffic analysis, achieving 96.72% accuracy on the Edge-IIoTset dataset.

Recommended citation: R. Nazre, R. Budke, O. Oak, S. Sawant, A. Joshi. (2024). "A Temporal Convolutional Network-based Approach for Network Intrusion Detection." IEEE ICIICS 2024.
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A Novel Multivariate Bi-LSTM Model for Short-Term Equity Price Forecasting

Published in 2024 5th IEEE Global Conference for Advancement in Technology (GCAT), 2024

A Bidirectional Multivariate LSTM model for short-term stock prediction, achieving an R2 score of 99.47% by integrating technical indicators like Bollinger Bands and EMA.

Recommended citation: O. Oak, R. Nazre, R. Budke, Y. Mahatekar. (2024). "A Novel Multivariate Bi-LSTM Model for Short-Term Equity Price Forecasting." IEEE GCAT 2024.
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A Comparative Analysis of CNN-based Deep Learning Models for Landslide Detection

Published in 2024 Asian Conference on Intelligent Technologies (ACOIT), 2024

Benchmarking four semantic segmentation models (U-Net, LinkNet, PSPNet, FPN) for landslide detection; LinkNet achieved the best performance with 97.49% accuracy.

Recommended citation: O. Oak, R. Nazre, S. Naigaonkar, S. Sawant, H. Vaidya. (2024). "A Comparative Analysis of CNN-based Deep Learning Models for Landslide Detection." IEEE ACOIT 2024.
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A Novel Transfer Learning based CNN Model for Wildfire Susceptibility Prediction

Published in 2024 5th IEEE International Conference for Emerging Technology (INCET), 2024

A transfer learning approach using a three-layered pyramid structure on satellite imagery, achieving 96.5% accuracy in wildfire risk assessment.

Recommended citation: O. Oak, R. Nazre, S. Naigaonkar, S. Sawant, A. Joshi. (2024). "A Novel Transfer Learning based CNN Model for Wildfire Susceptibility Prediction." IEEE INCET 2024.
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Rukmini Nazre

Publications

A Temporal Convolutional Network-based Approach for Network Intrusion Detection

A Novel Multivariate Bi-LSTM Model for Short-Term Equity Price Forecasting

A Comparative Analysis of CNN-based Deep Learning Models for Landslide Detection

A Novel Transfer Learning based CNN Model for Wildfire Susceptibility Prediction