Faria Nassiri-Mofakham

Faria Nassiri-Mofakham

Information Technology

Faculty of Computer Engineering

Tel: +98-31-37934510

fnasiri@eng.ui.ac.ir

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Research Interest

negotiation/bargaining/auction, strategic decision making
electronic commerce/marketing
cognitive and social sciences
distributed artificial intelligence
data mining, machine learning
multiagent systems
evolutionary game theory
chaos, fractals
electronic payment/banking
security in electronic cyberspace

Publications

International Journal
1. Sahar Mirzayi, Fattaneh Taghiyareh, Faria Nassiri-Mofakham, An opponent-adaptive strategy to increase utility and fairness in agents’ negotiation , Applied Intelligence (2021) 1-17
2. Farhad Zafari, Faria Nassiri-Mofakham, POPPONENT: Highly Accurate and Individually and Socially Efficient Opponent Preference Model in Bilateral Multi Issue Negotiations , Artificial Intelligence 237, 59-91 (2016).
3. Faria Nassiri-Mofakham, Mohammad Ali Nematbakhsh, Ahmad Baraani-Dastjerdi, Nasser Ghasem-Aghaee, Ryszard Kowalczyk, , Bidding Strategy for Agents in Multi-Attribute Combinatorial Double Auction , Expert Systems with Application 42 (6) 3268-3295 (2015).
4. Faria Nassiri-Mofakham, How does an intelligent agent infer and translate? , Computers in Human Behavior 38 (2014) 196-200.
5. Faria Nassiri-Mofakham, Samer Hayek, A Profitable Sponsored Search Mechanism , International Journal of Information Science and Management, Special Issue (2014) 41-57.
6. Faria Nassiri-Mofakham, Mohammad Ali Nematbakhsh, Ahmad Baraani-Dastjerdi and Nasser Ghasem-Aghaee, Electronic Promotion to New Customers using mkNN Learning , Information Sciences 179 (2009) 248-266.
7. Faria Nassiri-Mofakham, Mohammad Ali Nematbakhsh, Nasser Ghasem-Aghaee and Ahmad Baraani-Dastjerdi, A Heuristic Personality-Based Bilateral Multi-Issue Bargaining Model in Electronic Commerce , International Journal of Human-Computer Studies 67 (2009) 1-35.
8. Faria Nassiri-Mofakham, Nasser Ghasem-Aghaee, Mohammad Ali Nematbakhsh and Ahmad Baraani-Dastjerdi, A Personality-Based Simulation of Bargaining in e-Commerce , Artificial Intelligence, Intelligent Agents, and Simulation Gaming special issue of the Simulation and Gaming Journal, Vol. 39, No. 1, March 2008, pp. 83-100.
9. Faria Nassiri-Mofakham, Mohammad Ali Nematbakhsh, Nasser Ghasem-Aghaee and Ahmad Baraani-Dastjerdi, A Simple Semi-Dynamic Cooperative Bargaining Approach , Iranian Journal of Information Science and Technology (IJIST), Vol. 4, No. 2, pp. 15-38, Shiraz-Iran (2006)
Research Journal
10. Hadi Shahmoradi, Faria Nassiri-Mofakham, Fateme Nemati, Cross-Cultural Time Sensivity in a Bilatural e-Negotiation System , New Marketing Research Journal, Special Issue (2014) 55-67.
11. Faria Nassiri-Mofakham, Yasaman Sarlati, Simin Naghavi,, Comparative Study of Multi-Attribute Continuous Double Auction Mechanisms , New Marketing Research Journal, Special Issue (2013) 125-138.
Promotion Journal
١٢. فريا نصيری مفخّم, شمارش سازندگان اهرام , فرهنگ و انديشه رياضی (9)، 50-53.
International Conference
13. Arash Ebrahimnezad, Hamid Jazayeriy, Faria Nassiri-Mofakham, Statistical Distance-Based Acceptance Strategy for Desirable Offers in Bilateral Automated Negotiation , IEEE 11th International Conference on Information and Knowledge Technology (IKT), 2020.
14. Sahar Mirzayi, Fattaneh Taghiyareh, Faria Nassiri-Mofakham, The Effect of Online Opponent Modeling on Utilities of Agents in Bilateral Negotiation , 2017 Artificial Intelligence and Signal Processing (AISP), Shiraz, Iran (2017).
15. Mahdieh Ghotbi, Faria Nassiri-Mofakham, Group Decision Based on Aggregating Multivalued WCP-nets Using Social Choice Methods , COREDEMA, the Twenty-Sixth International Joint Conference on Artificial Intelligence (IJCAI 2017), Melbourne-Australia (2017).
16. Delaram Javdani, Maedeh Najar, Faria Nassiri-Mofakham, ParsCat2: Swinging Strategy in Repeated Multilateral Negotiations , ANAC 2017, COREDEMA, the Twenty-Sixth International Joint Conference on Artificial Intelligence (IJCAI 2017), Melbourne-Australia (2017).
17. Zahra Khosravimehr, Faria Nassiri-Mofakham, ParsAgent3: Repeated Cluster-based Opponent Modeling for Effective Multilateral Bidding and Acceptance , ANAC 2017, COREDEMA, the Twenty-Sixth International Joint Conference on Artificial Intelligence (IJCAI 2017), Melbourne-Australia (2017).
18. Farhad Zafari, Faria Nassiri-Mofakham, POPPONENT: Highly Accurate and Individually and Socially Efficient Opponent Preference Model in Bilateral Multi Issue Negotiations (Extended Abstract), Journal Track , the Twenty-Sixth International Joint Conference on Artificial Intelligence (IJCAI 2017), Melbourne-Australia (2017).
19. Mahdieh Ghotbi, Faria Nassiri-Mofakham, Aggregating WCP-Nets using Borda Choice , The 11st International Conference on e-Commerce with the focus on e-Tourism, e-Health, and Health Tourism (ECDC2017), Isfahan-Iran (2017), 1-10.
20. Reza Hosseinipour, Faria Nassiri-Mofakham, Rahmatallah Hooshmand, Comparison of Top Broker Agent Strategies in TAC Power Market , The 4th International Conference on Emerging Trends in Energy Conservation (ETEC 2015), Tehran-Iran (2015)
21. Bahram Izadi, Bahram Ranjbarian, Saeedeh Ketabi, Faria Nassiri-Mofakham,, Performance Analysis of Classification Methods and Alternative Linear: Programming Integrated with Fuzzy Delphi Feature Selection , International Journal of Information Technology and Computer Science 5(10) (2013) 9-20.
22. Razie Roghanizadeh, Faria Nassiri-Mofakham, Artificial Intelligence in Music Composition , The First International Interdisciplinary Conference on Art, Language & Technology (ICALT2012), Mashhad-Iran (2012)
23. Faria Nassiri-Mofakham, Fractals, Technology and Painting , The First International Interdisciplinary Conference on Art, Language & Technology (ICALT2012), Mashhad-Iran (2012)
24. Sara Sharifi Sedeh, Mohammad Ali Nematbakhsh, Faria Nassiri-Mofakham, , A Bidding Strategy in Combinatorial Auctions , Second International Conference on Intelligent Systems, Modeling and Simulation (ISMS2011), pp. 422-427, Kuala Lumpur-Malaysia (2011).
25. Faria Nassiri-Mofakham, Mohammad Ali Nematbakhsh, Ahmad Baraani-Dastjerdi and Nasser Ghasem-Aghaee, One Step beyond Nash Equilibrium , WORLDCOMP'08: The 2008 International Conference on Scientific Computations (CSC'08), pp 186-192, Las Vegas - USA (2008).
26. Faria Nassiri-Mofakham, Mohammad Ali Nematbakhsh, Ahmad Baraani-Dastjerdi and Nasser Ghasem-Aghaee, Electronic Promotion to New Customers using a Fixed Link mkNN Learning , WORLDCOMP'07: in proceedings of The 2007 International Conference on e-Learning, e-Business, Enterprise Information Systems, and e- Government (EEE'07), pp 20-27, Las Vegas-USA (2007).
٢٧. Faria Nassiri-Mofakham, Mohammad Ali Nematbakhsh, Ahmad Baraani-Dastjerdi and Afshin Kiani, PayaCheck: a Breakthrough for Electronic Banking in Iran, the First International Conference on Information & Knowledge Technology Amirkabir University of Technology (IKT2003) ,
٢٨. Faria Nassiri-Mofakham, Mohammad Ali Nematbakhsh and Ahmad Baraani-Dastjerdi, Designing and Modeling of an Electronic Check System in Iran, inproceedings of 'EurAsia ICT', IRAN, 2002 ,
29. Faria Nassiri-Mofakham, SPIRS Software and MathSci Disc , 29th Annual International Conference of Iranian Mathematical Society, Tehran, IRAN (1998)
National Conference
٣٠. فریا نصیری مفخم, محمد علی نعمت بخش, احمد براآنی دستجردی, افشین کیانی, پایاچک، نقطه عطفی برای بانکداری الکترونیکی در ایران , اولین کنفرانس بین المللی فناوری اطلاعات و دانش (IKT۲۰۰۳), دانشگاه صنعتی اميرکبير، تهران,۱۳۸۲
٣١. فریا نصیری مفخّم, محمد علی نعمت بخش, سازگاری ebXML در تجارت الکترونیکی , چهارمین همایش دانشجویی انجمن کامپیوتر ایران, اصفهان، ۱۳۸۱,

Honors

1. ACUMEX-NWO Postdoc grant, The NETHERLANDS, 2019-2021.
2. Editorial Member, Electronic Commerce Research and Applications Journal, ELSEVIER, 2016-2018.
3. AAAI 2019 Member of Program Committee of the 33th AAAI Conference on on Artificial Intelligence, Association for the Advancement of Artificial Intelligence (Hawaii), USA, September 2018-February 2019.
4. IJCAI-ECAI-2018 Member of Program Committee and a Session Chair of the 27th International Joint Conference on Artificial Intelligence and the 23th European Conference on Artificial Intelligence (Stockholm), SWEDEN, March-July 2018.
5. IJCAI 2017 Member of Program Committee of the 26th International Joint Conference on Artificial Intelligence, IJCAI-2017 (Melbourne), AUSTRALIA, March-July 2017.
6. IJCAI grant for participating in the 27th International Joint Conference on Artificial Intelligence and the 23th European Conference on Artificial Intelligence (IJCAI-ECAI 2018), SWEDEN, July 2018.
7. IJCAI grant for participating in the 26th International Joint Conference on Artificial Intelligence (Melbourne), AUSTRALIA, June 2017.
8. Sahar Mirzayi, Fattaneh Taghyareh, Faria Nassiri-Mofakham, ANAC Finalist (AgreeableAgent2018 UT team Advisor, 1st rank), the 9th International Automated Negotiating Agents Competition (Stockholm), SWEDEN, July 2018.
9. Zahra Kosravimehr, Delaram Javdani, Maede Najar, Faria Nassiri-Mofakham ANAC Finalist (ParsCat and ParsAgent teams Supervisor, 1st and 3rd ranks), the 8th International Automated Negotiating Agents Competition (Melbourne), AUSTRALIA, June-August 2017.
10. Delaram Javdani, Maede Najar, Faria Nassiri-Mofakham, ANAC Finalist (ParsCat team Supervisor, 2nd rank), the 7th International Automated Negotiating Agents Competition (Singapore) SINGAPORE, March-May 2016.
11. Mahdieh Ghotbi, Faria Nassiri-Mofakham, 3MT Winner (Student Supervisor, 1st rank), 3 Minutes Thesis Competition, Faculty of Computer Engineering, University of Isfahan, IRAN, February 2016.
12. Payam Yadollahi, Shiva Khazaei, Seyed Ahmadreza Razian, Faria Nassiri-Mofakham, Tianchi Finalist (Team Supervisor, 4th rank), Purchase and Redemption Forecasts Competition, Alibaba.com Group (Hangzhou), CHINA, June-August 2015.
13. Zahra Khosravimehr, Faria Nassiri-Mofakham, ANAC Finalist (ParsAgent team Supervisor, 2nd rank), the 6th International Automated Negotiating Agents Competition (Istanbul), TURKEY, March-May 2015.
14. Farhad Zafari, Faria Nassiri-Mofakham, ANAC Finalist (BraveCat team Supervisor, 7nd rank), the 5th International Automated Negotiating Agents Competition (Paris), FRANCE, March-May 2014.
15. Nationwide Outstanding Education and Research Award from Ministry of Communication and Information Technology, Fava Festival (Tehran), IRAN, May 2014.
16. ECRA Journal Recognized Reviewer, awarded by ELSEVIER, 2014, 2015.
17. ECRA Journal Outstanding Reviewer, awarded by ELSEVIER, 2013-2015.
18. The prize winner of the best PhD thesis in engineering, awarded by the Chancellor of University of Isfahan, IRAN, 2011.
19. Association for Logic Programming (ALP) scholarship for attending ISCL-DALT 2011, ITALY, 2011.
20. Abroad research visit Scholarship from the Iranian Ministry of Science, Research and Technology, IRAN, 2008.
21. PhD Scholarship from The Iranian Ministry of Science, Research and Technology for joining the Information Technology Engineering Department of the University of Isfahan, IRAN, 2007.
22. Distinguished student of the university, awarded by the Chancellor of University of Isfahan, IRAN, 2006.
23. The winner of the best e-Commerce journal paper of Iran (Ministry of Commerce), IRAN, 2005.
24. Distinguished woman researcher of Iran (Iran's Presidency Office) 2004.
25. The prize winner of the best thesis of Iran (Jahade-Daneshgahi and Ministry of Science, Research & Technology, IRAN, 2004.
26. The prize winner of the best idea of Iran (The Best Ideas National Festival, Science and Technology Park, Yazd, IRAN, 2003.
27. Top student in M.Sc. awarded by the Chancellor of University of Isfahan, Iran, 2003.
28. Distinguished researcher student, awarded by the dean of School of Engineering, University of Isfahan, Iran, 2002.
29. Top 3% rank among 100 peers; Second grade student in B.Sc. University of Isfahan, Isfahan, IRAN.
30. Copper award and honorific Diploma (The 15th International Children's Art Exhibition), Tokyo, JAPAN, 1985.

Thesis

Number	Student Name	Title	Defence Date
1.	Fatemeh Hassanvand	MSc: Efficient Modeling of Singly-Peaked Opponent in Bilateral Negotiations, [Supervisor: Faria Nassiri-Mofakham] (Department of Information Technology, University of Isfahan) 2019.	1
2.	Sahar Mirzayi	PhD: Second Level Opponent Modeling in Bilateral Automated Negotiation, [Supervisor: Fattaneh Taghiyareh, Advisor: Faria Nassiri-Mofakham] (School of Electrical and Computer Engineering, University of Tehran) 2017.	1
3.	Arash Ebrahimnezhad	MSc: Acceptance strategy based on reinforcement learning in repeated bilateral automated negotiation, [Supervisor: Hamid hamid Jazayeriy, Advisor: Faria Nassiri-Mofakham] (Department of Computer Engineering, Babol Noshirvani University of Technology) 2021.	1
4.	Sevana Haratounians	MSc: Fair group recommendation based on WCP-nets aggregation, [Supervisor: Nasser Ghasem-Aghaee, Co-Supervisor: Faria Nassiri-Mofakham] (Department of Information Technology, Sheikh Bahaee University) 2021.	1
5.	Shadi Farid	MSc: Tariff Selection based on Lexicographic Preferences similarity in Coalition of Hybrid Renewable Energy Consumers, [Supervisor: Faria Nassiri-Mofakham, Advisor: Mehdi Niroomand] (Department of Information Technology, University of Isfahan) 2021.	1
6.	Mohammad Namjoo	MSc: The logical justification of preferring Nash equilibrium to Pareto optimal outcome in game theory, [Supervisor: Amirehsan Karbasizadeh, Advisor: Faria Nassiri-Mofakham] (Department of Philosophy, University of Isfahan) 2020.	1
7.	Mina Aboutalebi	PhD: The Agent-Based Analysis of Feedback and Spillover Effects in the Two-Region Input-Output Model, [Supervisor: Nematollah Akbari, Advisors: Rahman Khoshakhlagh, Faria Nassiri-Mofakham] (Department of Economics, University of Isfahan) 2018.	1
8.	Mahdieh Ghotbi	MSc: Group Recommendation based on Conditional Preference Networks, [Supervisor: Faria Nassiri-Mofakham] (Department of Computer Engineering, University of Isfahan) 2018.	1
9.	Reza Ziaei & Ehsan Moammadi	BSc: Design and Implementation of the University of Isfahan's Museum Website, (Department of Information Technology, University of Isfahan) 2017.	1
10.	Zahra Shafiei & Fatemeh Shahrokhi	BSc: Design and Implementation of a Web Scrapper on the University of Isfahan's Library Website, (Department of Information Technology, University of Isfahan) 2017.	1
11.	Marzieh Bagheri & Sahar Zargarzadeh	BSc: A Trilateral Cross-Cultural e-Negotiation System, (Department of Information Technology, University of Isfahan) 2016.	1
12.	Afsaneh Harivandi & Sajedeh Rahimi	BSc: A Multi-Cultural Bilateral e-Negotiation System using TOPSIS, (Department of Information Technology, University of Isfahan) 2016.	1
13.	Delaram Javdani & Maedeh Najar	BSc: Design and Implementation of an Automated Negotiator Agent in Multilateral Energy Markets, (Department of Information Technology, University of Isfahan) 2016.	1
14.	Mahsa Heidari	BSc: Emotional Intelligence vs. Evolutionary Game Theory in Pricing among Sellers, (Department of Information Technology, University of Isfahan) 2015.	1
15.	Saeedeh Gholipour & Atefeh Hejazipour	BSc: An Intelligent Web-Based Recommender System for Student-Supervisor Assignment, (Department of Information Technology, University of Isfahan) 2015.	1
16.	Faeze Biglari	BSc: Coalition-Free Multi-Unit Extention to Multi-Attribute Continuous Double Auction Mechanism, (Department of Information Technology, University of Isfahan) 2015.	1
17.	Homa Maleki	BSc: Design and Implementation of a Web-Based Wordle Generator, (Department of Information Technology, University of Isfahan) 2014.	1
18.	Farzad Zakalvand	BSc: Cross-Cultural Bilateral e-Negotiation System based on Dynamic Risk-Taking, (Department of Information Technology, University of Isfahan) 2014.	1
19.	Mina Nikdast & Farnoush Vahdatpour	BSc: Cross-Cultural Bilateral e-Negotiation System based on Form and Building Process of an Agreement, (Department of Information Technology, University of Isfahan) 2014.	1
20.	Zahra Khiosravimehr	MSc: Acceptance Strategy in Multilateral Multi-Issue Negotiation with Incomplete Information, [Supervisor: Faria Nassiri-Mofakham] (Department of Information Technology, University of Isfahan) 2016.	1
21.	Reza Hosseinipour	MSc: A Bidding Strategy for Broker Agent in Power Market, [Supervisor: Faria Nassiri-Mofakham, Advisor: Rahmat-Allah Hooshmand] (Department of Information Technology, University of Isfahan) 2016.	1
22.	Farhad Zafari	MSc: Modeling Opponent's Preferences in Bilateral Multi Issue Negotiation with Incomplete Information, [Supervisor: Faria Nassiri-Mofakham, Advisor: Ali Zeinal-Hamadani] (Department of Information Technology, University of Isfahan) 2014.	1
23.	Elaheh Ataei Bojd	MSc: Capacity Improvement in Delay Aware Mobile Ad Hoc Networks, [Supervisor: Neda Moghim, Co-Supervisor: Faria Nassiri-Mofakham] (Department of Information Technology, University of Isfahan) 2014.	1
24.	Fateme Nemati	BSc Composing Beethoven's Symphony #10 using machine learning techniques, (Department of Information Technology, University of Isfahan) 2014.	1
25.	Mohannad Arrifaai	BSc [non-Iranian]: Bilateral Multi-Issue e-Negotiation Model in e-Commerce based on Abductive Logic using DALI, (Department of Information Technology, University of Isfahan) 2014.	1
26.	Negin AhgharBazargan & Elmira Aledavood	BSc: Attitude- and Goal-based Bilateral e-Negotiation System, (Department of Information Technology, University of Isfahan) 2013.	1
27.	Masoud Momen	BSc: Bidding based on the Buyers' Price-Sensitivity in an e-Negotiation System, (Department of Information Technology, University of Isfahan) 2013.	1
28.	Akram Ghassemi	BSc: A Pricing Model over Clouds based on Allocation of Combinatorial Demands in Double Auction, (Department of Information Technology, University of Isfahan) 2013.	1
29.	Ali Falahati & Saeed Nasr	BSc: Proposing a Clustering Aggregation Method Applicable in Internet Services e-Marketplace, (Department of Information Technology, University of Isfahan) 2013.	1
30.	Simin Naghavi & Yasaman Sarlati	BSc: Implementation of a Multi-Attribute Double Auction, (Department of Information Technology, University of Isfahan) 2013	1
31.	Sara Nematolahi	BSc: Intelligent Music Composition based on User's Emotion, (Department of Information Technology, University of Isfahan) 2012	1
32.	Samir Alarifi	BSc [non-Iranian]: Design & Implementation of an Intelligent Automatic Advertising System in a Social Network, (Department of Information Technology, University of Isfahan) 2012.	1
33.	Rezvan Ahwazian	BSc: Design and Implementation of a Recommender System for Purchasing Products, (Department of Information Technology, University of Isfahan) 2012.	1
34.	Hadi Shahmoradi	BSc: A Cross-Cultural Time Sensitivity in a Bilateral e-Negotiation System, (Department of Information Technology, University of Isfahan) 2012.	1
35.	Erfan Mahmoodnejad	BSc: A Tagommender System based on Users' Similarities, (Department of Information Technology, University of Isfahan) 2012.	1
36.	Nasrin Zamanzadeh	BSc: Design and Implementation of an Urban Development Department in an e-Municipality, (Department of Information Technology, University of Isfahan) 2012.	1
37.	Razie Roghanizadeh	BSc: Artificial Intelligence in Music Composition, (Department of Information Technology, University of Isfahan) 2011.	1
38.	Saeed Firoozi	BSc: A Recommender System for Advisor-Advisee Assignment based on Collaborating Filtering, (Department of Information Technology, University of Isfahan) 2011.	1
39.	Iman Noroozi	BSc: A Recommender System for Advisor-Advisee Assignment based on Decision Trees, (Department of Information Technology, University of Isfahan) 2011.	1
40.	Samer Hayek	BSc [non-Iranian]: Design and Implementation of a Sponsored Search Mechanism, (Department of Information Technology, University of Isfahan) 2011.	1
41.	Bahram Izadi	PhD: A Framework for E-Markets Segmentation and Customer Classification Based on Modeling and Data Mining, [Supervisors: Bahram Ranjbarian, Saeede Ketabi, Advisor: Faria Nassiri-Mofakham] (Department of Management, University of Isfahan) 2013.	1
42.	Reza Gholamzadeh Motlagh	MSc: A Comprehensive Secure Check-in Approach in Location-Based Services, [Supervisor: Behrouz Tork-Ladani, Co-Supervisor: Faria Nassiri-Mofakham] (Department of Information Technology, University of Isfahan) 2013.	1
43.	Amir Khatibi	BSc: Designing a Web-based Management Information System for Vehicles Preventive Maintenance, (Department of Information Technology, University of Isfahan) 2011.	1
44.	Sara Sharifi	MSc: A Bundling Method in Combinatorial Auction, [Supervisor: Mohammadali Nematbakhsh, Advisor: Faria Nassiri-Mofakham] (Department of Computer Engineering, University of Isfahan) 2011.	1
45.	Sayna Mahboob	BSc: A Bidding Model in Combinatorial Auction, (Department of Information Technology, University of Isfahan) 2011.	1
46.	Seyed Ali Azimi	BSc: Design and Simulation of Electronic Promotion to New Customers based on k-Mean and mkNN Learning, (Department of Information Technology, University of Isfahan) 2009.	1378
47.	Alireza Basiri	BSc: Analysis and Design of Electronic Promotion to New Customers based on k-Mean and mkNN Learning, (Department of Information Technology, University of Isfahan) 2008	1378


	Iran, Isfahan, Hezar Jerib Street, University Of Isfahan
	+98-31-379334501
	Postal Code: 36699529
	info@eng.ui.ac.ir

Research Interest

Academic Resume

Publications

International Journal

Research Journal

Promotion Journal

International Conference

National Conference

Books

Honors

Thesis

Research Centers

Offices

Post Doc, Computer Engineering, Centrum Wiskunde & Informatica, Science Park, Netherlands Organization for Scientific Research, Holland, Graduation Date: 2020
Research Period, , Swinburne University of Technology, Melbourne, Australia, Australia , Graduation Date: 2009
Phd, Computer Engineering, , Iran, Graduation Date: 2010
Master, Computer Engineering, , Iran, Graduation Date: 2002
Bachelor, , University of Isfahan, Iran, Graduation Date: 622