Main Expertise Area M.Sc. in Networks and Telecommunications: Signal/Image. Process

Transcription

1 Samir B. BELHAOUARI Born August 18, 1975 Permanent address: Granges-Saint-Germain Orbe/VD Switzerland Present address: Alfaisal University, P.O Box Riyadh KSA Phone: +966 (0) KSA +41 (0) CH Swiss citizen samir.brahim@gmail.com samir.brahim-belhaouari@a3.epfl.ch Main Expertise Area Applied Mathematics, Patter Recognition & Prediction techniques, Image & Signal Processing (Biomedical, Bioinformatics, Forecasting, Communication ), Artificial Intelligence, Statistics, and Random Walks EDUCATION Ph.D. in Mathematical Sciences: Stochastic processes and applications Federal Polytechnic School of Lausanne, (EPFL), Switzerland M.Sc. in Networks and Telecommunications: Signal/Image Processing National Polytechnic Institutes (INP/ENSEEIHT), France RELATED EXPERIENCES 2012-present Head of Mathematics Department at College of Science, ALFAISAL university Research and publications in Engineering/Applied Mathematics: Statistics, Pattern Recognition (Biomedical and Bioinformatics), Prediction and Signal/Image Process Development of Bachelor Computer Science Courses Program: Approved by the minister of high education on May 2013 Acting Dean of college Science during summer of Lecturer of mathematics (MATLAB simulator, Numerical Methods, Probability & Statistics, Linear Algebra, Calculus I, II and III ) for engineer students. Coordinator of the Development of Computer Science Courses Program. Member of Scholarship committee, University research committee, Admission committee Assistant Professor at Fundamental Applied Science Department, University Technology of PETRONAS (UTP). Research and publications in Applied Mathematics: Statistics, Pattern Recognition, Prediction and Signal/Image Process, Coordinator and Lecturer of Engineering mathematic (Probability & Statistics, Stochastic Processes, Calculus ) for engineer students and Master students; Lecturer of Advanced Engineering Mathematics for master student;

2 Supervision of projects (PhDs, Masters and Final year Projects ). Organizer for Research Delta-Tau Seminar Series of our university Member Technical committee for our University conference Coordinator of the Development of Modular-based Courses for Master by courses Active member of Centre for Intelligent Signal and Imaging Research (CISIR), one of the leading intelligent signal and imaging research clusters in Malaysia Assistant Professor at Electrical and Electronic Engineering Department, University Technology of PETRONAS (UTP). Research and publications in Statistics, Pattern Recognition and Image Process; Coordinator and Teacher of Engineering mathematic (Probability & Statistics, Stochastic Processes, Calculus ) for engineer students; Supervision of projects (PhDs, Masters and Final year Projects). Teacher of Programming & Simulation with MATLAB Research Assistant at the Laboratory of Stochastic Processes, Federal Polytechnic School of Lausanne, Switzerland. Research and publications in probability theory and Modeling and analysis of Stochastic Systems. Study of particle systems in their dynamical and equilibrium aspects and analysis of Random walks for different models. Leader teaching assistant in Statistic courses for engineer students, Modeling in R, descriptive statistics, linear models and regression, ANOVA, Multivariate analysis, time series analysis. Supervision of student projects. 10/00-02/07 Teacher of mathematic at Gamma school, Federal Polytechnic School of Lausanne, Switzerland. The main aim is to offer the possibility to gain the basic understanding in Mathematics that is required to begin Federal Polytechnic School studies. 09/00-09/01 Developer and researcher at TRANSWITCH company (USA) in association with Integrated Systems Laboratory, Federal Polytechnic School of Lausanne, Switzerland. Study of an advanced system of routing for data transmission over the internet (IP packet-internet Protocol). Development of routing algorithms with high debit and low cost. Optimal design of architecture networks, which guarantee Quality of Service (QoS). Elaboration of test tools concerning the various components of the system (Meter, Marker, Scheduler, Dropper, and Classifier). 03/00-09/00 Master training in TéSP's laboratory, School of Toulouse (ENSEEIHT), France. Study and development of a new method of multiple accesses in mobile networks by clock change, and comparison with classical techniques. 09/98-07/99 Development engineer at ETTE (Telecom and Electronics company) ALCATEL France. Programming and installation of switchboards, maintenance of equipment. 01/98-07/98 Final year project at the transmission laboratory, Institute of Telecommunications of Oran (ITO) France Telecom. Study of a digital transmission channel for voice signals in mobile radio environment. Development of software programs to test the converter CELP. 07/97-08/97 Technical training at the transmission department, PTT, MEDIA. Descriptive study of phone transmission systems.

3 Honors & Recognitions BRONZE Prize: Most innovative Award, postgraduate category (SEDEX30), Title of the project: On the Provisioning of Extending The Efficiency of Intrusion Detection Through Optimal SVM's Kernel, August 2012, Malaysia. The best paper award for University Technology of PETRONAS research paper conference ( Title: A New Novel Model for Prediction of Ionic Liquid Toxicity Based on Quantitative Structure Activity Relationship Approach 10 August 2012, Malaysia. Mathematic Award: National Mathematical Modeling Competition June 2012 (NMMC), Title of the project: Mathematical model of Investment planning in Malaysia Gold Medal: Title Remote Body Temperature Monitoring System for Malaria Patients in the Geneva exhibition held from 6 th to 10 th April 2011, Switzerland Silver Prize: Title BODYTEMPTRAXX Seoul International Invention Fair 2010 (SIIF2010), Korea Invention Promotion Association, South Korea. Gold medal: Most innovative Award, Engineering Team Project (ETP) category, University Technology of PETRONAS November 2009, Malaysia. Award: Best Green Invention, Remote Body Temperature Monitoring System for Malaria Patients, 21th International Invention, Innovation& Technology Exhibition (ITEX10), May Senior Member of International Association of Computer Science and Information Technology (IACSIT), Singapore, info@iacsit.org Member of Swiss Mathematical Society (SMS), Switzerland, Member of the International Association of Engineers (IAENG), Hong Kong, Editorial Services Editor-in-Chief for International Research Organization of Computer Science (IROCS) Editorial Board, Developing Bachelor program in Biomathematics for ALFAISAL university

4 Developing Bachelor program in Computer Science for ALFAISAL university, Member of Hiring committee/panel Interviews 2013 for ALFAISAL University, Mathematics department. Member of Hiring committee/panel Interviews 2013 for ALFAISAL University, Physique department. Member of Hiring committee/panel Interviews 2013 for ALFAISAL University, Chemistry department. Member of Hiring committee/panel Interviews 2013 for ALFAISAL University, English department. Head of Delta-Tau Research Seminar Series of PETRONAS University (UTP), Delta-Tau Technical committee member of 2 nd International Conference on Fundamental and Applied sciences, Editorial Board Member of the Journal of Internet and Telecommunication Technology, 2012 Reviewer of International Conference on Machine Learning and Computing, Singapore. Reviewer of the International Conference on Signal and Image Processing Applications (ICSIPA), Malaysia. Reviewer of International Journal of Computer and Electrical Engineering (IJCEE). Reviewer of Journal Prep since Scientific and Technical Committee & Editorial Review Board for World Academy of Science, Engineering and Technology Reviewer of 2011 IEEE International Conference on Signal and Image Processing Applications (ICSIPA 2011). Chairman, International conference WCSET Amsterdam, September Chairman, International conference on Fundamental and Applied science, ICFAS, June 2010.

5 Chairman, International conference on Information Technology, ITsim, June Member of AlFAISAL University recruitment committee for Mathematics, Computer Science, Physics, Chemistry and Biology Research Funds 1. Grant Name: King Abdulaziz City for Science and Technology KACST Title of project: Optimized Features Encoding and Classification Algorithms for Protein in Bioinformatics Amount: SR 597, Duration: December June Grant Name: ALFAISAL Research Grant, Saudi Arabia Title of project: Multi-Cancer Diagnostic in Digital Mammograms Amount: SR 48, Duration: December December Grant Name: ALFAISAL Research Grant, Saudi Arabia Title of project: A New Human Face Biometrics based on Statistical Features Extracted for Authentication and Identification Systems Amount: SR 50, Duration: December December Grant Name: E-science Fund, MOSTI, Malaysia Title of project: Breast Cancer Detection in Digital Mammograms Using Multi-resolution Representations Amount: RM 109, Duration: March July Grant Name: YUTP FUNDAMENTAL RESEARCH GRANT, Malaysia Title of project: Advanced Mathematic FORCASTING Techniques and Models: Hybrid Linear/Nonlinear model for FORECASTING offshore environmental loads Amount: RM 90, Duration: January July Grant Name: Fundamental Research Grant Scheme by the Ministry of Higher Education, Malaysia Title of project: Novel approach to collect nanoparticles using bubbles with surface forces Amount: RM 247, Duration: June July 2014 (36 months) 7. Grant Name: STIRF-University of Technology of Petronas Title of project: BODY TEMPERATURE DETECTION SYSTEM FOR DENGUE PATIENTS USING RFID SYSTEM AND GSM NETWORK Amount: RM 19, Duration: July June 2011 (12 months) 8. Grant Name: STIRF-University Technology of Petronas, Malaysia Title of project: A New Human Face Biometrics based on Statistical Features Extracted from Discrete Wavelet Transform Coefficients for Authentication and Identification

6 Systems Amount: RM 21, Duration: April May 2012 (12 months) 9. Grant Name: Fundamental Research Grant Scheme by the Ministry of Higher Education, Malaysia Title of project: A Study of Quantifying Asphaltene Precipitation in Oil Reservoir by Mathematical Modeling Amount: RM 117,300 Duration: April May 2014 (25 months) 10. Grant Name: URIF-University Technology of PETRONAS, Malaysia Title of project: Development of Real-time Network Anomaly Detection System Based on Frequent Pattern Mining Technique Amount: RM 40,000 Duration: May March 2014 (25 months) Research Interests Applied Mathematics, Advanced Mathematic FORCASTING Techniques and Models Image & Signal processing Pattern Recognition, Image Processing Statistical theory and methods, data analysis, Statistical decision theory, Statistical quality control. Probability theory, Stochastic Processes and application, interacting particle systems, random walks in random environment. Research Supervision April 2013-Present Jan / / / / / / /2010 PhD Title: Gas Identification With Electronic Nose Using Tree Feature Selection Method, Hong Kong University of Science and Technology, UST. PhD Title: Pre-Coder Design Based on Inter-Antenna Leakage Minimization for MU-MIMO. Master Title: ON SLEEP APNEA DIAGNOSIS: A WAVELET BASED APPROACH UTILIZING ECG DATA. Master Title: On The Provision of extending the Efficiency of Intrusion Detection Through Optimal SVM s Kernel. PhD Title: Region-Based Adaptive Distribution Video Coding Codec 02/ / / /2010 PhD Title: Computer Aided System for Breast Cancer Diagnosis Using Curvelet Transform Master Title: New Facial Biometrics Based on Statistical Approach for Localization and Classification

7 03/ / / /2010 PhD Title: Biological Inspired Intrusion Prevention and Self-Healing System for Critical Services Network Bachelor of Engineering Title: License Plate Recognition Using Wavelet Transform and Cluster-K-Nearest Neighbor Classifier 06/ /2010 Jan Bachelor of Engineering Title: Pattern Recognition Using K-Nearest Neighbors Technique for Character recognition Master Title: Statistical Model and Wavelet Function for Face Recognition Oct 2011-Present Dec Present PhD Title: New Sequence Encoding algorithm and classification of Protein PhD Title: Speech Retrieval Jan 2012-Present Master Title: Age and Emotional Intelligence Detection Jan 2012-Present PhD Title: Information Security in Could Computing Jan 2008-Present PhD Title: Developing Genetic Algorithm Jan 2008-Present Master Title: Developing of Algorithm of classification Jan 2007-Present PhD Title: Distributed Multi view video coding Jan 2007-Present Master Title: Space Optical Communication Systems Modeling Jan Master Title: Wireless Mobile Ad hoc Networks Jan 2012-present PhD Title: Data Confidentiality in Term of Insider Malicious in Could Computing June 2007-Present More than 6 Final Year Projects done with E.E. Department, UTP Examiner Internal and External for PhD/Master thesis 1. Level: Master ; Thesis Tile: Numerical Modeling of Tropospheric Radio Wave Propagation Using Wavelets ; Year: ; University: University Technology of PETRONAS ; Student Name : Mr. Asif IQBAL.

8 2. Level: Master ; Thesis Tile: A Novel Joint Perceptual Encryption and Watermarking Scheme (JPEW) for Multimedia Content ; Year: ; University: University Technology of PETRONAS ; Student Name : Mr. Imran Khan. 3. Level: Master ; Thesis Tile: A Stydy of Marine CSEM Survey Geometry for Seabed Logging, Year: ; University: University Technology of PETRONAS ; Student Name : Mr. Nazabat Hussain. 4. Level: Master ; Thesis Tile: Reliability-Evaluation of Nanoscale Circuit Design Using Bayesian Networks ; Year: ; University: University Technology of PETRONAS, Student Name : Mr. Usman Khalid. 5. Level: Master ; Thesis Tile: Performance Evaluation of Single-Hop Periodic Safety Beaconing for VTVV in VANET ; Year: ; University: University Technology of PETRONAS ; Student Name : Mr. Bilala Munir Mughal. Teaching Experience No Course Name Program Year of Standing 1. Advanced Probability II Graduate Courses Postgraduate 2. Advanced Engineering Mathematics Electrical & Electronics Engineering Postgraduate 3. Stochastic Processes Electronic System Engineering Postgraduate 4. Signal and Image processing Electrical & Electronics Engineering Postgraduate 5. Advance Probabilities I Electrical & Electronics Engineering Year 3 Sem Probability and Statistics Electrical & Electronics Engineering Year 2 Sem Complex Analysis and Geometry Electrical & Electronics Engineering Year 1 Sem Linear Algebra Electrical & Electronics Engineering Year 1 Sem Mathematical Analysis Electrical & Electronics Engineering Year 1 Sem Calculus I, II, III Engineering and Foundation Foundation 11. MATLAB: Simulation & Electrical & Electronics Engineering Year 4 Sem. 1 Programming 12. Advanced Engineering Electrical & Electronics Engineering Postgraduate Mathematics 13. Signal and Image processing Electrical & Electronics Engineering Postgraduate 14. Numerical methods Electrical & Electronics Engineering Undergraduate

9 Patents: 1. USA/Malaysia Patent, Face Classification for Verification Approaches, Brahim Belhaouari Samir and Nadir Noreen. 2. USA/Malaysia Patent, New Algorithm for Classification, Brahim Belhaouari Sami and Amel A. Thesis 1. S. Belhaouari, (09/2006), Interfaces of the one-dimensional voter models, Federal Polytechnic School of Lausanne, Switzerland (FPSL). or 2. S. Belhaouari, (09/2000), New method of multiple accesses in mobile networks by clock change, and comparison with classical techniques, INP ENSEEIHT, School of Toulouse, France. 3. S. Belhaouari, (09/1998), Study of a digital transmission channel for voice signals in mobile radio environment by using Code Excited Linear Prediction (CELP), Transmission laboratory, Institute of Telecommunications of Oran (ITO), Algeria. Books 1. Elsadig Saeid, Brahim B. Samir, Recent Advances In multiuser MIMO chap book Chapter: titled Developments in Wireless Network Prototyping, Design and Deployment: Future Generations Editor: Dr. Mohammad Abdul Matin, publisher: IGI Global. 2. Elsadig Saeid, Brahim Brahim Samir, An Advanced MIMO Precoding Technique for WiMAX book Chapter: titled WiMAX. Book edited by Gianni Pasolini, ISBN , Published: June 5, 2013 under CC BY 3.0 license. 3. A.Elamin, Brahim Belhouari Samir Wireless Video Sensor Networks: Advances in Distributed Video Coding. Book title Visual Information Processing in Wireless Sensor Networks: Technology, Trends and Applications. Publisher, IGI Global, pp ISBN 13 ; ; 10: , EISBN13: USA, June 2010, accepted for Publication Brahim Belhaouari Samir Pre-Calculus: for Engineering and IT Students Publisher: Pearson Malaysia Sdn Bhd, 2009.

10 Papers in Journals 1. Samir Brahim Belhaouari, T. Mountfor, R. sun and G. Valle. (2006), Convergence results and sharp estimates for the voter model interface, Oxford Journal, Electronic Journal of Probability vol.11, Paper no. 30, pages , 2. Samir Brahim Belhaouari, T. Mountfor. (2006), Tightness of the interface for onedimensional voter models, Proceeding of the London Mathematical Society, volume 94, number 2, pages , arxiv:math/ v1 [math.pr]. 3. Samir Brahim Belhaouari, T. Mountfor. (2007) Upper function for interface boundaries, Journal of the London Mathematical Society. 4. Samir Brahim Belhaouari (2008) Fast and Accuracy Time Series Classification Using A New Cluster-k-Nearest Neighbor, Journal of the Association of Arab Universities for Basic and Applied Sciences. 5. Aidel Basri, Baharum Baharudin, Samir Brahim Belhaouari, (2008), Effectiveness of Pruning to Increase Efficiency and Accuracy in Decision Tree, Proceedings of the International Graduate on Engineering and Science (IGCES'08). 6. Samir Brahim Belhaouari. (2009), Fast and Accuracy Control Chart Pattern Recognition using a New cluster-k-nearest Neighbor, Journals of Word Academy of Science, Engineering and Technology, vol. 30, January Samir Brahim Belhaouari. (2009), Fast and Accuracy Gas Identification by Using a Cluster-k-Nearest-Neighbor, Computer Science Journals Aidel Basri, Baharum Baharudin, Samir Brahim Belhaouari, (2008), Comparison of Techniques for Estimating the Accuracy of Classification Methods, Proceedings of the International Graduate on Engineering and Science (IGCES'08) 9. Mohamed Meselhy Eltoukhy, Ibrahima Faye, Brahim Belhaouari Samir, (June 2010), Breast Cancer Diagnosis in Digital Mammogram Using Multiscale Curvelet Transform, ELSEVIER, journal of Computerized Medical Imaging and Graphics Volume 34, Issue 4, Pages Samir Brahim Belhaouari and Riadh Abaza (2010) Gas Identification by Using a Cluster-k-Nearest-Neighbor, Computer Science and Information Technology (IACSIT) Mohamed Meselhy Eltoukhy, Ibrahima Faye, Brahim Belhaouari Samir A comparison of Wavelet and Curvelet for Breast Cancer Detection in Digital Mammogram, Elsevier, Journal of Computers in Biology and Medicine Journal at February Volume 40, Issue 4, April 2010, Pages Ibrahima Faye, Brahim Belhaouari Samir Multiresolution Based Feature Extraction Method for Breast Cancer Diagnosis in Digital Mammogram, pattern recognition letters Journal at November 2009.

11 13. M. Naufal Saad, Brahim Belhaouari Samir, "Binary Pulse Position Modulation (BPPM) Bit Error Rate (BER) Analysis in Turbulent Atmosphere," Journal of Telecommunication, Electronic and Computer Engineering, vol. 2, no.1, June A. Elamin, Brahim Belhaouari Samir, Region-Based Adaptive Distributed Video Coding, International Journal of Computer Theory and Engineering, Vol. 3, No. 2, April A. Elamin, Brahim Belhaouari Samir A Machine Learning Approach for Rate Allocation In distributed video coding, Journal of the Electronics and Telecommunications Research Institute ETRI - submitted August 2010, under review. 16. Ibrahima Faye, Brahim Belhaouari Samir, Automatic detection of breast masses in digital mammograms, Computerized Medical Imaging and Graphics, Elsevier, submitted, Brahim Belhaouari Samir, Ibrahima Faye, Automatic detection of Architectural distortion in digital mammograms, Computerized Medical Imaging and Graphics, Elsevier, submitted, Varun J. Jagadish, Brahim Belhouari Samir, Light Video Compression System Based on Distributed Video Coding. Book title Visual Information Processing in Wireless Sensor Networks: Technology, Trends and Applications. Publisher, IGI Global, submitted June 2010, accepted for Publication. 19. Elsadi M., Brahim Belhaouari Samir Immune multi agent system for intrusion prevention and self healing system implement a non-linear classification, Proceedings 2010 International Symposium on Information Technology System Development and Application and Knowledge Society, ITSim'10 Volume 3, 2010, Article number Brahim Belhaouari Samir, Elsadi M., Immune Multi-agent System for Network Intrusion Detection use Non-linear Classification Algorithm, International Journal of Computer Application ( ), USA, Vol 12-No7, Dec James Osuru Mark, Brahim Belhaouari Samir, Mohammed Naufal International, Bit Error Rate Performance for Multicarrier Code Division Multiple Access over Generalized η- μ Fading Environment, Journal on Advanced Science, Engineering and Information Technology, Vol. 1 (2011) No. 4, pages: Brahim Belhaouari Samir, Nadir Nourain, Statistical Model and Wavelet Function for Face Recognition, Journal of Applied Sciences Volume 11, November 7, , H.M. Zaid, N.B. Yahya, M.N. Akhtar and Brahim Belhaouari Samir 1D EM Modeling for Onshore Hydrocarbon Detection using MATLAB, Journal of Applied Sciences Volume 11, November 7, , Nadir Nourain, Brahim Belhaouari Samir Fast Template Matching Method based Optimized Sum of Absolute Difference Algorithm for Face Localization, International Journal of Computer Applications (IJCA), ( ) Volume 18-No. 8, March Elsadig SAEID, Brahim Belhaouari Samir, FKT Based successive linear Precoding for Multiuser Multiple input Multiple Output System, International Journal of Communication Systems, (JCM, ISSN ), submitted and accepted on march Dawoud, N. N., Samir Brahim Belhaouari, Proceedings N-mean kernel filter and normalized correlation for face localization, 2011 IEEE 7th International Colloquium on

12 Signal Processing and Its Applications, CSPA 2011, art. no , pp , May Ammar Elyas babiker, M.Nordin B. Zakaria, Hassan Yosif, and Samir Brahim Belhaouari, An Efficient Energy Adaptive Hybrid Error Correction Technique for Underwater Wireless Sensors Netwrks," World Academy of Science, Engineering and Technology" issue 75 March 2011, Article A. Elamin and Brahim Belhaouari Samir, Transform Domain Slice Based Distributed Video Coding, Journal of Engineering Science and Technology (JESTEC), 6 (5). pp ISSN , February Saima H., Brahim Belhaouari Samir and T A Jillani, ARIMA based Interval Type-2 Fuzzy Model for Forecasting, International Journal of Computer Applications, Volume 28, Numero 3, pages 17-21, August A. Elamin, Brahim Belhaouari Samir, Best fit models test for the virtual channel In distributed video coding, " Journal of Engineering Science and Technology, Vol. 6, No. 4, p School of Engineering, Taylor s University, August Brahim Belhaouari Samir, Mohanad El-Harbawi, Development of a novel mathematical model using a group contribution method for prediction of ionic liquid toxicities, Chemosphere, volume 85, pages pp, 2011 (Elsevier, IF 3.155). 32. Noreen Kausar, Brahim Belhaouari Samir, An Overview of Network Attacks for Developing Intrusion Detection Mechanism, ELSEVIER: Procedia-Computer Science Journal (ISSN: ), Noreen Kausar, Brahim Belhaouari Samir, A Review of Classification Approaches using Support Vector Machine in Intrusion Detection, Communications in Computer and Information Science (CCIS) Series of SPRINGER LNCS, December, 2011, Volume 253, Part 3, 24-34, Volume 253 CCIS, Elsadig Saeid, Varun Jeoti, Brahim Brahim Samir, Per-Antenna Signal to Leakage Noise Ratio Precoding for MU-MIMO-OFDM System with Reduced Feedback, submitted to the International Journal of Information and Communication Technology 35. Noreen Kausar, Brahim Belhaouari Samir, Survey of Classification Techniques in Intrusion Detection System for Determining Optimized Solution, Journal of FORMATION- TOKYO, Accepted December 2011, INFORMATION: An International Interdisciplinary Journal. 36. Ibrahima Faye, Brahim Belhaouari Samir A Statistical Based Feature Extraction Method for Breast Cancer Diagnosis in Digital Mammogram using Multi-Resolution Representation, Elsevier, Journal of Computer in Biology and Medicine, Elsevier, Volume 42, Issue 1, Pages , January Saima Hassan, Jafreezal Jaafar, Brahim Belhaouari Samir, A Hybrid Fuzzy Time Series Model for Forecasting, Journal of Engineering Letters, International Association of engineers (IAENG), Volume 20 Issue 1, Pages 88-93, February Noreen Kausar and Brahim Belhaouari Samir, Survey of Classification Techniques in Intrusion Detection System for Determining Optimized Solution, INFORMATION Journal (An International Interdisciplinary Journal) IS SN (print), ISSN (electronic), accepted February Elsadig Saeid, Brahim Belhaouari Samir, FKT Based Successive Linear Pre-coding for

13 Multiuser Multiple Input Multiple Output System, Journal of Communications (JCM, ISSN ), accepted March Brahim Belhaouari Samir, Amal A., Face Recognition by Optimized K-means cluster algorithm with Statistical Metrics for Feature Extraction, Journal of Advances in Artificial Neural Systems, accepted July Noreen Kausar and Brahim Belhaouari Samir, Application of Support Vector Machines in Intrusion Detection System Using Optimized Kernel Function, submitted to Applied Mathematics & Information Sciences (AMIS) 42. Brahim Belhaouari Samir, Statistical Model for Breast Cancer Diagnosis in Digital Mammogram, submitted to IEEE Transactions on Biomedical Engineering, July Brahim Belhaouar Samir, Javed Iqbal, Computer Aided System for Biological Data Mining of Protein Sequences, submitted to Oxford journals: Bioinformatics, September Marwan Al-Jemeli, Fawnizu Azmadi Hussin, Brahim Belhaouari Samir, An Energy Efficient Location Estimation Method For Mobile Wireless Sensor Networks, submitted to Journal of Ad hoc and Sensor Wireless Networks. 45. Brahim Belhaouari Samir, Amal S. Osman Ali, and Nadir Nourain, Face localization using template matching method based on new statistical metrics, American Institute of Physics Proc. 1482, pp , September Brahim Belhaouari Samir, Hamada R. H. Al-Absi, and Khelil Kassoul, Breast cancer classification using cluster k-nearest neighbor, American Institute of Physics Proc. 1482, pp , September Brahim Belhaouari Samir, Youssef A. Y. Rezk, Generation of large prime numbers from a sequence of previous prime numbers, American Institute of Physics Proc. 1482, pp , September Youness Mobssite, Brahim Belhaouari Samir, and Ahmed Fadzil B. Mohamad Hani, Signal and image processing for early detection of coronary artery diseases: A review, American Institute of Physics Proc. 1482, pp , September Saima Hassan, Jafreezal Jaafar, Brahim Belhaouari Samir, and Abbas Khosravi, A new genetic fuzzy system approach for parameter estimation of ARIMA model, American Institute of Physics Proc. 1482, pp , September Noreen Kausar and Brahim Belhaouari Samir, Application of Support Vector Machines in Intrusion Detection System Using Optimized Kernel Function, Archives Des Sciences Journal (ADS), Accepted September Noreen Kausar and Brahim Belhaouari Samir, Survey of Network Attacks And Recent Techniques for Developing Intrusion Detection, Journal of Universal Computer Science submitted Aiman Moyaid and Brahim Belhaouari Samir, Outlier Detection Scoring Measurements Based on Frequent Pattern Technique, Maxwell Scientific Organization, Research Journal of Applied Sciences, Engineering and Technology, 6(8): , July

14 53. Mohanad El-Harbawi, Fidatul Akmar Bt. Mat Shoib, Brahim Belhaouari Samir, A novel QSPR model for prediction of lower flammability limit of pure compounds, submitted to Journal of Hazardous Materials. 54. Mohanad El-Harbawi, Brahim Belhaouari Samir, Moulay-Rachid Babaa, Kiki A. Kurnia, M.I. Abdul Mutalib, A new QSPR model for predicting the densities of ionic liquids, Submitted to International Journal of Molecular Sciences. 55. Harith Rashid, Nurul Hasan, Brahim Belhaouari Samir, Performance of Packed Column for CO2 Absorption, using Aqueous MEA Solution, Submitted to International Journal of Greenhouse Gas Control. 56. E. Saeid, et al, Brahim Belhaouari Samir, "Efficient Per-antenna Signal to Leakage Plus noise Ratio Precoding for Multiuser Multiple Input Multiple Output System," Research Journal of Applied Sciences, Engineering and Technology 4(15): , August Muhammad Javed Iqbal, Brahim Belhaouari Samir, M.Y Aalsalem, Computer Aided System for Biological Data Mining of Protein Sequences, Wulfenia Journal, 19(10), pp , October Muhammad Javed Iqbal, Brahim Belhaouari Samir, M.Y Aalsalem, Computational Techniques for Classification of Protein Sequences: A Review, Archives Des Sciences Journal, 65(9), pp , September Hamada R. and Brahim Belhaouari Samir, A comparison of wavelet and curvelet for lung cancer diagnosis with a new cluster K-nearest neighbor classifier, Mathematical Methods for Information Science & economics Proceeding of 17th WASEAS International Conference on Applied Mathematics (AMATH 12), pp , Montreux Switzerland, December 29-31, Muhammad Javed, Faye Ibrahima and Brahim Belhaouari Samir, A Frequency Based Feature Encoding and Selection Algorithm for Protein Sequence Classification Submitted to IEEE/ACM Transactions on Computational Biology and Bioinformatics, April Muhammad Javed Iqbal, Ibrahima Faye, Abas Md Said, Brahim Belhaouari Samir, Computational Technique for Efficient Classification of Protein Sequences with Distance Based Feature Encoding Submitted to Computational Intelligence journal of Wiley, June Omar Kassem Khalil and Brahim Belhaouari Samir, Comparison Between Normalized Databases Implemented With Different Database Systems, Advanced Materials Research Vols (2013) pp Brahim Belhouari Samir and Aissa Boudjell, Handwritten Character Recognition Based on a Multiple Fermat's Spiral, Advanced Materials Research Vols (2013) pp Brahim Belhaouari Samir, Munwar A., Generation of Primes from Advanced Sequence and Decomposition Methods, International Journal of Pure and Applied Mathematics (IJPAM), Volume 85 No. 5 July 2013, Muhammad Hassan, Brahim Belhaouari Samir and Amine Bermak, Gas Identification with Electronic Nose Using Tree Feature Selection Method, submitted to IEEE sensors journal, August 2103.

15 66. Maythem K. Abbas, Mohd Noh Karsiti, Brahim Belhaouari Samir, "Integrated Self- Organized Traffic Light Controllers for Signalized Intersections", International Review of Automatic Control (I.RE.A.CO.), Vol. 6, n. 4. July Hamada R. H. Al-Absi, Suziah Bt. Sulaiman, Brahim Belhaouari Samir, A Computer Aided Diagnosis System for Lung Cancer based on Statistical and Machine Learning Techniques, accepted to be published in Journal of Computers (JCP, ISSN X), 11 September Hamada R. H. and Brahim Belhaouari Samir, A Statistical Feature Selection Method for Lung Cancer Classification in CT Scans, American Institute of Physics Proc. 1558, 2524 October Conferences and Technical Reports TH INTERNATIONAL CONFERENCE OF NUMERICAL ANALYSIS AND APPLIED MATHEMATICS 2013(ICNAAM 2013), A Statistical Feature Selection Method for Lung Cancer Classification in CT Scans. Rhodes, Greece, September th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBS), On the combination of wavelet and curvelet for feature extraction to classify lung cancer on chest radiographs. Osaka, Japan, 3-7 July, Computer Systems and Applications (AICCSA), 2013 ACS International Conference on, pp. 1-4, An Efficient Wireless Sensor Network-based Water Quality Monitoring System, Morocco, May International Conference on Green Chemical Engineering and Technology (GCET 2013), MATHEMATICAL MODELING OF ASPHALTENE: A REVIEW, Melaka, Malaysia November BCS International IT C conference (BCSIITC 2013), License Plate Recognition: Symlets 8 Wavelet level 5 and 6, Abu Dhabi, UAE, 31 March-1 April WASEAS International Conference on Applied Mathematics (AMATH 12), A comparison of wavelet and curvelet for lung cancer diagnosis with a new cluster K-nearest neighbor classifier, Montreux Switzerland, December 29-31, IEEE Symposium Series on Computational Intelligence, Bayesian Model Averaging of Load demand forecasts from neural networks Models, Singapore, 15 th -19 th April International Conference on Computer Technology and Development- ICCTD 2012, New Adaptive Network Anomaly Detection System Using Frequent Patterns, Bangkok, Thailand, 24 th -25 th November 24-25, Developments in esystems Engineering (DeSE) Conference, License Plate Recognition Based on Symlets 8 Wavelet level 5 and Cluster K-Nearest Neighbour Method and Euclidean distance method. ROMANIA, Buchares, DeSE th - 7th September IEEE International Conference on Parallel, Distributed and Grid Computing (PDGC-2012), Amplitude Independent Feature Extraction for Effective Speech Retrieval, Himachal Pradesh, India, 6 th -8 th December 2012.

16 79. The World Engineering, Science and Technology Congress (ESTCON2012), Localization of Acne Lesion through Template Matching, Kuala Lumpur, th June International Conference on Computer & Information Sciences (ICCIS 2012), An Approach towards Intrusion Detection Using PCA Feature Subsets and SVM " Kuala Lumpur, th June The World Engineering, Science and Technology Congress (ESTCON2012), Signal and Image Processing for Early Detection of Coronary Artery Diseases, Kuala Lumpur, th June The World Engineering, Science and Technology Congress (ESTCON2012), Face Localization Using Template Matching Method Based on New Statistical Metrics, Kuala Lumpur, th June The World Engineering, Science and Technology Congress (ESTCON2012), Generation of Large Prime Numbers From a Sequence of Previous Prime Numbers, Kuala Lumpur, th June The World Engineering, Science and Technology Congress (ESTCON2012), Breast Cancer Classification Using Cluster k-nearest Neighbour, Kuala Lumpur, th June The World Engineering, Science and Technology Congress (ESTCON2012), A New Genetic Fuzzy System Approach for Parameter Estimation of ARIMA Model, Kuala Lumpur, th June The International Multi-Conference of Engineers and Computer Scientists 2011, Fast Template Matching Method Based on Optimized Metrics for Face Localization, Hong Kong, March IEEE 8th International Conference on High-capacity Optical Networks and Emerging Technologies, Improving Intrusion Detection Using an Optimized Approach of SVM, KL December, 2011, Riyadh, Kingdom of Saudi Arabia. 88. IEEE Student Conference on Research and Development (SCOReD) 2011, Dynamic Traffic-Light Phase Plan Protocol (DT3P), pages: , December 2011, Cyberjaya, Malaysia. 89. IEEE International Conference on Research and Innovation Systems (ICRIIS 11), Best Wavelet Function for Face Recognition Using Multi-Level Decomposition, November 2011, KL, Malaysia. 90. The International Conference on Informatics Engineering & Information Science (ICIEIS2011), A Review of Classification Approaches using Support Vector Machine in Intrusion Detection, Malaysia Nov , World Conference on Information Technology (WCIT-2011), An Overview of Network Attacks for Developing Intrusion Detection Mechanism, November, 2011, Istanbul, Turkey. 92. IEEE International Conference on Research and Innovation Systems (ICRIIS 11), Frequent Pattern-based Outlier Detection Measurements: A Survey, November 2011, KL, Malaysia. 93. IEEE International conference on communication technology (IEEE ICCT), Average

17 Channel Capacity for MIMO Orthogonal MC DS-CDMA System in Nakagami-m Fading Environment, September 25-28, 2011, Jinan, China. 94. IEEE Symposium on Computers and Informatics, BER performance evaluation for multicarrier code division multiple access over generalized k-μ fading channels ISCI , art. no , pp , October, 2011, Penang, Malaysia. 95. IEEE National Postgraduate Conference (NPC) 2011, Intelligent Time Series models for Weather forecasting: A review, September 2011, Perak, Malaysia. 96. IEEE National Postgraduate Conference (NPC) 2011, Traffic Light Control Using VANET System Architecture, September 2011, Perak, Malaysia. 97. IEEE National Postgraduate Conference (NPC) 2011, Enhanced Oil Recovery (EOR) Scheme Management, September 2011, Perak, Malaysia. 98. IEEE National Postgraduate Conference (NPC) 2011, Average BER Performance and Spectral Efficiency for MIMO Orthogonal MC DS-CDMA System over Nakagami-m Fading Channels, September 2011, Perak, Malaysia 99. IEEE Symposium on Wireless Technology and Applications (ISWTA) 2011, Traffic Light Control via VANET System Architecture, September 25-28, 2011, LANGKAWI, Malaysia 100. International Conference on Communication and Broadband Networking (ICCBN 2011), SEEK: An Energy Efficient Control Packet Approach For Wsn Mac Layer Design, June 17-19, 2011, Kuala Lumpur, Malaysia 101. International Conference on Communication and Broadband Networking (ICCBN 2011), FKT based linear Precoding For Multiuser Multiple input Multiple output system, June 17-19, 2011, Kuala Lumpur, Malaysia 102. The International Multi-Conference of Engineers and Computer Scientists 2011, Fast Template Matching Method Based Optimized Sum of Absolute Difference Algorithm for Face Localization, Hong Kong, March The th International Colloquium on Signal Processing & Its Applications, Image Preprocessing and Normalized Cross-Correlation for Face Localization, Malaysia, March IEEE Asia Pacific Conference on Circuits and Systems (APCCAS) 2010, A comparative analysis of integration schemes for UMTS and WLAN networks, Kuala Lumpur, Malaysia, December Proceedings 2010 International Symposium on Information Technology - System Development and Application and Knowledge Society, ITSim'10 3, art. no , Immune multi agent system for intrusion prevention and self healing system implement a non-linear classification, 106. The 2nd International Conference on Computer and Automation Engineering, ICCAE 201, Intrusion prevention and self-healing algorithms inspired by danger theory, Singapore; February IEEE Asia-Pacific Conference on Circuits and Systems, Proceedings, APCCAS, art. no , pp , A comparative analysis of integration schemes for UMTS and WLAN networks, KL, Malaysia, December 2010.

18 108. The International Conference on Electronics and Information Engineering (ICEIE 2010). On the selection of best Wavelet Function for Face classification Using Multi-Level Decomposition, Japan, June Proceeding of 2010 IEEE-EMBS Conference on Biomedical Engineering and Sciences, Automatic detection of breast masses in digital mammograms using pattern matching, 30 November-2 December 2010, KL, Malaysia, 110. Proc. International Conference on Intelligent and Advanced Systems, N. Tahir, M. N. Saad, Brahim B. Samir, S. A. Aljunid, V. K. Jain, "Binary Pulse Position Modulation Simulation System for Free Space Optical Communication Systems", Malaysia, KL, June Feed Back Channel Usage Reduction In Distributed Video Coding, The 3rd International Conference on Intelligent & Advanced Systems (ICIAS2010), Malaysia, KL, June, Introducing SKIP Mode in Transform Domain Distributed Video Coding, The 3rd International Conference on Intelligent & Advanced Systems (ICIAS2010), Malaysia KL, June, Introducing SKIP Mode in Pixel Domain Distributed Video Coding, 6th International Colloquium on Signal Processing & Its Applications. Malaysia, Malacca May, Performance Analysis Of M-Ary Digital Modulation Techniques Over Nakagami-m And Rician Fading Environment With Maximal Ratio Combining Diversity, The 3rd International Conference on Intelligent & Advanced Systems (ICIAS2010), Malaysia KL, June, Biased Random Walk Based Routing For Mobile Ad Hoc Networks, The 3rd International Conference on Intelligent & Advanced Systems (ICIAS2010), Malaysia KL, June, Curvelet based feature extraction method for breast cancer diagnosis in digital mammogram. Proceeding of the 3rd International Conference on Intelligent & Advanced Systems (ICIAS2010). Malaysia KL, June, Statistical Model and Wavelet Function For Face Recognition, The 3rd International Conference on Intelligent & Advanced Systems (ICIAS2010), Malaysia KL, June Optimization in Vertical Handoff Decision Algorithms For Real Time Services, The 3rd International Conference on Intelligent & Advanced Systems (ICIAS2010), Malaysia KL, June The 2009 International Conference (WCSET 2009) in Amsterdam, Gas Identification by Using a Cluster-k-Nearest-Neighbor, CONFERENCE PROCEEDINGS ISSN: September 23-25, The International Conference on Fundamentals & Applied Sciences 2010, 1D EM Modeling for Onshore Hydrocarbon Detection Using MATLAB, Malaysia, June, International Conference on Electrical Engineering, Binary Pulse Position Modulation in Free Space Optical Communication Systems with Atmospheric Turbulence, Penang, Malaysia, February 24-26, 2010

19 122. Engineering Conference 2010, Systems Simulation of Binary Pulse Position Modulation for Free Space Optical Communication Systems, April 2010, Sarawak, Malaysia International Conference on Intelligent and Advanced Systems, ICIAS 2010, Kuala Lumpur; 15 June 2010 through 17 June 2010, Binary Pulse Position Modulation simulation system in Free Space Optical Communication Systems 124. Proceeding of National Postgraduate Conference 2009 at Universiti Teknologi PETRONAS, March 2009, Breast Cancer Diagnosis in Mammograms Using Multilevel Wavelet Analysis 125. Proceeding of 7 th International conference RoViSP 20009, December 2009, Langkawi, Malaysia, Wavelet Analysis: Comparison of Approximation and Details for Mammogram Classification IEEE, 2009 Second International conference on Computer and Electrical Engineering Catalogue Number 09PR3925, CFP0949I-PRT, December 2009, Dubai. Digital Mammograms Classification Using a Wavelet Based Feature Extraction Method 127. International Conference on Intelligent & Advanced Systems 2010 (ICIAS2010) organized by (The Electrical & Electronic Engineering Department, Universiti Teknologi PETRONAS (UTP), June 2010, Breast Cancer Diagnosis Based on Texture Feature Extraction Using Curvelet Transform 128. Proceeding of the 5th International Colloquium on Signal Processing and its Applications (CSPA 2009), in Kuala Lumpur Malaysia, Using Curvelet Transform to Detect Breast Cancer in Digital Mammogram, March , IEEE Catalog Number CFP0979G 129. International Conference, World Congress on Science, Engineering and Technology WASET (2009) in Dubai, Fast and Accuracy Control Chart Pattern Recognition Using a New Cluster-k-NN, January International Conference on Recent Trends in Mathematical Sciences in Bahrain, ICRMS (2008), Fast and Accuracy Time Series Classification Using a New Cluster-k-NN, November 10 12, Proceeding of National Postgraduate Conference 2009 at Universiti Teknologi PETRONAS in Malaysia (2009), Mohamed M. M. Eltoukhy, Ibrahima FAYE, Brahim Belhaouari Samir, Breast Cancer Diagnosis in Mammograms Using Multilevel Wavelet Analysis, March The IEEE International Conference on Signal & Image Processing Applications (ICSIPA 2009) in Kuala Lumpur, Mohamed M. M. Eltoukhy, Ibrahima FAYE, Brahim Belhaouari Samir, Breast Cancer Diagnosis Based on Texture Feature Extraction Using Curvelet Transform, November International Graduate Conference on Engineering & Science in Malaysia, IGCES (2008), Effectiveness of Pruning to Increase Efficiency and Accuracy in Decision Tree, December 22-24, Samir Brahim Belhaouari, (2006) Simulation of Voter model, contact model, and exclusion model, Federal Polytechnic School of Lausanne, Switzerland (FPSL) Samir Brahim Belhaouari, T. Mountford, R. sun and G. Valle, (2006) The convergence to the Brownian Web, Federal Polytechnic School of Lausanne, Switzerland (FPSL).

20 136. Samir Brahim Belhaouari, T. Mountford, (2005) Upper Functions for interface boundaries of the voter models, Federal Polytechnic School of Lausanne, Switzerland (FPSL) Samir Brahim Belhaouari, T. Mountford, R. sun and G. Valle, (2005) The convergence of the interface boundaries to the standard Brownian motion, Federal Polytechnic School of Lausanne, Switzerland (FPSL) Samir Brahim Belhaouari, T. Mountford, (2004) important properties of random walks, Federal Polytechnic School of Lausanne, Switzerland (FPSL). Current Projects Pattern Recognition Systems for Bioinformatics and Security applications Developing new algorithm for k-means Cluster (Global minimum, Fast algorithm, Optimal k cluster ) Developing new algorithms for Classification Image processing by Wavelet and Curvelet theory Channel modeling in MIMO communication Wavelet modulation to reduce BER Prime Numbers Generator Algorithm Computer Skills Operating Systems: UNIX, Windows (2000/XP) and DOS. Language and Software: C, C++, Fortran, LATEX. Scientific Software: Matlab, Mathematica, SAS, R Networking: TCP/IP, routing protocols. Skills -Outstanding communication and disposition. -Great ability to handle stressing situations. -Structured and Logical analysis and problem solving. -Accurate eye for details. -Strong Leadership, confident. -Dynamic, highly motivated, humor. Miscellaneous English: Fluent. French: Fluent. German: Basic. Leisure activities Sports, Cinema, traveling, reading...