Experiments (Using deep reinforcement learning for personalizing review sessions on e-learning platforms with spaced repetition)
The experiments evaluating deep reinforcement learning for personalizing review sessions on e-learning platforms consist of establishing the experimental setup, determining reward functions and performance metrics, and training the LSTM. The evaluation phase includes analyzing the relation between rewards and thresholds, testing the RL agent's performance when the number of items varies, comparing the TRPO and TNPG algorithms, comparing likelihood and average of sum of outcomes based reward functions, and assessing the performance of TRPO with reward shaping.
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Dataset (Using deep reinforcement learning for personalizing review sessions on e-learning platforms with spaced repetition)
Systems and Tools (Using deep reinforcement learning for personalizing review sessions on e-learning platforms with spaced repetition)
Experiments (Using deep reinforcement learning for personalizing review sessions on e-learning platforms with spaced repetition)
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Experimental Setup (Using deep reinforcement learning for personalizing review sessions on e-learning platforms with spaced repetition)
Training the LSTM (Using deep reinforcement learning for personalizing review sessions on e-learning platforms with spaced repetition)
Relation between rewards and thresholds (Using deep reinforcement learning for personalizing review sessions on e-learning platforms with spaced repetition)
Performance of RL agent when the number of items are varied (Using deep reinforcement learning for personalizing review sessions on e-learning platforms with spaced repetition)
Performance of TRPO vs. TNPG algorithms (Using deep reinforcement learning for personalizing review sessions on e-learning platforms with spaced repetition)
Comparison between likelihood and average of sum of outcomes based reward functions (research objective) (Using deep reinforcement learning for personalizing review sessions on e-learning platforms with spaced repetition)
Evaluation (Using deep reinforcement learning for personalizing review sessions on e-learning platforms with spaced repetition)
Reward functions and performance metrics (Using deep reinforcement learning for personalizing review sessions on e-learning platforms with spaced repetition)
Experimental design for evaluating TRPO performance with reward shaping (Using deep reinforcement learning for personalizing review sessions on e-learning platforms with spaced repetition)