Publications · Peer Review · Independent Investigation

Research Papers

Peer-reviewed papers spanning marine and climate science, applied data science, and machine learning. Select a paper to read its abstract and recognitions.

2026

NHSJS

Sea Level Rise Prediction in Miami Beach using Continuous Time Markov Chains, Random Forest Regressions, and Seasonal ARIMA Models

Comparing Continuous-Time Markov Chains against Random Forest and SARIMA for Miami Beach sea level forecasting — with Sigma Xi and CREST recognition.

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2026

JADS

Predicting 2000-Meter Indoor Rowing Performance Using Accessible Machine Learning Models

Accessible ML models (including XGBoost) predict 2000m ergometer times from age, gender, and weight across 1,341 rowers — published in JADS.

Forecasting Stock Prices with Machine Learning and Probabilistic Models

Walk-forward comparison of LSTM, GBM, Decision Trees, and ensembles across 21 U.S. large-cap equities — submitted to NHSJS (coming soon). AP Research score 5.

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