Sentence examples for based on deep architectures from inspiring English sources

In this study we used a model based on deep architectures to provide better representations of Input.

Acoustic modeling based on deep architectures has recently gained remarkable success, with substantial improvement of speech recognition accuracy in several automatic speech recognition (ASR) tasks.

For example, deep neural network built for fault signature extraction was utilized for bearings and gearboxes [34], while a classification model based on deep network architecture was proposed in the task of characterizing health states of the aircraft engine and electric power transformer [35].

In this paper we present architectures based on deep neural nets for expression recognition in videos, which are invariant to local scaling.

To this end, we propose an architecture based on deep networks, which is used by the humanoid robot iCub to learn a task from multiple perceptual modalities (proprioception, vision, audition).

Four types of promoter architectures were identified according to the presence and absence of CpG-island and TATA-box in the core promoter [ 2]. mRNA expression levels across 12 diverse human tissues based on deep sequencing of cDNA fragments were downloaded from the NCBI GEO database [ 24].

Second, a novel deep accumulated attributes learning architecture is proposed based on very deep learning architecture VGG16.

The first approach is based on a deep network architecture, referred to as location-sensitive deep network, which integrates spatial information with intensity-based features in a principled manner.

Partial results on deep architecture as well as the differential geometry of autoencoders are also presented.

Then, we design a fuzzy membership function for each class of reviews based on the learned deep architecture.

Specifically, deep learning methods based on the CNN and RNN architectures have been adopted for motion recognition using RGB-D data.