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In this study, we combine the L1 regularization and multiple logistic regression (MLR) model to validate the Q-matrix. Results show that the regularized MLR method: (a) produces better Q-matrix recovery rate, true positive rate, and true negative rate than either the MLR-B or the Hull method for most conditions.