Hamid Parvin

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Birth Date                               7/4/1984

Country                                   Iran

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)

Computer Engineering Department, Iran University of Science &

Technology, Tehran, Iran. (http://www.iust.ac.ir)

                                          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)

Computer Engineering Department, Iran University of Science &

Technology, Tehran, Iran. (http://www.iust.ac.ir)

                                          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, Heidelberg, in press.

 

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, Heidelberg, in press.

 

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), Tehran, Iran, July 1-2, 2009, (in Persian).

 

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), Amirkabir University of Technology, Tehran, Iran, July 1-2, 2009.

 

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), Amirkabir University of Technology, Tehran, Iran, July 1-2, 2009, (in Persian).

 

5.      Parvin H., Parvari M., Alizadeh H., Minaei-Bidgoli B.: Clustering Based Classifier Ensembles. Fourth International Conference on Intelligent Computing and Information Systems (ICICIS09), Egypt, March 19-22, 2009.

 

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), Egypt, March 19-22, 2009.

 

7.      Khadivi M., Moraveji N., Alemi M., Parvin H., Minaei-Bidgoli B.: Fuzzy Based Classifier Ensemble. Second Iranian Data Mining Conference (IDMC08), Iran, November 10-11, 2008 (in Persian).

 

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, San Francisco, USA, October 22-24, 2008, (Candidate of the Best Paper Award).

 

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, San Francisco, USA, 22-24 October, 2008, (Candidate of the Best Paper Award).

 

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), Korea, Sep. 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), Las Vegas, Nevada, USA, July 14-17, 2008.

 

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), Hamedan, Iran, Jan. 17, 2008 (as a 3rd best paper), (in Persian).

 

 

 


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

 

  • 2001, Graduated 1st over 14 students in high school class, Shahid Mousavi High School, Nourabad (Mamasani).
  • 2006, Graduated 2nd over 35 students in class (B.Sc.), Shahid Chamran University, Ahvaz.
  • 2008, Graduated 2nd over 25 students in class (M.Sc.), Iran University of Science & Technology, Tehran

 

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