Showing stat.MLShow all
2 papers · 1 filter
stat.ML2026
Isomorphic Functionalities between Ant Colony and Ensemble Learning: Part II-On the Strength of Weak Learnability and the Boosting Paradigm
Ernest Fokoué, Gregory Babbitt, Yuval Levental
In Part I of this series, we established a rigorous mathematical isomorphism between ant colony decision-making and random forest learning, demonstrating that variance reduction th…
stat.ML2026
Decorrelation, Diversity, and Emergent Intelligence: The Isomorphism Between Social Insect Colonies and Ensemble Machine Learning
Ernest Fokoué, Gregory Babbitt, Yuval Levental
Social insect colonies and ensemble machine learning methods represent two of the most successful examples of decentralized information processing in nature and computation respect…