Research on Forrest Chaihttp://forrestchai.com/tags/research/Recent content in Research on Forrest ChaiHugoen-usSun, 01 Dec 2024 00:00:00 +0000GMPNN-CS++: A Novel Dual-Contrasting Framework for Drug-Drug Interaction Predictionhttp://forrestchai.com/posts/gmpnn-cs-plus-plus-paper/Sun, 01 Dec 2024 00:00:00 +0000http://forrestchai.com/posts/gmpnn-cs-plus-plus-paper/The proposed GMPNN-CS++ model introduces a dual-contrasting sampling approach and self-attention mechanism for DDI prediction, achieving 97% overall accuracy.HiMCM 2023: Dandelion Spread PDE Model — Finalist Awardhttp://forrestchai.com/posts/himcm-2023/Wed, 01 Nov 2023 00:00:00 +0000http://forrestchai.com/posts/himcm-2023/Finalist Award (Top ~7% globally) at HiMCM 2023. Constructed a system of four coupled PDEs modeling dandelion population dynamics with Fisher logistic growth, advection-diffusion, and Brownian dispersal.IMMC 2023: Land Development Strategy Optimization via Machine Learninghttp://forrestchai.com/posts/immc-2023-international/Thu, 01 Jun 2023 00:00:00 +0000http://forrestchai.com/posts/immc-2023-international/Advanced to Final Defense (Top 26 among 900+ teams) at IMMC Greater China International Round. Applied Entropy Weight and K-Means clustering for optimized land development strategy.IMMC 2023: Lizard Species Classification via Machine Learninghttp://forrestchai.com/posts/immc-2023-national/Sat, 01 Apr 2023 00:00:00 +0000http://forrestchai.com/posts/immc-2023-national/Advanced to International Round at IMMC Greater China National Round. Applied logistic regression, decision tree, and random forest to classify lizards into 26 species.MCM 2023: Global Meritorious Winner — Policy Optimization & Animal Population Modelinghttp://forrestchai.com/posts/mcm-2023/Wed, 01 Mar 2023 00:00:00 +0000http://forrestchai.com/posts/mcm-2023/Global Meritorious Winner (Top ~10% among 11,296 teams). The only high school team to achieve this on Problem B. Built optimization models using simulated annealing, logistic models, and Euler Method.