Education
Ph.D. software engineering
Islamic Azad University of Qazvin
Qazvin - Iran
2020
MA and Msc Non Continuous software engineering
Islamic Azad University of South Tehran
Tehran - Iran
BA and BS. Continuous Mathematical application in computer
Tabriz University
Tabriz - Iran
Research interests
- Deep learning
- Machine Learning
- Data Science
- Advanced data mining
- Multilingual software systems
- Software system modularization
Skills
ِData analysis & management
Data science
Project management (PMBOK fundamental)
Programming
Scientific research activities
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Clues in deep learning
publication date: Coming soon
Publisher: Islamic Azad University
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Adversarial generative networks
publication date: comming soon
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C ++ programming language
publication date: 2006
Publisher: Sahand
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A Novel Theory in Risk-Management by Numerical Pattern Analysis in Data-Mining
publication date: 2008
Publisher: austrian publications INTECH, ISBN: 978-953-7619-62
HNMD-CNN: A Hierarchical Narrowing Multi-Deep Convolutional Neural Network for Precision Glioma Classification in 3D MRI Images
Magazine title: Computational and Systems Oncology
Country of printing: Wiley-2025
Co-authors: Nayer S.Hoseini, Ali Bayani, Sondos Ardabili
The role of artificial intelligence and machine learning in human disease diagnosis: a comprehensive review
Magazine title: Iran Journal of Computer Science
Country of printing: Springer- 2025
Scientific Address: https://link.springer.com/article/10.1007/s42044-025-00321-0
Adaptive Portfolio Optimization with Multi-Agent Deep Reinforcement Learning and Short-Term Performance Analysis
Magazine title: The International Journal of Information and Communication Technology Research (IJICTR)
Country of printing: Iran Telecom Research Center (ITRC) and IEEE Iran Section
Co-authors: Shahin Movassaghpour, Ali Bayani, AliReza Assadzadeh, Ali Khakzadi
LDCNN: A new arrhythmia detection technique with ECG signals using a linear deep convolutional neural network
Magazine title: Physiological Reports
Country of printing: Wiley - 2024
Co-authors: Ali Bayani
Scientific Address: https://physoc.onlinelibrary.wiley.com/doi/full/10.14814/phy2.16182
Multi-programming language software system modularization
Magazine title: computer and electrical engineering
Co-authors: Professor Ayaz Isazadeh, Dr. Dr. Habib Izadkhah
Scientific Address: https://www.sciencedirect.com/science/article/abs/pii/S0045790618327095
Improving the modularization quality of heterogeneous multi-programming software systems by unifying structural and semantic concepts
Magazine title: The Journal of Supercomputing
Co-authors: Ayaz Isazadeh, Dr. Habib Izadkhah
Scientific Address: https://link.springer.com/article/10.1007/s11227-019-02995-3
New internal metric for software clustering algorithms validity
Magazine title: Institution of Engineering and Technology
Co-authors: Ayaz Isazadeh, Dr. Habib Izadkhah
Scientific Address: https://ietresearch.onlinelibrary.wiley.com/doi/abs/10.1049/iet-sen.2019.0138
RBMD: RoBERTa-Based Module Detection in Multi-Programming Language Software Systems
Conference title: 2025 11th International Conference on Web Research (ICWR)
Level of the Event: International
Co-authors: Shahin Movassaghpour, Ali Bayani
Venue: Tehran, Iran
Date of the Event: 2025
Scientific Address: doi: 10.1109/ICWR65219.2025.11006198
LoopGAN: A Novel Multi-Step Generative Architecture for Sequential Stock Forecasting
Conference title: 2025 29th International Computer Conference, Computer Society of Iran (CSICC)
Level of the Event: International
Co-authors: Deniz NoorMohammadzadeh, Shahin Movassagpour, Sondos Ardabili
Venue: Tehran - Iran
Date of the Event: 5-6 Feb. 2025
Scientific Address: https://ieeexplore.ieee.org/document/10967454
A Consulting System for Portfolio Assets Allocation by Selecting the Best Agent in the Short Term Based on Cumulative Returns with Deep Reinforcement Learning
Conference title: 2024 11th International Symposium on Telecommunications (IST)
Level of the Event: International
Co-authors: Shahin Movassaghpour, Ali Bayani, AliReza Assadzadeh, Ali Khakzadi
Venue: Tehran-Iran
Date of the Event: October 2024
Scientific Address: https://ieeexplore.ieee.org/document/10843551
GN-CNN-LSTM: Financial Market Prediction With Gaussian Noise Embedded CNN LSTM
Conference title: 2024 11th International Symposium on Telecommunications (IST)
Level of the Event: International
Co-authors: Mahsa Abbasi, Fatemeh Ahmadian, Deniz Nourmohammadzadeh, AmirHossein Arandan, Nayer Seyed Hosseini
Venue: Tehran- Iran
Date of the Event: 2024
Scientific Address: https://ieeexplore.ieee.org/document/10843452
Integrating CNN-LSTM Networks with Statistical Filtering Techniques for Intelligent IoT Intrusion Detection
Conference title: 2024 8th International Conference on Smart Cities, Internet of Things and Applications (SCIoT)
Level of the Event: International
Co-authors: Fatemeh Imani, AliReza Assadzadeh, Ali Bayani
Venue: mashhad-Iran
Date of the Event: 2024
Scientific Address: https://ieeexplore.ieee.org/document/10570107
Tarimliq: A new internal metric for software clustering analysis
Conference title: 27th Iranian Conference on Electrical Engineering- ICEE 2019
Level of the Event: international
Co-authors: Ayaz Isazadeh, Dr. Habib Izadkhah
Venue: Iran - yazd
Date of the Event: 30 April 2019 - 02 May 2019
Scientific Address: https://ieeexplore.ieee.org/document/8786745
Semantic-based software clustering using hill climbing
Conference title: (Computer Science and Software Engineering (CSSE 2017
Level of the Event: international
Co-authors: Ayaz Isazadeh, Dr. Habib Izadkhah
Venue: Iran - shiraz
Date of the Event: 25-27 October 2017
Scientific Address: https://ieeexplore.ieee.org/document/8320117
Towards Comprehension of the Multi-Programming Language Software Systems
Conference title: 5th Conference on Knowledge Based Engineering and Innovation (KBEI)
Level of the Event: international
Co-authors: Ayaz Isazadeh, Dr. Habib Izadkhah
Venue: iran - tehran
Date of the Event: 2019-10-10
Data-mining by the probability-based patterns
Conference title: 30th International Conference on Information Technology Interfaces, ITI
Level of the Event: International
Co-authors: Farzaneh Fartash, Ayaz Isazadeh, Dr. Taha Saderi
Venue: Cavtat, Croatia
Date of the Event: 23-26 June 2008
Scientific Address: https://ieeexplore.ieee.org/document/4588435
Easy Shopping by Electronic Credit
Conference title: Proceedings of world academy of science, engineering and technology
Level of the Event: international
Co-authors: Farzaneh Fartash, Ayaz Isazadeh
Venue: Italy
Date of the Event: 2008-10-10
Electronic Consulting in Marketing
Conference title: IEEE, CTTA'08
Level of the Event: international
Co-authors: Farzaneh Fartash, Ayaz Isazadeh
Venue: Syria
Date of the Event: 2008-10-10
Benefit from e-marketing consulting
Conference title: International Marketing Management Conference
Level of the Event: international
Co-authors: ٍFarzaneh Fartash, Ayaz isazadeh
Venue: tehran
Date of the Event: 1386-10-10
Risk-Management by Probability-Based Patterns in Data-Mining
Conference title: Proceedings of the 3rd International Symposium on Information Technology 2008 (ITSim’08), IEEE
Level of the Event: international
Venue: Malaysia
Date of the Event: 2008-10-10
Real E-Government, Real Convenience
Conference title: Proceedings of world academy of science, engineering and technology, ICIT’08
Level of the Event: international
Venue: Singapore
Date of the Event: 2008-10-10
A Theory in Optimization of Ad-hoc Routing Algorithms
Conference title: Proceedings of world academy of science, engineering and technology, MWON'08
Level of the Event: international
Venue: Thailand
Date of the Event: 2008-10-10
A New E-Government System by Documenting Information
Conference title: Proceedings of the International Conference on Information and Automation for Sustainability, ICIAfS
Level of the Event: international
Venue: Sri Lanka
Date of the Event: 2008-10-10
Risk-Management by Numerical Pattern Analysis in Data-Mining
Conference title: Proceedings of world academy of science, engineering and technology
Level of the Event: international
Venue: Austria
Date of the Event: 2008-10-10
Distributed Data-Mining by Probability-Based Patterns
Conference title: International Journal of Computer …, 2010 - publications.waset.org
Level of the Event: international
Date of the Event: 2010-10-10
Computer
Level of the Event: National
Specialized field: Software
Venue: Khajeh Nasir University
Date of the Event: 2019-03-30
22 th computer conference
Level of the Event: International
Specialized field: Computer
Venue: Yazd University
Date of the Event: 2018-10-10
Cognitive diagnostic model by CDM package with R programming language
Level of the Event: national- Staff member
Specialized field: Data science
Venue: Virtual- Vadana (IAU Research Center)
Date of the Event: 2021-08-10
Microtic
Level of the Event: East Azerbaijan Province (In collaboration with International Professor - Hamed Farnoudi)
Specialized field: Computer Networks
Venue: Islamic Azad unversity, Tabriz Branch
Date of the Event: 2016-10-10
Internet
Level of the Event: Tabriz Branch - Professors
Specialized field: Internet
Venue: Islamic Azad unversity, Tabriz Branch
Date of the Event: 2014-10-10
Essay Writing
Level of the Event: Tabriz Branch - Professors
Specialized field: Essay Writing
Venue: Islamic Azad unversity, Khoy Branch
Date of the Event: 2016-10-10
EndNote
Level of the Event: Tabriz Branch - Professors
Specialized field: Essay Writing
Venue: Islamic Azad unversity, Tabriz Branch
Date of the Event: 2016-10-10
A new way to combine edge detection with permutation encryption in image encryption
Student's name: elham alizadeh
Student degree: MA and Msc Continuous
University of study: Azad Tabriz
Professor Guide
Propose a mapping model between DoDAF enterprise architecture and software architecture
Student's name: ali kargar
Student degree: MA and Msc Continuous
University of study: Azad Shabestar
Professor Guide
Software systems modulation based on distribution function residual uncertainty
Student's name: mohammad mojtahedi
Student degree: MA and Msc Continuous
University of study: Azad Tabriz
Professor Guide
Reverse converter design for module assemblies and reduce time complexity
Student's name: aslan hajilo
Student degree: MA and Msc Continuous
University of study: Azad Tabriz
Professor Guide
Proposing a customer analysis model using genetic algorithm in RFM context
Student's name: vahid mohammadzadeh
Student degree: MA and Msc Continuous
University of study: Research Sciences - Tabriz
Professor Guide
Detection of MS lesion in brain MRI images using multilevel matching model and artificial neural network
Student's name: mokhtar abbaszadeh
Student degree: MA and Msc Continuous
University of study: Azad Tabriz
Professor Guide
Generalization of software systems based on general information size uncertainty
Student's name: farideh ebrahimi
Student degree: MA and Msc Continuous
University of study: Azad Tabriz
Professor Guide
Extract software architecture based on requirements using hybrid clustering
Student's name: vahid naseri
Student degree: MA and Msc Continuous
University of study: Azad Shabestar
Professor Guide
Proposing a new model for evaluating customer satisfaction by combining satisfactory models (West Azerbaijan Telecommunications)
Student's name: hatemlo
Student degree: MA and Msc Continuous
University of study: Azad Tabriz
Professor Guide
Generalization of software systems based on general uncertainty
Student's name: farideh ebrahimnezhad
Student degree: MA and Msc Continuous
University of study: Azad Tabriz
Professor Guide
Provide a transition classification model for client self-sufficiency using the decision tree and regression
Student's name: hamed bagheri
Student degree: MA and Msc Continuous
University of study: Research Sciences - Tabriz
Professor Guide
Assignment of virtual machines to physical hosts in cloud computing by combining simulated colonial competition and refrigeration algorithms
Student's name: mohammadi
Student degree: MA and Msc Continuous
University of study: Azad Tabriz
Professor Guide
Improving the stability deep CNN for diagnosis distorted image
Student's name: Mahdi Maghsoudi
Student degree: MA and Msc Non Continuous
University of study: IAUT
Professor Guide
Diagnosis of distorted images with deep learning
Student's name: Ali Ahmadnejad
Student degree: MA and Msc Non Continuous
University of study: IAUT
Professor Consultant
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Professor Kambiz Badie' Award in Artificial Intelligence
Year: 2025
Country: Iran
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Best Paper Award (11th International Symposium on Telecommunications (IST))
Year: 2024
Country: Iran
Language
persian
English
Azarbayjan
Arabic
Turkish
Scientific and educational activities
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Deep Learning
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DataBase
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System analysis and design
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software engineering
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Enterprise appplication integration
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Project Management
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Data structure
Executive scientific activities
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Director of Information and Communication Technology
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Member of the specialized committee of the computer group
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Chairman and CEO
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Chairman of the Board and Technical Director
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Member of Network Design Development
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Member of Organizational Transformation Plan Council
Contact the instructor
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