A dual-strategy multi-objective evolutionary algorithm with domain-informed mutation and secondary weighted selection for counterfactual explanations in knowledge tracing
Puntos clave
Counterfactual explanations improve understanding in knowledge tracing, aiding educational interventions.
The primary metric shows enhanced accuracy using a multi-objective evolutionary algorithm with domain-informed mutation.
This study employs a dual-strategy approach combining weighted selection and informed mutation to optimize algorithm performance.
Further validation in real-world educational settings is needed to establish broader applicability.
A dual-strategy multi-objective evolutionary algorithm with domain-informed mutation and secondary weighted selection for counterfactual explanations in knowledge tracing | Synapse