Evolutionary Metric-Learning-Based Recognition Algorithm for Online Isolated Persian/Arabic Characters, Reconstructed Using Inertial Pen Signals
Created by W.Langdon from
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- @Article{Sepahvand:2017:ieeeTCYB,
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author = "Majid Sepahvand and Fardin Abdali-Mohammadi and
Farhad Mardukhi",
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journal = "IEEE Transactions on Cybernetics",
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title = "Evolutionary Metric-Learning-Based Recognition
Algorithm for Online Isolated Persian/Arabic
Characters, Reconstructed Using Inertial Pen Signals",
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year = "2017",
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volume = "47",
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number = "9",
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pages = "2872--2884",
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month = sep,
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abstract = "The development of sensors with the micro
electromechanical systems technology expedites the
emergence of new tools for human-computer interaction,
such as inertial pens. These pens, which are used as
writing tools, do not depend on a specific embedded
hardware, and thus, they are inexpensive. Most of the
available inertial pen character recognition approaches
use the low-level features of inertial signals. This
paper introduces a Persian/Arabic handwriting character
recognition system for inertial-sensor-equipped pens.
First, the motion trajectory of the inertial pen is
reconstructed to estimate the position signals by using
the theory of inertial navigation systems. The position
signals are then used to extract high-level geometrical
features. A new metric learning technique is then
adopted to enhance the accuracy of character
classification. To this end, a characteristic function
is calculated for each character using a genetic
programming algorithm. These functions form a metric
kernel classifying all the characters. The experimental
results show that the performance of the proposed
method is superior to that of one of the
state-of-the-art works in terms of recognizing
Persian/Arabic handwriting characters.",
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keywords = "genetic algorithms, genetic programming",
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DOI = "doi:10.1109/TCYB.2016.2633318",
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ISSN = "2168-2267",
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notes = "Also known as \cite{7782360}",
- }
Genetic Programming entries for
Majid Sepahvand
Fardin Abdali-Mohammadi
Farhad Mardukhi
Citations