A novel adaptive cuckoo search algorithm for intrinsic discriminant analysis based face recognition.

•A novel adaptive cuckoo search algorithm, without using a Levy step, is proposed.•The new algorithm improves the objective function values with a faster rate.•Our evolutionary face recognition algorithm provides improved recognition rate.•Optimal dimension reduction is achieved using PCA+IDA algorithm.•ACS–IDA algorithm search optimal eigenvectors to improve accuracy.