Hamid Parvin
Birth Date 7/4/1984
Country
Marital Stat. Single
Email: parvin@ iust.ac.ir
Mobile: +98938-8930517
Phone: +98722-4229023
Education
Ph.D. (9/2008-now) Computer Engineering
(Artificial Intelligence & Robotic)
Technology,
Thesis Title: “Clustering
Ensembles with Weighting Clusters and Features”
Advisor: Dr. Behrouz
Minaei-Bidgoli (b_minaei@iust.ac.ir)
GPA
(without Dissertation): 18.9
M.Sc. (9/2006-9/2008) Computer
Engineering (Artificial Intelligence & Robotic)
Technology,
Thesis Title: “A New Algorithm
for Combining Classifiers”
Advisor: Dr. Behrouz
Minaei-Bidgoli (b_minaei@iust.ac.ir)
GPA
(without Dissertation): 18.27
B.Sc. (9/2001-6/2006) Computer
Engineering (Software)
Engineering
Department, Shahid Chamran
University, Ahvaz, Iran. (http://www.iust.ac.ir)
Thesis Title: “Image Comparison
Using Modified Chain Code”
Advisor: Dr. Mashala
Abbasi
GPA
(without Dissertation): 16.53
H.S. (9/1997-6/2001) Mathematics &
Physics, Nourabad, Mamasani,
Fars, Iran
Shahid Mousavi High School
GPA
(without Dissertation): 17.01
Publications
Journal Papers:
1. Parvin H., Minaei-Bidgoli B., Alizadeh
H., Kangavari M.R.: Diagnosed Cancer Patients
Using a New Learning Method in Imbalanced Datasets. Research Center of
Intelligent Signal Processing, RCISP, ISSN: 2008-3262, 2011 (In Persian, In
Press).
2. Alizadeh H., Moshki M., Parvin H., Minaei-Bidgoli B.: Clustering Ensemble Based on
Combining a Subset of Primary Clusters. Research Center of Intelligent
Signal Processing, RCISP, ISSN: 2008-3262, 2011 (In Persian, In Press).
3. Parvin H., Minaei-Bidgoli B., Alizadeh H.: Divide
and Conquer Classification. International Journal of Digital Content:
Technology and its Application, JDCTA, ISSN: 1975-9339, 2011. (In Press)
4. Parvin H., Minaei-Bidgoli B., Alizadeh H.: Effect
of Histogram Equalization in Face Detection Using Spatial Histogram Features.
Journal of Convergence Information Technology, JCIT, ISSN:
1975-9320. (In Press)
5. Parvin H., Minaei-Bidgoli B., Ghatei S.: An
Innovative Combination of Particle Swarm Optimization, Learning Automaton and
Great Deluge Algorithms for Dynamic Environments. Scientific Research
and Essays, SRE, ISSN: 1992-2248, 2011. (In Press)
6. Parvin H., Minaei-Bidgoli B., Alizadeh H.: Classifier
Ensemble Based Class Weighting. European Journal of Scientific Research,
EJSR, ISSN: 1450-216X, 2011. (In Press)
7. Parvin H., Alizadeh H., Minaei-Bidgoli B.: A
Modification on K-Nearest Neighbor Classifier. Global Journal of
Computer Science and Technology, GJCST,
ISSN: 0975-4350, Vol. 10, Issue 14, pp. 46-50, November 2010.
8. Parvin H., Alizadeh H., Minaei-Bidgoli B.: Using
Clustering for Generating Diversity in Classifier Ensemble. International
Journal of Digital Content: Technology and its Application, JDCTA, ISSN:
1975-9339, 2009.
9. Parvin H., Karami M., Minaei-Bidgoli B., Fathian M.: On Diversity Generation in Classifiers
Ensemble. Far East Journal of Experimental and Theoretical Artificial
Intelligence, FEJETAI, ISSN: 0974-3261,
2009.
10. Parvin H., Alizadeh H., Minaei-Bidgoli B.: A
New Method for Constructing Classifier Ensembles. International Journal
of Digital Content: Technology and its Application, JDCTA, ISSN: 1975-9339,
2009.
Book Chapters:
1. Parvin H., Minaei-Bidgoli B., Beigi A.: A
New Classifier Ensembles Framework. 15th International Conference on
Knowledge-Based and Intelligent Information & Engineering Systems
(KES-2011), LNCS, ISSN: 0302-9743. Springer, Heidelberg, in press.
2. Parvin H., Minaei-Bidgoli B., Alizadeh H.: A
New Adaptive Framework for Classifier Ensemble in Multiclass Large Data. 11th
International Conference on Computational Science and Its Applications (ICCSA
2011), LNCS, ISSN: 0302-9743. Springer, Heidelberg, in press.
3. Fouladgar M.H., Minaei-Bidgoli B., Parvin H.: Enriching Dynamically Detected
Invariants in the Case of Arrays. 11th International Conference on
Computational Science and Its Applications (ICCSA 2011), LNCS, ISSN:
0302-9743. Springer, Heidelberg, in press.
4. Parvin H., Minaei-Bidgoli B., Shahpar H.: Classifier
Selection by Clustering. 3rd Mexican Conference on Pattern Recognition
(MCPR2011), LNCS, ISSN: 0302-9743. Springer, Heidelberg, in press.
5. Parvin H., Minaei-Bidgoli B., Helmi B.H.: Linkage
Learning Based on Differences in Local Optimums of Building Blocks with One
Optima. 4th International Conference on Computational Intelligence in
Security for Information Systems (CISIS2011), LNCS, ISSN: 0302-9743.
Springer, Heidelberg, in press.
6. Parvin H., Mozayani N., Beigi A.: A
Classifier Ensemble for Face Recognition Using Gabor Wavelet Features. 4th
International Conference on Computational Intelligence in Security for
Information Systems (CISIS2011), LNCS, ISSN: 0302-9743. Springer,
Heidelberg, in press.
7. Parvin H., Minaei-Bidgoli B., Ghatei S.: A
New Particle Swarm Optimization for Dynamic Environments. 4th International
Conference on Computational Intelligence in Security for Information Systems
(CISIS2011), LNCS, ISSN: 0302-9743. Springer, Heidelberg, in press.
8. Daryabari M., Minaei-Bidgoli B., Parvin H.: Logical Errors Localization Based on
Invariants. 10th International Symposium on Experimental Algorithms (SEA
2011), LNCS, ISSN: 0302-9743. Springer, Heidelberg.
9. Parsa S., Minaei-Bidgoli B., Daryabari M., Parvin H.:
New Efficient Techniques for Dynamic Detection of Likely Invariants. International
Conference on Adaptive and Natural Computing Algorithms, (ICANNGA'11), LNCS,
ISSN: 0302-9743. Springer, Heidelberg.
10. Alizadeh H., Minaei-Bidgoli B., Parvin H., Mohsen
M.: An Asymmetric Criterion for Cluster Validation. Twenty-fourth
International Conference on Industrial, Engineering and Other Applications of
Applied Intelligent Systems (IEA/AIE 2011), LNCS, ISSN: 0302-9743.
Springer,
11. Parvin H., Minaei-Bidgoli B., Karshenas H., Beigi A.: A New N-gram Feature Selection Method for
Malicious Code. International Conference on Adaptive and Natural
Computing Algorithms, (ICANNGA'11), LNCS, ISSN: 0302-9743. Springer,
Heidelberg, pp. 98–107, 2011. (Considered as Selected Best Papers, To Be
Appeared in a Special Issue of Neurocomputing
Journal).
12. Beigi A., Mozayani N., Parvin H.: Chaotic Exploration Generator for
Evolutionary Reinforcement Learning Agents in Nondeterministic Environments. International Conference on
Adaptive and Natural Computing Algorithms, (ICANNGA'11), LNCS, ISSN: 0302-9743. Springer, Heidelberg.
13. Parvin H., Minaei-Bidgoli B., Beigi A., Helmi B.H.: Classification Ensemble by Genetic
Algorithms. International Conference on Adaptive and Natural Computing
Algorithms, (ICANNGA'11), LNCS, ISSN: 0302-9743. Springer, Heidelberg.
14. Parvin H., Minaei-Bidgoli B., Ghaffarian H.: An Innovative Feature Selection Using
Fuzzy Entropy. 8th International Symposium on Neural Networks (ISNN
2011), LNCS, ISSN: 0302-9743. Springer,
15. Parvin H., Minaei-Bidgoli B., Alizadeh H., Beigi A.: Classifier Ensemble Based Class Weightening. 8th International Symposium on Neural
Networks (ISNN 2011), LNCS, ISSN: 0302-9743. Springer, Heidelberg, in
press.
16. Beigi A., Parvin H.,
Mozayani N., Minaei B.: Improving Reinforcement Learning Agents Using
Genetic Algorithms. International Conferences on. Active Media
Technology (AMT 2010), LNCS, ISSN: 0302-9743. LNCS. Springer, Heidelberg,
pp. 330-337, 2010.
17. Parvin H., Alizadeh H., Minaei-Bidgoli B.: A
New Divide and Conquer Based Classification for OCR. In M. Crisan (Ed): Convergence and Hybrid Information
Technologies; I-Tech Education and Publishing, 2010; ISBN:
978-953-307-068-1.
18. Parvin H., Alizadeh H., Minaei-Bidgoli B.: Validation
Based Modified K-Nearest Neighbor. Book Chapter in IAENG Transactions on
Engineering Technologies, Vol. II–Special Edition of the World Congress on
Engineering and Computer Science 2008.
Conference Papers:
1.
Ghatei S., Meybodi
M.R., Parvin H.: A Hybrid Great Deluge
and Genetic Algorithm Based Method for Solving Travelling Salesman Problem. The 19th Iranian
Conference on Electrical Engineering (ICEE2011), Tehran, Iran, 2011,
(in Persian).
2.
Parvin H., Beigi
A., Minaei-Bidgoli B., Mozayani
N.: Genetic
Algorithm Based Classifier Ensemble. The 15th National CSI Computer Conference
(CSICC10),
3.
Ghaffarian H., Parvin
H., Minaei-Bidgoli B.: A New Approach in Feature Subset Selection
Based on Fuzzy Entropy Concept. The 14th National CSI Computer Conference
(CSICC09),
4.
Alizadeh H., Kia M., Alipour
H., Parvin H., Minaei-Bidgoli
B.: RBCSMD: Rule Based Centralized Surface Matching Degree. The 14th
National CSI Computer Conference (CSICC09),
5.
Parvin H., Parvari
M., Alizadeh H., Minaei-Bidgoli B.: Clustering Based Classifier Ensembles.
Fourth International Conference on Intelligent Computing and Information
Systems (ICICIS09),
6.
Parvin H., Parvari
M., Alizadeh H., Minaei-Bidgoli
B.: Building Classifier Ensembles Emphasizing Erroneous Data. Fourth
International Conference on Intelligent Computing and Information Systems (ICICIS09),
7.
Khadivi
M., Moraveji N., Alemi M., Parvin H., Minaei-Bidgoli
B.: Fuzzy Based Classifier Ensemble. Second Iranian Data Mining Conference
(IDMC08),
8.
Alizadeh
H., Hasani A., Parvin
H., Minaei-Bidgoli B., Kangavari
M.: Dairy Cattle Judging: An Innovative Application for Fuzzy Expert System.
Int. Conf. on Computer Science and Applications, ICCSA 2008, ISBN:
978-988-98671-0-2,
9.
Parvin H., Alizadeh
H., Minaei-Bidgoli B.: MKNN: Modified K-Nearest
Neighbor. Int. Conf. on Machine Learning and Data Analysis (ICMLDA
2008), ISBN: 978-988-98671-0-2,
10. Parvin H., Alizadeh H., Moshki M., Minaei-Bidgoli B., Mozayani N.: Divide
& Conquer Classification and Optimization by Genetic Algorithm. International
Conference on Convergence and hybrid Information Technology, ICCIT08, Nov.
11-13, 2008.
11. Alizadeh H., Parvin H.,
Minaei-Bidgoli B., Mozayani
N.: CSMD: Centralized Surface Matching Degree, a New Approach for
Determining Matching Degree in Fuzzy Systems. International Conference
on Networked Computing and advanced Information Management (NCM 2008),
12. Parvin H., Alizadeh H., Minaei-Bidgoli B.: A
New Approach to Improve the Vote-Based Classifier Selection. International
Conference on Networked Computing and advanced Information Management (NCM
2008), Korea, Sep. 2008.
13. Parvin H., Alizadeh H., Minaei-Bidgoli B., Analoui M.: An Scalable Method for Improving the
Performance of Classifiers in Multiclass Applications by Pairwise Classifiers
and GA. International Conference on Networked Computing and advanced
Information Management (NCM 2008), Korea, Sep. 2008.
14. Parvin H.,
Alizadeh H., Minaei-Bidgoli
B., Analoui M.: CCHR: Combination of Classifiers
using Heuristic Retraining. International
Conference on Networked Computing and advanced Information Management (NCM
2008), Korea, Sep. 2008.
15.
Parvin H., Alizadeh
H., Fathi M., Minaei-Bidgoli
B.: Improved Face Detection Using Spatial Histogram Features. The
2008 International Conference on Image Processing, Computer Vision, and Pattern
Recognition (IPCV'08),
16.
Alizadeh H., Parvin H.,
Fathi M., Alizadeh H.: Using Fuzzy System for Face Detection. The First National Conf. on
Computer, Electronic and Information Technology (CEIC08),
Research Interests
§ Machine Learning and Data Mining
o
Supervised Learning / Classification
o
Semi-Supervised Learning (Reinforcement Learning)
o
Unsupervised Learning / Clustering
§ Statistical Pattern Recognition
o
Combining Classifiers
o
Clustering Ensembles
§ Evolutionary Computing
Honors and Awards
Skills
§ Programming: C, C++,
Pascal and C#
§ CAD: MATLAB
§ IDEA: Borland C++Builder,
Borland Delphi ,Visual C++, Visual Studio .NET
§ OS: Win2k AS, Windows XP, Red Hat Linux
§ Database: SQL Server
§ Software Development Platforms: .NET
Teaching
Experiences
(Spring 2006) Teacher Assistant in Theory of Language and Automata, Programming
Languages and Artificial
Intelligence, Shahid Chamran
University, Ahvaz.
(Spring
2010) Teacher in Artificial Intelligence, Data
Structure and Programming Languages Azad University, Dezful
(Fall 2010) Teacher Assistant in Artificial Intelligence, Data Mining
(M.Sc. Degree), Iran University of
Science and Technology, Tehran.
(Fall 2010) Teacher
in Artificial Intelligence and C++ Programming Alaame Na’eini University, Na’ein
(Spring 2011) Teacher Assistant in Artificial
Intelligence, Data Mining (M.Sc. Degree) and Machine Learning (M.S. Degree), Iran
University of Science and Technology, Tehran.
(Spring
2011) Teacher in Special Matters, Basics of
Internet, Operating Systems and C++ Programming
Azad University, Mahdishahr