CV Zeinab Khorshidpour
PERSONAL INFORMATION:
- Nationality: Iran
RESEARCH INTERESTS:
- Computer security
- Malware detection
- Adversarial classification
- Spam filtering
- Machine learning applications
- Game theory
- Distance metric learning
EDUCATION:
2011- : Shiraz University
Department of Computer Science and Engineering PhD. Student in Computer Science, Artificial Intelligence, GPA: 18.63 (Ranked 1st, without thesis number)
Thesis Title: “A Novel Statistical Approach for Detection of Packed Malwares”
Advisor 1: Dr. Sattar Hashemi, Advisor 2: Dr. Ali Hamzeh
2008-2011: Shiraz University
Department of Computer Science and Engineering M.S. Degree in Computer, Artificial Intelligence, GPA: 19.27 (Ranked 1st)
Advisor 1: Dr. Sattar Hashemi, Advisor 2: Dr. Ali Hamzeh
Thesis Title: “Distance Learning for Categorical Attributes”
2003-2007: Beheshti University
Department of Computer and Electronic Engineering
B.S. Degree in Computer Science, GPA: 14.07
2002-2003: Al-Zahra Pre-College School (Bandar-Lengeh) GPA: 18.7
1999-2002: Hazrat Zeinab High School (Bandar-Lengeh)
Diploma in Mathematics and Physics, GPA: 19
AWARDS AND HONORS:
2013: Ranked 1st among PhD. students of department with major field of Artificial Intelligence- Just courses
2011: Ranked 1st among M.S. students of department with major field of Artificial Intelligence
PUBLICATIONS:
Published Papers:
- Khorshidpour Z, Hashemi S, Hamzeh A. “Distance learning for categorical attribute based on context information.” 2nd International Conference on Software Technology and Engineering (ICSTE). Vol. 2. IEEE, 2010.
- Khorshidpour Z, Hashemi S, Hamzeh A. “An Evolvable-Clustering-Based Algorithm to Learn Distance Function for Supervised Environment.”International Journal of Computer Science Issues (IJCSI)7.5, 2010.
- Khorshidpour Z, Hashemi S, Hamzeh A. “An approach to learn categorical distance based on attributes correlation.”19th Iranian Conference on Electrical Engineering (ICEE), IEEE, 2011.
- Khorshidpour Z, Hashemi S, Hamzeh A. “CBDL: Context‐based distance learning for categorical attributes.”International Journal of Intelligent Systems26.11, 1076-1100, 2011.
- Eskandari M, Khorshidpour Z, Hashemi S. “To Incorporate Sequential Dynamic Features in Malware Detection Engines.”Intelligence and Security Informatics Conference (EISIC), European. IEEE, 2012.
- Eskandari M, Khorshidpour Z, Hashemi S. “HDM-Analyzer: a hybrid analysis approach based on data mining techniques for malware detection.”Journal of Computer Virology and Hacking Techniques9.2, 77-93, 2013.
Technical Reports:
[2009] Zeinab Khorshidpour, “Particle Swarm Intelligence”, for M. S. course.
[2010] Zeinab Khorshidpour, “Similarity and dissimilarity between nominal attributes”, M.S. Seminar
[2011] Zeinab Khorshidpour, “Signature of Clam AV”, APA CERT.
[2011] Zeinab Khorshidpour, “Games with Incomplete Information: Bayesian Game”, for Ph.D. course.
[2012] Zeinab Khorshidpour, “Artificial Intelligence in Prediction of Secondary Protein Structure “for Ph.D. course.
[2013] Zeinab Khorshidpour, “Proposing an expert system for malware detection “, for Ph.D. course.
[2013] Zeinab Khorshidpour, “An Efficient Game Theoretical Model for Intelligent Malware Detection System”, for Ph.D. course.
EXPERIENCES:
Work Experience:
- January 2011-September 2011, Head of Computer technology and IT Department, Bandar-Abbas, Jahad University
- July 2010 – Now, APA CERT Center
- 2010-2012, Programmer
- 2012-2013- Technical Assistant
- 2013- Now- Researcher
Workshops:
- Malware Detection and analysis Methods, APA-CERT, International Security and cryptology Conference, Mashhad, Iran.
- Signature Extraction and Evaluation, Governor, Boshehr, Iran.
Teaching Experience:
- January 2009- September 2009, Shiraz Azad University
Logic circuits
- January 2010 – September 2010, Bandar-Lengeh Azad University
Logic Circuits, Internet theory
- September 2010, January 2011, Shiraz Pasargad University
Simulation System
- January 2011-September 2011, Bandar-Abbas Azad University
Artificial Intelligence
- January 2011-September 2011, Bandar-Abbas Jahad University
Artificial Intelligence, System Modelling, Assembly, Image Processing
- January 2011-September 2011, Bandar- Lengeh Azad University
Artificial Intelligence, Discrete System Simulation
- January 2012, September 2012, Shiraz University
Flowchart and Programming
- September 2013- January 2014, Shiraz Niayesh College
Fuzzy Systems for business management
- March 2014- Now, Shiraz Niayesh College
- Fuzzy Systems for business
- A in Shiraz University
Important Projects and Experiences:
- Work on Signature Evaluation Module, Native Antivirus Project
- Work on Heuristic Module, based on entropy and machine learning features, Native Antivirus Project
- Work on Self Protection Module, SSDT Hooking, Process Termination, Protection from Deletion, Modification and hidden File and Folder, Native Antivirus Project
- Collaboration in Stuxnet Anti-Removal, a signature based method.
- Collaboration in DUQU Anti-Removal, a signature based method.
MAJOR COURCES IN M.S.
- Fuzzy System (17.20/20)
- Statistical Pattern Recognition(20/20)
- Machine Learning(20/20)
- Evolutionary Algorithm(18.30/20)
- Advanced Evolutionary(20/20)
- Image Processing (18.5/20)
- Discrete Signal Processing(19.5/20)
- Special Topic in Machine Learning- Reinforcement Learning(18.75/20)
COURCES IN Ph.D
- Computer Vision (17.75/20)
- Advanced Machine Learning (19.63/20)
- Neural Network(19.40/20)
- Distributed AI (20/20)
- Expert Systems and Knowledge Engineering (18.5/20)
- Bio Informatics (16.5/20)
Technical Skills:
- C++, Matlab, Java
- Working with some data mining tools
LANGUAGES
Persian
Fluent, Native
English
Listening (Fair), Reading (good), speaking (Fair), Writing (good)