Publications

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2022
Wahba, A., R. El-Khoribi, and S. Taie, "A New Hybrid Model for Energy Consumption Prediction Based on Grey Wolf Optimization.", IAENG International Journal of Computer Science, vol. 49, issue 2, 2022. Abstract
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Mahmoud, A. S., S. Mohamed, R. A. El-Khoriby, H. M. Abdelsalam, and I. A. El-Khodary, "Oil Spill Identification based on Dual Attention UNet Model Using Synthetic Aperture Radar Images", Journal of the Indian Society of Remote Sensing: Springer, pp. 1-13, 2022. Abstract
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Osman, A. A. E., R. A. El-Khoribi, M. E. Shoman, and M. W. A. Shalaby, "Preprocessing Trajectory Learning Techniques For Robots: A comparative study", 2022 International Conference on Decision Aid Sciences and Applications (DASA): IEEE, pp. 1412-1415, 2022. Abstract
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2021
Salama, E. S., R. A. El-Khoribi, M. E. Shoman, and M. W. A. Shalaby, "A 3D-convolutional neural network framework with ensemble learning techniques for multi-modal emotion recognition", Egyptian Informatics Journal, vol. 22, issue 2: Elsevier, pp. 167-176, 2021. Abstract
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Aziz, A. S., R. A. El-Khoribi, and S. A. Taie, "Adaptive E-learning recommendation model based on the knowledge level and learning style", Journal of Theoretical and Applied Information Technology, vol. 99, issue 22, 2021. Abstract
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Aziz, A. S., R. A. El-Khoribi, and S. A. Taie, "Afcm Model To Predict The Learner Style Based On Questionnaire And Fuzzy C Mean Algorithm", Journal of Theoretical and Applied Information Technology, vol. 99, issue 2, 2021. Abstract
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El-Demerdash, K., R. A. El-Khoribi, M. I. A. Shoman, and S. Abdou, "Deep learning based fusion strategies for personality prediction", Egyptian Informatics Journal: Elsevier, 2021. Abstract
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El-Demerdash, K., R. A. El-Khoribi, M. I. A. Shoman, and S. Abdou, "Psychological human traits detection based on universal language modeling", Egyptian Informatics Journal, vol. 22, issue 3: Elsevier, pp. 239-244, 2021. Abstract
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Mahmoud, A. S., S. Mohamed, M. S. Moustafa, R. A. El-Khorib, H. M. Abdelsalam, and I. A. El-Khodary, "Training Compact Change Detection Network for Remote Sensing Imagery", IEEE Access, vol. 9: IEEE, pp. 90366-90378, 2021. Abstract
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2020
Ahmed, E., R. A. ElKhoribi, G. Darwish, A. Muzy, and G. Bernot, "Modeling of the development of the fetus cognitive map from the sensorimotor system", Egyptian Informatics Journal, vol. 21, issue 4: Elsevier, pp. 191-199, 2020. Abstract
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Mahmoud, A. S., S. Mohamed, R. A. El-Khoribi, and H. M. Abdelsalam, "Object Detection Using Adaptive Mask RCNN in Optical Remote Sensing Images", International Journal of Intelligent Engineering & Systems, vol. 13, issue 1, pp. 65-76, 2020. Abstract
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Aziz, A. S., S. A. Taie, and R. A. El-Khoribi, "The Relation between the Learner Characteristics and Adaptation Techniques in the Adaptive E-Learning Systems", 2020 International Conference on Innovative Trends in Communication and Computer Engineering (ITCE): IEEE, pp. 76-81, 2020. Abstract
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2019
Ahmed, E., R. A. El-Khoribi, A. Muzy, G. Bernot, and G. Darwish, "Modeling of Goal-oriented Human Motion Evolution using Hidden Markov Models.", ICPRAM, pp. 605-612, 2019. Abstract
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Sayed, H. M., S. A. Taie, R. A. El-Khoribi, I. F. Abdelrahman, and A. K. Helmy, "Point clouds reduction model based on 3D feature extraction", International Journal of Embedded Systems, vol. 11, no. 1: Inderscience Publishers (IEL), pp. 78–83, 2019. Abstract
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2018
Salama, E. S., R. A. El-Khoribi, M. E. Shoman, and M. W. A. Shalaby, "EEG-Based Emotion Recognition using 3D Convolutional Neural Networks", INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, vol. 9, no. 8: SCIENCE & INFORMATION SAI ORGANIZATION LTD 19 BOLLING RD, BRADFORD, WEST …, pp. 329–337, 2018. Abstract
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AbdElFattah, M., L. F. AbdelAal, and R. El-Khoribi, "Spectral-Spatial Hyperspectral Image Classification Based on Randomized Singular Value Decomposition and 3-Dimensional Discrete Wavelet Transform", Intern. J. Comput. Appl, vol. 180, no. 30, pp. 1–10, 2018. Abstract
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2017
Alhagry, S., A. A. Fahmy, and R. A. El-Khoribi, "Emotion recognition based on EEG using LSTM recurrent neural network", Emotion, vol. 8, no. 10, pp. 355–358, 2017. Abstract
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Tarek, S., R. A. Elwahab, and M. Shoman, "Gene expression based cancer classification", Egyptian Informatics Journal, vol. 18, no. 3: Elsevier, pp. 151–159, 2017. Abstract
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Ghamdan, L., M. I. A. Shoman, R. A. Elwahab, and N. A. E. - H. Ghamry, "Position estimation of binaural sound source in reverberant environments", Egyptian informatics journal, vol. 18, no. 2: Elsevier, pp. 87–93, 2017. Abstract
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Osman, A. A. E., R. A. El-Khoribi, M. E. Shoman, and M. A. W. Shalaby, "Trajectory learning using posterior hidden Markov model state distribution", Egyptian Informatics Journal, vol. 18, issue 3, pp. 171-180, 2017.
Osman, A. A. E., R. A. El-Khoribi, M. E. Shoman, and M. A. W. Shalaby, "Trajectory Learning Using Principal Component Analysis", World Conference on Information Systems and Technologies: Springer, Cham, pp. 174–183, 2017. Abstract
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2016
Tarek, S., R. A. Elwahab, and M. Shoman, "Cancer classification ensemble system based on gene expression profiles", 2016 5th International Conference on Electronic Devices, Systems and Applications (ICEDSA): IEEE, pp. 1–4, 2016. Abstract
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Raslan, E. I., H. S. Hamza, and R. A. El-Khoribi, "Dynamic Bandwidth Allocation in Fiber-Wireless (FiWi) NetworNs", World Academy of Science, Engineering and Technology, International Journal of Computer, Electrical, Automation, Control and Information Engineering, vol. 9, no. 12, pp. 2374–2378, 2016. Abstract
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Sayed, H. M., S. A. Taie, and R. A. El-Khoribi, "An improved technique for LIDAR data reduction", 2016 5th International Conference on Electronic Devices, Systems and Applications (ICEDSA): IEEE, pp. 1–4, 2016. Abstract
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Mousa, F. A., R. A. El-Khoribi, and M. E. Shoman, "A Novel Brain Computer Interface Based on Principle Component Analysis", Procedia Computer Science, vol. 82: Elsevier, pp. 49–56, 2016. Abstract
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Al-hamid, A. A., A. Yahya, and R. A. El-Khoribi, "Optimized Image Compression Techniques for the Embedded Processors", International Journal of Hybrid Information Technology, vol. 9, no. 1, pp. 319–328, 2016. Abstract
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2015
Mousa, F. A., R. A. El-Khoribi, and M. E. Shoman, "EEG Classification based on Machine Learning Techniques :22-27, October 2015. Published by Foundation of Computer Science (FCS), NY, US", International Journal of Computer Applications, vol. 128, issue 4, pp. 22-27, 2015.
Abdel-Hadi, M. E. A., R. A. El-Khoribi, M. I. Shoman, and M. M. Refaey, "Classification of motor imagery tasks with LS-SVM in EEG-based self-paced BCI", 2015 Fifth International Conference on Digital Information Processing and Communications (ICDIPC): IEEE, pp. 244–249, 2015. Abstract
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Raslan, E. I., H. Hamza, and R. El-Khoribi, "Dynamic Bandwidth Allocation in Fiber-Wireless (FiWi) Networks", International Journal of Computer, Electrical, Automation, Control and Information Engineering, vol. 9, no. 12, pp. 1–5, 2015. Abstract
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Mousa, F. A., E. - K. R. A., and M. E. Shoman, "EEG Classification based on Machine Learning Techniques", International Journal of Computer Applications, vol. 128, iss, vol. 128, no. 4: Foundation of Computer Science (FCS), NY, US, pp. 33–37, 2015. Abstract
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Mousa, F. A., R. A. El-Khoribi, and M. E. Shoman, "An integrated classification method for brain computer interface system", 2015 Fifth International Conference on Digital Information Processing and Communications (ICDIPC): IEEE, pp. 141–146, 2015. Abstract
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2014
Salama, E. S., R. A. El-Khoribi, and M. E. Shoman, "Audio-Visual Speech Recognition for People with Speech Disorders", International Journal of Computer Applications, vol. 96, no. 2: Foundation of Computer Science, New York, USA, pp. 51–56, 2014. Abstract
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El-Khoribi, R. A., M. A. ismail Shoman, and A. G. A. Mohammed, "Automatic Digital Modulation Recognition Using Artificial Neural Network in Cognitive Radio", International Journal of Emerging Trends & Technology in Computer Science (IJETTCS), vol. 3, no. 3, pp. 132–136, 2014. Abstract
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El-Khoribi, R. A., M. A. Hammad, and H. S. Hamza, "Indoor Localization and Tracking using Posterior State Distribution and Fingerprint Interpolation", International Journal of Emerging Trends & Technology in Computer Science (IJETTCS), vol. 3, no. 5, pp. 47–54, 2014. Abstract
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2013
El-Khoribi, R. A., "An EM Estimation Algorithm of Iterated Random Function System Parameters from Noisy Observations", Proceedings of the 2013 International Conference on Applied Mathematics and Computational Methods in Engineering, pp. 264–271, 2013. Abstractamcme-40.pdf

In this paper, a new solution to the
inverse problem of iterated random function
systems is presented. The solution is based on a
generalized hidden Markov model formalism to
model the process generated by an iterated random
function system. Instead of the assumption of
conditional independence of observation sequence
elements given the state sequence, the new model
assumes the existence of short term dependency
between successive observations. An expectationmaximization
(EM) algorithm is derived to
estimate the parameters of the transformations used
in the generation of the process. Regeneration of
the process is possible given the model parameters
and the initial observation by using the Veterbi
algorithm. This suggests the use of the model in
signal compression, encoding and detection.
Increasing the order of the observation process
opens the door for many pattern recognition and
machine learning applications.

Haza’, M. ’aferM., and R. A. El-Khoribi, "Improving the Accuracy of Fingerprinting for Indoor Localization Using Bagging Trees", Int.J.of Advanced Computing, vol. 46, no. 4, pp. 1397–1400, 2013. Abstract
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El-Khoribi, R. A., H. S. Hamza, and M. A. Hammad, "Indoor localization and tracking using posterior state distribution of hidden markov model", 2013 8th International Conference on Communications and Networking in China (CHINACOM): IEEE, pp. 557–562, 2013. Abstract
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El-Khoribi, R., E. M. Emary, and A. - Z. S. Ahmed, "Pattern Classification Based Methods for Modelling and Analysis of Software Rejuvenation", Int.J.of Advanced Computing, vol. 46, no. 3, pp. 1366–1370, 2013. Abstract
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Reda A. El-Khoribi, A. E. - S. N., "Quality Assessment of 12-Lead ECG in Body Sensor Network", International Journal of Sciences, vol. 2, no. 10, pp. 100–105, 2013. Abstract
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El-Khoribi, R., and B. Al-Baadani, "Robust Classification of P300 Brain Signals Using DCT-Based Features", International Journal of Advanced Computing, ISSN: 2051-0845, vol. 46, no. 3: RECENT SCIENCE PUBLICATIONS, pp. 1302–1308, 2013. Abstract
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