Heterogeneous Ensemble Combination Search Using Genetic Algorithm for Class Imbalanced Data Classification. by Mohammad Nazmul Haque, Nasimul Noman, Regina Berretta, Pablo Moscato

“…We have tested GA-EoC with three benchmarking datasets from the UCI-Machine Learning repository, one Alzheimer's disease dataset and a subset of the PubFig database of Columbia University. In general, the performance of the proposed method on the chosen datasets is robust and better than that of the constituent base classifiers and many other well-known ensembles. …”
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A weighted block cooperative sparse representation algorithm based on visual saliency dictionary by Rui Chen, Fei Li, Ying Tong, Minghu Wu, Yang Jiao

“…The experimental results on four databases, that is, AR, extended Yale B, LFW and PubFig, indicate that the combination of visual saliency dictionary, block cooperative sparse representation and weighted constraint coding can effectively enhance the accuracy of sparse representation of the samples to be tested and improve the performance of unconstrained face recognition.…”
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Similar Visual Complexity Analysis Model Based on Subjective Perception by J. Cui, G. Liu, Z. L. Jia, M. Qi, M. X. Tang

“…The Chinese university logos and PubFig dataset are selected as research objects because of their natural visualization and latent symbolic semantics, and superior performance of the proposed model, as compared to the state-of-art algorithms, is demonstrated experimentally.…”
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Learning invariant representations and applications to face verification by Liao, Qianli, Leibo, Joel Z., Poggio, Tomaso A.

“…Motivated by these empirical findings, we tested the same model on face verification benchmark tasks from the computer vision literature: Labeled Faces in the Wild, PubFig and a new dataset we gathered---achieving strong performance in these highly unconstrained cases as well."…”
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