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P. Peykani

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Open access Aug 2026

A machine learning framework for multi-market portfolio optimization: Evidence from U.S. stocks and cryptocurrencies

This study presents an integrated framework for multi-market portfolio optimization that integrates machine-learning-based return forecasting with classical and downside-oriented risk models. Using daily data for Bitcoin, Ethereum, BNB, Microsoft, and Tesla, the XGBoost algorithm is employed to predict short-term retur...

P. Peykani, Daniyal Sabour, Cristina Tanasescu · 0 citations
Review Open access Aug 2026

The Versatility of Large Language Models: A Comprehensive Review and Structured Survey of Architectures, Applications, Challenges, and Future Trajectories

This survey reviews the evolution of language models from early statistical approaches to modern Transformer-based architectures and summarizes key developments, including attention mechanisms, scaling laws, alignment techniques, and efficient inference methods.

P. Peykani, V. Charles, A. Emrouznejad et al. · 0 citations

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