SARAVANA MK

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Publications (4)

• Deep learning models in multivariate time series analysis: comprehensive analysis, challenges, research opportunities and future prospects
  Neural Computing and Applications 2026 DOI: 10.1007/s00521-026-12185-x
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• Transformers for Multivariate Time Series Forecasting: Comprehensive Analysis, Challenges, Research Opportunities, and Future Prospects
  IEEE Access 2026 DOI: 10.1109/ACCESS.2026.3654408
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• Adaptive MTS Forecasting with LSTM-ADWIN for Concept Drift Detection
  Journal of Intelligent Systems in Current Computer Engineering 2025 DOI: 10.2174/0130505070403478251003052646
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• Graph Laplacian Eigenvalues Empowered VAEs: A Novel Approach to Adaptive Latent Dimension Choice
  IEEE Access 2024 DOI: 10.1109/ACCESS.2024.3460971
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