Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Mapping Temporal Variables into the NeuCube for Improved Pattern
  Recognition, Predictive Modelling and Understanding of Stream Data   This paper proposes a new method for an optimized mapping of temporal
variables, describing a temporal stream data, into the recently proposed
NeuCube spiking neural network architecture. This optimized mapping extends the
use of the NeuCube, which was initially designed for spatiotemporal brain data,
to work on arbitrary stream data and to achieve a better accuracy of temporal
pattern recognition, a better and earlier event prediction and a better
understanding of complex temporal stream data through visualization of the
NeuCube connectivity. The effect of the new mapping is demonstrated on three
bench mark problems. The first one is early prediction of patient sleep stage
event from temporal physiological data. The second one is pattern recognition
of dynamic temporal patterns of traffic in the Bay Area of California and the
last one is the Challenge 2012 contest data set. In all cases the use of the
proposed mapping leads to an improved accuracy of pattern recognition and event
prediction and a better understanding of the data when compared to traditional
machine learning techniques or spiking neural network reservoirs with arbitrary
mapping of the variables.

13
The categories of this paper are: quant-ph
28
The categories of this paper are: alg-geom
36
The categories of this paper are: cmp-lg
26
The categories of this paper are: bayes-an
10
The categories of this paper are: q-bio
32
The categories of this paper are: atom-ph
29
The categories of this paper are: funct-an
2
The categories of this paper are: math
34
The categories of this paper are: chem-ph
6
The categories of this paper are: astro-ph
24
The categories of this paper are: dg-ga
22
The categories of this paper are: chao-dyn
27
The categories of this paper are: comp-gas
7
The categories of this paper are: hep-th
5
The categories of this paper are: gr-qc
12
The categories of this paper are: nucl-th