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Ranzato et al. [36] present a study in which parameters of the Deep Learning model are learnt based on both supervised and unsupervised data.
The latent topics are learnt, based on the relationship between the images and words, and are employed to bridge the gap between low-level visual features and high-level semantics.
As stated previously, Deep Learning algorithms extract meaningful abstract representations of the raw data through the use of an hierarchical multi-level learning approach, where in a higher-level more abstract and complex representations are learnt based on the less abstract concepts and representations in the lower level(s) of the learning hierarchy.
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As object-context relationships are learnt over time, based on real life pairing frequencies [18], conflicting or abnormal trials can be experimentally regulated by altering the object-context pairings into less probable ones.
The training procedure, based on the learnt codebook and GHT, constructs a hypergraph for associative memory learning.
Innovative SMRs are designed with enhanced safety features based on lessons learnt from past experience of plant operation.
In this paper, we present a fast face detection algorithm based on representation learnt using convolutional neural network (CNN) so as to explicitly capture various latent facial features.
The views reported in this paper are based on lessons learnt and results achieved through actions undertaken with Airbus during the last decade.
The study draws on the successful experience of Copenhagen to identify challenges to bicycle infrastructure planning in Beijing and to improve it based on lessons learnt.
This process is based on lessons learnt during the South African experience and has been successfully applied in the development of the Namibian and Malawian national minerals policies.
Similarly in the test phase, the test data are embedded in the low dimensional space, Y_{text{new}} = X_{text{new}} A (3)and the embedded data are subsequently classified into spikes or non-spikes based on the learnt classification model.
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