Formula

Adaptive Assessment Heuristic (Adaptive Learning Material Recommendation in Online Language Education)

In the adaptive assessment heuristic framework, a problem is selected to maximize the student's knowledge acquisition. This is formulated as: s=argmax[psns++(1ps)ns]s^{*} = argmax [p_sn_s^+ + (1-p_s)n_s^-] Here, psp_s is the probability that the user will solve problem ss, ns+n_s^+ is the number of problems the user can solve correctly, and nsn_s^- is the number of problems the user cannot solve. The probability psp_s is estimated by: ps=N+N++Np_s = \frac {N^+} {N^+ + N^-}

0

1

Updated 2026-05-08

Tags

Data Science