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We created a neural network that is able to perform the same function as the BoVW but is able to learn jointly the feature extraction, coding, and classification functions.
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In the detailed implementation, a quality-aware regularization term is added to the traditional dictionary learning formulation, such that a feature-aware dictionary and a quality-aware dictionary can be learned jointly.
The parameters of the models are learned jointly with the target of the specific task.
Moreover, recently emerged deep neural networks for sequence prediction, e.g., Long Short-Term Memory models, can potentially boost predictions when learned jointly on text and affect signals.
The model parameters are learned jointly with Gibbs sampling; the Gibbs-formulas are presented in Section 2.6.
The idea of sharing information learnt across sub-tasks seems a more economical use of data, where presumably all tasks are learnt jointly.
The experiences of, and benefits for students, junior doctors and registrars learning jointly in a general practice have had minimal focus in the literature.
It is shown that the proposed JSDA algorithm not only can learn the jointly sparse discriminant vectors to explore the key factors of the breast cancer in cancer pathologic diagnosis, but also can improve the diagnosis accuracy compared with the classical feature extraction and discriminant analysis algorithm.
In this paper, we developed a jointly learnt NMF (JLNMF) method to jointly learn the class-specific TF bases that are discriminant to each class as well as the ones that are shared between classes, and use the discriminant class-specific TF bases to identify how much of each class presents in a test data.
We employ a deep reinforcement learning framework to jointly learn state representations and action policies using game rewards as feedback.
Jointly learn a generative model and an inference network through an adversarial process.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com