Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Real-time Context-aware Learning System for IoT Applications   We propose a real-time context-aware learning system along with the
architecture that runs on the mobile devices, provide services to the user and
manage the IoT devices. In this system, an application running on mobile
devices collected data from the sensors, learned about the user-defined
context, made predictions in real-time and manage IoT devices accordingly.
However, the computational power of the mobile devices makes it challenging to
run machine learning algorithms with acceptable accuracy. To solve this issue,
some authors have run machine learning algorithms on the server and transmitted
the results to the mobile devices. Although the context-aware predictions made
by the server are more accurate than their mobile counterpart, it heavily
depends on the network connection for the delivery of the results to the
devices, which negatively affects real-time context-learning. Therefore, in
this work, we describe a context-learning algorithm for mobile devices which is
less demanding on the computational resources and maintains the accuracy of the
prediction by updating itself from the learning parameters obtained from the
server periodically. Experimental results show that the proposed light-weight
context-learning algorithm can achieve mean accuracy up to 97.51% while mean
execution time requires only 11ms.

34
The categories of this paper are: chem-ph
13
The categories of this paper are: quant-ph
27
The categories of this paper are: comp-gas
25
The categories of this paper are: patt-sol
35
The categories of this paper are: mtrl-th
28
The categories of this paper are: alg-geom
0
The categories of this paper are: hep-ph
33
The categories of this paper are: plasm-ph
23
The categories of this paper are: solv-int
36
The categories of this paper are: cmp-lg
5
The categories of this paper are: gr-qc
12
The categories of this paper are: nucl-th
20
The categories of this paper are: acc-phys
7
The categories of this paper are: hep-th
14
The categories of this paper are: math-ph
10
The categories of this paper are: q-bio