On the other hand, we also compare these learned deep representations (employing the content information) with another effective representation, designed for object classification.
Localized feature representations employing the MPEG-7, HS and the HSV colour histogram descriptor [28] are extracted and achieve better results compared to global techniques.
Additionally, we tested the performance of 4144 dimensional representation when employing a deeper neural network VGG-VD-19 [20], and we obtain high performance similarly.
More recent papers combined the same transformation with a link of the Cauchy matrices to the Hierarchical Semiseparable matrix structure, which is a specialization of matrix representations employed by the Fast Multipole Method.
In 2001, a Meta (now Gartner) report noted the increasing size of data, the increasing rate at which it is produced and the increasing range of formats and representations employed.
In this section, we describe the most popular GP representations employed in the previous studies, especially those used to represent the dispatching rules because they are the main focus of previous studies (as shown in Table 2).
The results reported in Table 3 indicate that in music tagging, the LRSMs outperform the MLSRC, the MLkNN, and the PARAFAC2 with respect to per-tag precision, per-tag recall, and F1 score for all the music representations employed.
Moreover, by employing a representation of the synaptic connectivity in terms of a linear combination of Bessel functions, we can obtain an exact, though spatially reduced, dynamical system to describe the interface that depends solely on the shape of the interface itself.
For geometry representation, MC21 employs a flexible constructive solid geometry system that allows users to create spatial cells from first- and second-order surfaces.
To quantify the correlation between the contra- and ipsilateral representation, we employed a new pattern-decomposition method (Diedrichsen et al. 2011).
Recently, Shaik and Floudas (Industrial and Engineering Chemistry Research, 2009, 48, 2947) proposed a novel unified model for short-term scheduling using unit-specific event-based continuous-time representation employing three-index binary and continuous variables.
