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                <text>TELKOMNIKA Telecommunication, Computing, Electronics and Control&#13;
Design of compact microstrip bandpass filter using square DMS slots for Wi-Fi and bluetooth applications</text>
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                <text>Band pass filter&#13;
DMS&#13;
Microstrip technology&#13;
Rectangular resonator</text>
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                <text>This paper presents the design of a compact bandpass filter based on two&#13;
identical rectangular resonators and is implemented on microstrip technology&#13;
for Wi-Fi and bluetoothapplications. To reduce the size of the filter, the&#13;
defected microstrip structure (DMS) technique is proposed. This technique&#13;
consists of etching slots in the rectangular resonator, which results in a&#13;
change in the line properties and increase of the effective inductance and&#13;
capacitance. This feature is used for miniaturization. The designed filter has a&#13;
compact size (6.82x8.3) mm2 with a low insertion loss of -0.1 dB and a good&#13;
return loss of -36 dB. The simulation results are realized using the (computer&#13;
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Deep fingerprint classification network</text>
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                <text>Classification&#13;
Deep learning&#13;
Fingerprint</text>
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                <text>Fingerprint is one of the most well-known biometrics that has been used for&#13;
personal recognition. However, faked fingerprints have become the major&#13;
enemy where they threat the security of this biometric. This paper proposes an&#13;
efficient deep fingerprint classification network (DFCN) model to achieve&#13;
accurate performances of classifying between real and fake fingerprints. This&#13;
model has extensively evaluated or examined parameters. Total of 512 images&#13;
from the ATVS-FFp_DB dataset are employed. The proposed DFCN achieved&#13;
high classification performance of 99.22%, where fingerprint images are&#13;
successfully classified into their two categories. Moreover, comparisons with&#13;
state-of-art approaches are provided.</text>
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Unidirectional-bidirectional recurrent networks for cardiac disorders classification</text>
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Gated recurrent unit&#13;
Long short-term memory&#13;
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                <text>The deep learning approach of supervised recurrent network classifiers model,&#13;
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gated recurrent units (GRUs) are used in this study. The unidirectional and&#13;
bidirectional for each cardiac disorder (CDs) class is also compared.&#13;
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model performance for ECG using the Physionet dataset to classify five classes&#13;
of CDs with 15 leads ECG signals. The result shows that the bidirectional&#13;
RNNs method produces better results than the unidirectional method. In&#13;
contrast to RNNs, the unidirectional LSTM and GRU outperformed the&#13;
bidirectional phase. The best recurrent network classifier performance is&#13;
unidirectional GRU with average accuracy, sensitivity, specificity, precision,&#13;
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&#13;
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A comprehensive review of vehicle detection using computer vision</text>
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KDE&#13;
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                <text>A crucial step in designing intelligent transport systems (ITS) is vehicle detection.&#13;
The challenges of vehicle detection in urban roads arise because of camera position,&#13;
background variations, occlusion, multiple foreground objects as well as vehicle pose.&#13;
The current study provides a synopsis of state-of-the-art vehicle detection techniques,&#13;
which are categorized according to motion and appearance-based techniques starting&#13;
with frame differencing and background subtraction until feature extraction, a more&#13;
&#13;
complicated model in comparison. The advantages and disadvantages among the tech-&#13;
niques are also highlighted with a conclusion as to the most accurate one for vehicle&#13;
&#13;
detection.</text>
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                <text>Aymen Fadhil Abbas, Usman Ullah Sheikh, Fahad Taha AL-Dhief, Mohd Norzali Haji Mohd</text>
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Knowledge growing&#13;
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                <text>Dialogue has been widely used for verbal communication between human&#13;
and robot interaction, such as assistant robot in hospital. However, this robot&#13;
was usually limited by predetermined dialogue, so it will be difficult to&#13;
understand new words for new desired goal. In this paper, we discussed&#13;
conversation in Indonesian on entertainment, motivation, emergency, and&#13;
helping with knowledge growing method. We provided mp3 audio for music,&#13;
fairy tale, comedy request, and motivation. The execution time for this&#13;
request was 3.74 ms on average. In emergency situation, patient able to ask&#13;
robot to call the nurse. Robot will record complaint of pain and inform nurse.&#13;
From 7 emergency reports, all complaints were successfully saved on&#13;
database. In helping conversation, robot will walk to pick up belongings of&#13;
patient. Once the robot did not understand with patient’s conversation, robot&#13;
will ask until it understands. From asking conversation, knowledge expands&#13;
from 2 to 10, with learning execution from 1405 ms to 3490 ms. SARSA was&#13;
faster towards steady state because of higher cumulative rewards. Q-learning&#13;
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Parallel classification and optimization of telco trouble ticket dataset</text>
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Spark&#13;
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                <text>In the big data age, extracting applicable information using traditional machine&#13;
learning methodology is very challenging. This problem emerges from the&#13;
restricted design of existing traditional machine learning algorithms, which do&#13;
not entirely support large datasets and distributed processing. The large&#13;
&#13;
volume of data nowadays demands an efficient method of building machine-&#13;
learning classifiers to classify big data. New research is proposed to solve&#13;
&#13;
problems by converting traditional machine learning classification into a&#13;
parallel capable. Apache Spark is recommended as the primary data processing&#13;
framework for the research activities. The dataset used in this research is&#13;
related to the telco trouble ticket, identified as one of the large volume datasets.&#13;
The study aims to solve the data classification problem in a single machine&#13;
using traditional classifiers such as W-J48. The proposed solution is to enable&#13;
a conventional classifier to execute the classification method using big data&#13;
platforms such as Hadoop. This study’s significant contribution is the output&#13;
matrix evaluation, such as accuracy and computational time taken from both&#13;
ways resulting from hyper-parameter tuning and improvement of W-J48&#13;
classification accuracy for the telco trouble ticket dataset. Additional&#13;
optimization and estimation techniques have been incorporated into the study,&#13;
such as grid search and cross-validation method, which significantly improves&#13;
classification accuracy by 22.62% and reduces the classification time by&#13;
21.1% in parallel execution inside the big data environment.</text>
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Author identification in bibliographic data using deep neural networks</text>
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Bibliographic data&#13;
Deep neural networks&#13;
Homonym&#13;
Synonym</text>
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                <text>Author name disambiguation (AND) is a challenging task for scholars who&#13;
mine bibliographic information for scientific knowledge. A constructive&#13;
approach for resolving name ambiguity is to use computer algorithms to&#13;
identify author names. Some algorithm-based disambiguation methods have&#13;
been developed by computer and data scientists. Among them, supervised&#13;
machine learning has been stated to produce decent to very accurate&#13;
disambiguation results. This paper presents a combination of principal&#13;
component analysis (PCA) as a feature reduction and deep neural networks&#13;
(DNNs), as a supervised algorithm for classifying AND problems. The raw&#13;
&#13;
data is grouped into four classes, i.e., synonyms, homonyms, homonyms-&#13;
synonyms, and non-homonyms-synonyms classification. We have taken into&#13;
&#13;
account several hyperparameters tuning, such as learning rate, batch size,&#13;
number of the neuron and hidden units, and analyzed their impact on the&#13;
accuracy of results. To the best of our knowledge, there are no previous studies&#13;
with such a scheme. The proposed DNNs are validated with other ML&#13;
techniques such as Naïve Bayes, random forest (RF), and support vector&#13;
machine (SVM) to produce a good classifier. By exploring the result in all&#13;
data, our proposed DNNs classifier has an outperformed other ML technique,&#13;
with accuracy, precision, recall, and F1-score, which is 99.98%, 97.98%,&#13;
97.86%, and 99.99%, respectively. In the future, this approach can be easily&#13;
extended to any dataset and any bibliographic records provider.</text>
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                <text>Firdaus, Siti Nurmaini, Reza Firsandaya Malik, Annisa Darmawahyuni, Muhammad Naufal Rachmatullah, Andre Herviant Juliano, Tio Artha Nugraha, Varindo Ockta Keneddi Putra</text>
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Particle swarm optimization for solving thesis defense timetabling problem</text>
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Particle swarm optimization&#13;
Scheduling&#13;
Timetabling</text>
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                <text>The thesis defense timetabling problem is a fascinating and original NP-hard&#13;
optimization problem. The problem involves assigning the participants to&#13;
defense sessions, composing the relevant committees, satisfying the&#13;
constraints, and optimizing the objectives. This study defines the problem&#13;
formulation that applies to Universitas Multimedia Nusantara (UMN) and use&#13;
the particle swarm optimization (PSO) algorithm to solve it. As a&#13;
demonstration of concept and viability, the proposed method is implemented&#13;
in a web-based platform using Python and Flask. The implementation is tested&#13;
and evaluated using real-world instances. The results show that the fastest&#13;
timetable generation is 0.18 seconds, and the slowest is 21.88 minutes for 25&#13;
students and 18 department members, without any violation of the hard&#13;
constraints. The overall score of the EUCS evaluation for the application is 4.3&#13;
out of 6.</text>
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                <text>Gilbert Christopher, Arya Wicaksana</text>
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A comparative analysis of automatic deep neural networks for image retrieval</text>
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                <text>Content-based image retrieval&#13;
Convolutional neural networks&#13;
Image classification&#13;
Image retrieval deep learning</text>
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                <text>Feature descriptor and similarity measures are the two core components in&#13;
content-based image retrieval and crucial issues due to “semantic gap”&#13;
between human conceptual meaning and a machine low-level feature.&#13;
Recently, deep learning techniques have shown a great interest in image&#13;
recognition especially in extracting features information about the images. In&#13;
this paper, we investigated, compared, and evaluated different deep&#13;
convolutional neural networks and their applications for image classification&#13;
and automatic image retrieval. The approaches are: simple convolutional&#13;
neural network, AlexNet, GoogleNet, ResNet-50, Vgg-16, and Vgg-19. We&#13;
compared the performance of the different approaches to prior works in this&#13;
domain by using known accuracy metrics and analyzed the differences&#13;
between the approaches. The performances of these approaches are&#13;
investigated using public image datasets corel 1K, corel 10K, and Caltech 256.&#13;
Hence, we deduced that GoogleNet approach yields the best overall results. In&#13;
addition, we investigated and compared different similarity measures. Based&#13;
on exhausted mentioned investigations, we developed a novel algorithm for&#13;
image retrieval.</text>
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Overlapped hierarchical clusters routing protocol for improving quality of service</text>
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Energy consumption&#13;
Quality of service&#13;
Routing protocol&#13;
Wireless sensor network</text>
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                <text>The rapid development in communications and sensors technologies make&#13;
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applications such as internet of things (IoT). The increasing demands on&#13;
using WSNs required high quality of services (QoS) because most WSNs&#13;
applications have critical requirements. This work aims to offer a routing&#13;
protocol to improve the QoS in WSNs, taking in consideration its ability to&#13;
prolong the lifetime of the network, optimize the utilization of the limited&#13;
bandwidth available, and decrease the latency that accompanies the packets&#13;
transmitted to the gateway. The proposed protocol is called overlapped&#13;
hierarchical cluster routing protocol (OHCRP). OHCRP is compared with the&#13;
traditional routing protocols such as SPEED, and Two-hop velocity-based&#13;
routing protocol (THVR). The results show that OHCRP reduces latency&#13;
effectively and achieve high energy conservation, which lead to increase the&#13;
network lifetime and insure network availability.</text>
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