Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: DeepBrain: Towards Personalized EEG Interaction through Attentional and
  Embedded LSTM Learning   The "mind-controlling" capability has always been in mankind's fantasy. With
the recent advancements of electroencephalograph (EEG) techniques,
brain-computer interface (BCI) researchers have explored various solutions to
allow individuals to perform various tasks using their minds. However, the
commercial off-the-shelf devices to run accurate EGG signal collection are
usually expensive and the comparably cheaper devices can only present coarse
results, which prevents the practical application of these devices in domestic
services. To tackle this challenge, we propose and develop an end-to-end
solution that enables fine brain-robot interaction (BRI) through embedded
learning of coarse EEG signals from the low-cost devices, namely DeepBrain, so
that people having difficulty to move, such as the elderly, can mildly command
and control a robot to perform some basic household tasks. Our contributions
are two folds: 1) We present a stacked long short term memory (Stacked LSTM)
structure with specific pre-processing techniques to handle the time-dependency
of EEG signals and their classification. 2) We propose personalized design to
capture multiple features and achieve accurate recognition of individual EEG
signals by enhancing the signal interpretation of Stacked LSTM with attention
mechanism. Our real-world experiments demonstrate that the proposed end-to-end
solution with low cost can achieve satisfactory run-time speed, accuracy and
energy-efficiency.

29
The categories of this paper are: funct-an
26
The categories of this paper are: bayes-an
33
The categories of this paper are: plasm-ph
2
The categories of this paper are: math
36
The categories of this paper are: cmp-lg
22
The categories of this paper are: chao-dyn
12
The categories of this paper are: nucl-th
27
The categories of this paper are: comp-gas
18
The categories of this paper are: econ
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The categories of this paper are: mtrl-th
17
The categories of this paper are: q-fin
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The categories of this paper are: ao-sci
13
The categories of this paper are: quant-ph
24
The categories of this paper are: dg-ga
21
The categories of this paper are: adap-org
15
The categories of this paper are: nucl-ex