Exact(35)
The "All available features" model achieved the highest decoding accuracy out of the six models tested.
The final model, obtained by optimizing the area under the ROC curve, used all available features and its hyper-parameters were C = 0.1 and σ = 1.4.
The model RDM was based on All available features model.
The semantic coordinates were built using the All available features model (i.e. All available features in the CSLB norm data25).
Here, the semantic coordinate of each trial was calculated as the sum of semantic coordinates of All available features of the implied target object.
When the model combined all available features from the CSLB dataset excluding the nine clues used in the task, a significant decoding accuracy was obtained for all 17 participants (see Fig. 2).
Similar(25)
We choose to use a Rotation Tree classifier [67] that turned out, a posteriori, to be the best performing among all WEKA's [68] classifiers, and we train it with all the available features.
See section The modules file, for a full explanation of all the available features.
The models were generated not only based on all the available features, but also on subsets of features corresponding to the three major categories of features: Time-on-Task, Generative, and Pedagogy/Scaffolding.
Given that the number of functionalities available in this game mode is significant, a short tutorial was presented at the beginning of the experience, showing all the available features.
RFE starts by building a model with all the available features.
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