BAI-OptiMa project
BAI-OptiMa (BenAI Optimal individualised decision Making foundational framework and algorithms) project
Aim of project: decision-making for critical areas like healthcare, including small dataset training and explainability
Major Innovations
Theory
- D-logic (Decision logic) is a leap towards approaching decision-making method of human intelligence by incorporating hierarchical decision-making and domain/partial knowledge
Architecture
- The GID ensemble model: enable small dataset training by introducing domain rules and trainable process that could extract domain expert experiences
Algorithms
- The logic-MCUR algorithm: implementation of D-logic
- The DoNde algorithm: AI explainability
- The DeENa algorithm: extract domain data/rules from natural language corpus
- The SiR algorithm: find similar cases
- ODe algorithm: find optimal decision
- TiSU algorithm: convert times series data into Gaussian