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USD 200 /hr
Hire Dr. Muhammad A.
Saudi Arabia
USD 200 /hr
Expert in machine learning, Data Analysis and optimization
Profile Summary
Subject Matter Expertise
Services
Work Experience
Professor
Umm alqura university
January 2011 - Present
Professor
Umm Al-Qura University
January 2011 - Present 
Professor
Air University
January 2009 - December 2010
Associate Professor
Pakistan Institute of Engineering and Applied Sciences
December 2004 - December 2008
Assistant Professor
Pakistan Institute of Engineering and Applied Sciences
December 1996 - November 2004
Education
PhD
Tohoku university, Japan
April 1996 - March 1999
PhD (graduate school of information sciences)
Tohoku Daigaku
April 1996 - March 1999
MS (CNS)
Quaid-i-Azam University
December 1991 - May 1993
BE (Electronics Engineering)
NED University of Engineering and Technology
October 1986 - December 1990
Certifications
- Certification details not provided.
Publications
JOURNAL ARTICLE
Bilal, Mohsin and Arif, Muhammad(2019). A generalized modeling of ill-posed inverse reconstruction of images using a novel data-driven framework. Signal, Image and Video Processing. p. 1--9. Springer-Nature
Rashid, Muhammad and Shah, Syed Abdul Baqi and Arif, Muhammad and Kashif, Muhammad(2019). Determination of Worst-Case Data using an Adaptive Surrogate Model for Real-Time System. Journal of Circuits, Systems and Computers. p. 2050005. World Scientific Publishing Company
Md, Osman, Gani and Taskina, Fayezeen and Richard, J., Povinelli and Roger, O., Smith and Muhammad, Arif and Ahmed, J., Kattan and Sheikh,Iqbal, Ahamed(2019). A light weight smartphone based human activity recognition system with high accuracy. Journal of Network and Computer Applications. 141. p. 59--72. Elsevier
Bilal, Mohsin and Shaikh, Faisal K and Arif, Muhammad and Wyne, Mudasser F(2017). A revised framework of machine learning application for optimal activity recognition. Cluster Computing. p. 1--17. Springer
Muhammad Arif, Ahmed Kattan, Sheikh I. Ahamed(2017). Classification of Physical Activities Using Wearable Sensors. Intelligent Automation and Soft Computing. 23. (1). p. 21--30.
Fayyaz, ul Amir Afsar Minhasa and Amina, Asifa and Arif, Muhammad(2016). CAFÉ-Map: Context Aware Feature Mapping for mining high dimensional biomedical data. Computers in Biology and Medicine. 79. p. 68--79.
Abdullah Alshehri, Muhammad Arif, Marwan Alkhemi, Emad Felemban(2015). Analysis of Crowd Movement in the Prophet (SAW) Mosque in the City of Madinah. International Journal of Advances in Computer Science and Its Applications. 5. (2). p. 156--165.
Arif, Muhammad(2015). Classification of cardiotocograms using random forest classifier and selection of important features from cardiotocogram signal. Biomaterials and Biomechanics in Bioengineering. 2. (3). p. 173--183. Techno-Press
Kattan, Ahmed and Fatima, Shaheen and Arif, Muhammad(2015). Time-series event-based prediction: An unsupervised learning framework based on genetic programming. Information Sciences. 301. p. 99--123. Elsevier
Arif, Muhammad and Kattan, Ahmed(2015). Physical Activities Monitoring Using Wearable Acceleration Sensors Attached to the Body. PloS one. 10. (7). p. e0130851. Public Library of Science
Arif, Muhammad and Bilal, Mohsin and Kattan, Ahmed and Ahamed, S.Iqbal(2014). Better Physical Activity Classification using Smartphone Acceleration Sensor. Journal of Medical Systems. 38. (9). Springer US
Aziz, Wajid and Rafique, M and Ahmad, I and Arif, M and Habib, Nazneen and Nadeem, M SA(2014). Classification of heart rate signals of healthy and pathological subjects using threshold based symbolic entropy. Acta Biologica Hungarica. 65. (3). p. 252--264. Akad{\'e}miai Kiad{\'o}
Arif, Muhammad and Basalamah, Saleh(2013). 3D Similarity-Dissimilarity Plot for High Dimensional Data Visualization in the Context of Biomedical Pattern Classification. Journal of medical systems. 37. (3). p. 9944. Springer US
Arif, Muhammad and Daud, Sultan and Basalamah, Saleh(2013). Counting of People in the Extremely Dense Crowd using Genetic Algorithm and Blobs Counting. IAES International Journal of Artificial Intelligence. 2. (2). p. 51. IAES Institute of Advanced Engineering and Science
Arif, Muhammad and Saqib, Muhammad and Basalamah, Saleh and Naeem, Asad(2012). Counting of Moving People in the Video using Neural Network System. Life Science Journal. 9. (3).
Arif, Muhammad and Malagore, Ijaz A and Afsar, Fayyaz A(2012). Detection and localization of myocardial infarction using K-nearest neighbor classifier. Journal of medical systems. 36. (1). p. 279--289. Springer US
Arif, Muhammad and Daud, Sultan and Basalamah, Saleh(2012). People Counting in extremely dense crowd using blob size optimization. Life Science Journal. 9. (3). p. 1663--1673.
Arif, Muhammad(2012). Similarity-dissimilarity plot for visualization of high dimensional data in biomedical pattern classification. Journal of medical systems. 36. (3). p. 1173--1181. Springer US
Arif, Muhammad and Basalamah, Saleh(2012). SIMILARITY-DISSIMILARITY PLOT FOR HIGH DIMENSIONAL DATA OF DIFFERENT ATTRIBUTE TYPES IN BIOMEDICAL DATASETS. International Journal of Innovative Computing, Information and Control. 8. (2). p. 1275--1297.
Arif, Muhammad(2011). Evaluation of Discrimination Power of Features in the Pattern Classification Problem Using Arif Index and Its Application to Physiological Datasets. International Journal of Innovative Computing, Information and Control. 7. (2). p. 525--536.
Arif, Muhammad and others(2011). MOX: A novel global optimization algorithm inspired from Oviposition site selection and egg hatching inhibition in mosquitoes. Applied Soft Computing. 11. (8). p. 4614--4625. Elsevier
Arif, Muhammad and Ohtaki, Yasuaki and Nagatomi, Ryoichi and Inooka, Hikaru(2010). Analysis of the efect of fatigue on walking gait using acceleration sensor placed on the waist. International Journ Engineering Intelligent Systems Electrical Engineering Communications. 18. (2). p. 85.
Arif, Muhammad and Akram, Muhammad Usman and others(2010). Pruned fuzzy K-nearest neighbor classifier for beat classification. Journal of Biomedical Science and Engineering. 3. (4). p. 380--389. Scientific Research Publishing
Ling, C., Fujita, K., Ohtaki, Y., Arif, M, Nagatomi R.(2009). Relationship between reduced lateral reach and fall incidence in community-dwelling elderly adults. Japanese Journal of Physical Fitness and Sports Medicine. 58. (2). p. 209--218.
Abbas, Syed Rahat and Arif, Muhammad and Nilore, PO(2008). Hybrid Criteria for Nearest Neighbor Selection with Avoidance of Biasing for Long Term Time Series Prediction.
Khurshid, Noorulain and Arif, Muhammad and Safdar, Kamran(2008). Intelligent Generation of Synthetic Plants for Virtual Environments. Citeseer
Minhas, Fayyaz-ul-Amir Afsar and Arif, Muhammad(2008). Robust electrocardiogram (ECG) beat classification using discrete wavelet transform. Physiological Measurement. 29. (5). p. 555. IOP Publishing
Afsar, Fayyaz A and Arif, M and Yang, J(2008). Detection of ST segment deviation episodes in ECG using KLT with an ensemble neural classifier. Physiological measurement. 29. (7). p. 747. IOP Publishing
Abbas, Syed Rahat and Arif, Muhammad(2007). Modified nearest neighbor method for multistep ahead time series forecasting. International Journal of Pattern Recognition and Artificial Intelligence. 21. (03). p. 463--481. World Scientific Publishing Company
Aziz, Wajid and Arif, Muhammad(2006). Complexity analysis of stride interval time series by threshold dependent symbolic entropy. European journal of applied physiology. 98. (1). p. 30--40. Springer
Abbas, Syed Rahat and Arif, Muhammad(2006). Long range time series forecasting by upsampling and using cross-correlation based selection of nearest neighbor. International Journal of Pattern Recognition and Artificial Intelligence. 20. (08). p. 1261--1278. World Scientific Publishing Company
Wajid Aziz, Rahat Abbas, and Muhammad Arif(2005). Analysis of Gait Dynamics by using Threshold based Acceleration Change Index (TACI). Science International. 17. (1). p. 39--43.
Ohtaki, Yasuaki and Arif, Muhammad and Suzuki, Akihiro and Fujita, Kazuki and Inooka, Hikaru and Nagatomi, Ryoichi and Tsuji, Ichiro(2005). Assessment of walking stability of elderly by means of nonlinear time-series analysis and simple accelerometry. JSME International Journal Series C Mechanical Systems, Machine Elements and Manufacturing. 48. (4). p. 607--612. The Japan Society of Mechanical Engineers
F. A. Afsar, M. Arif, and M. Hussain(2005). Development of a Minutiae based Fingerprint Identification System. Science International. 17. (2). p. 111--116.
Arif, M and Aziz, W(2005). Application of threshold-based acceleration change index (TACI) in heart rate variability analysis. Physiological measurement. 26. (5). p. 653. IOP Publishing
Abbas, R and Aziz, W and Arif, M(2005). Modified Nearest Neighbour Algorithm for time series forecasting. SCIENCE INTERNATIONAL-LAHORE-. 17. (3). p. 191. PUBLICATIONS INTERNATIONAL
Rahat Abbas, Wajid Aziz, and Muhammad Arif(2004). Electrocardiogram Signal Forecasting using Iterated and Direct Methods Based on Artificial Neural Network. Journal of Applied and Emerging Sciences. 1. p. 72--78.
Arif, M and Ohtaki, Y and Nagatomi, R and Inooka, H(2004). Estimation of the effect of cadence on gait stability in young and elderly people using approximate entropy technique. Measurement Science Review. 4. (2). p. 29--40.
Arif, M and Ishihara, T and Inooka, H(2004). Intelligent learning controllers for nonlinear systems using radial basis neural networks. Control and intelligent systems. 32. (2). p. 61--68. Acta Press
Abo-Hammour, ZS and Yusuf, M and Mirza, NM and Mirza, SM and Arif, M and Khurshid, J(2004). Numerical solution of second-order, two-point boundary value problems using continuous genetic algorithms. International journal for numerical methods in engineering. 61. (8). p. 1219--1242. Wiley Online Library
Wajid Aziz, Rahat Abbas, and Muhammad Arif(2004). Acceleration Change Index for Heart Rate Variability Analysis. Journal of Applied and Emerging Sciences. 1. p. 79--86.
Arif, Muhammad and Ishihara, Tadashi and Inooka, Hikaru(2003). A learning control for a class of linear time varying systems using double differential of error. Journal of Intelligent and Robotic Systems. 36. (2). p. 223--234. Kluwer Academic Publishers
Nagatomi, R and Arif, M and Ohtaki, Y and Inooka, H(2003). Novel Method To Evaluate Walking Stability Using 3D Accelerometer. Medicine & Science in Sports & Exercise. 35. (5). p. S129.
Shin, Young-Kyun and Arif, Muhammad and Inooka, Hikaru(2002). An experimental study on the human upright standing posture exposed to longitudinal vibration. 제어로봇시스템학회: 학술대회논문집. p. 77--2. Institute of Control, Robotics and Systems
Arif, M and Ohtaki, Y and Ishihara, T and Inooka, H(2002). Analysis of Aging Effect on Human Walking Gait Using Detrended Fluctuation Analysis Technique. Int J HWRS. 3. (4).
Za’er, S and Mirza, Nasir M and Mirza, Sikander M and Arif, Muhammad(2002). Cartesian path generation of robot manipulators using continuous genetic algorithms. Robotics and autonomous systems. 41. (4). p. 179--223. North-Holland
Arif, Muhammad and Ishihara, Tadashi and Inooka, Hikaru(2002). Experience-based iterative learning controllers for robotic systems. Journal of Intelligent and Robotic Systems. 35. (4). p. 381--396. Kluwer Academic Publishers
OTAKI, YASUAKI and IIJIMA, YOSHIYUKI and SUZUKI, AKIHIRO and ARIF, M and NAGATOMI, RYOICHI and INOOKA, HIKARU(2002). Gait Stability Assessment by Lyapunov Exponents Estimation. Nihon Kikai Gakkai Nenji Taikai Koen Ronbunshu. 1. p. 235--236.
NAGATOMI, RYOICHI and FURUKAWA, NOBUMITSU and INOOKA, HIKARU and OTAKI, YASUAKI and IIJIMA, YOSHIYUKI and ARIF, M(2002). Studies on a new method for evaluation of gait stability. Kaigo Yobo ni Tokka shita Zaitaku Homon Shido Puroguramu no Yukosei ni kansuru Kainyu Kenkyu Heisei 13 Nendo Kenkyu Hokokusho. p. 27--31.
Arif, M and Ishihara, T and Inooka, H(2001). Incorporation of experience in iterative learning controllers using locally weighted learning. Automatica. 37. (6). p. 881--888. Elsevier
Arif, Muhammad and Ishihara, Tadashi and Inooka, Hikaru(2000). Prediction-based iterative learning control (PILC) for uncertain dynamic nonlinear systems using system identification technique. Journal of Intelligent and Robotic Systems. 27. (3). p. 291--304. Kluwer Academic Publishers
Arif, Muhammad and Inooka, Hikaru(1999). Experimental Study of Human Performance in High Precision Tracking Task Using Iterative Learning Technique. Interdisciplinary Information Sciences. 5. (1). p. 73--85. J-STAGE
Arif, Muhammad and Inooka, Hikaru(1999). Human Learning Characteristics in the Tracking Tasks of Iterative Nature. International journal of neural systems. 9. (04). p. 301--310. World Scientific Publishing Company
Arif, Muhammad and Ishihara, Tadashi and Inooka, Hikaru(1999). Iterative learning control using information database (ILCID). Journal of Intelligent and Robotic Systems. 25. (1). p. 27--41. Kluwer Academic Publishers
Arif, Muhammad and Ishihara, Tadashi and Inooka, Hikaru(1999). Iterative learning control using information database (ILCID). Journal of Intelligent and Robotic Systems. 25. (1). p. 27--41. Kluwer Academic Publishers
Arif, Muhammad and Ishihara, Tadashi and Inooka, Hikaru(1999). Iterative learning control utilizing the error prediction method. Journal of Intelligent and Robotic Systems. 25. (2). p. 95--108. Kluwer Academic Publishers
Arif, Muhammad and Inooka, Hikaru(1999). Iterative manual control model of human operator. Biological cybernetics. 81. (5-6). p. 445--455. Springer-Verlag
Arif, Muhammad and Ishihara, Tadashi and Inooka, Hikaru(1999). Model based iterative learning control (MILC) for uncertain dynamic non-linear systems. IFAC Proceedings Volumes. 32. (2). p. 1469--1474. Elsevier
Arif, Muhammad and Ishihara, Tadashi and Inooka, Hikaru(1999). Iterative learning control using information database (ILCID). Journal of Intelligent and Robotic Systems. 25. (1). p. 27--41. Kluwer Academic Publishers
Arif, Muhammad and Ishihara, Tadashi and Inooka, Hikaru(1997). Identification of linear time varying systems based on 2-D model. 제어로봇시스템학회 국내학술대회 논문집. 2. p. 1033--1036.
Arif, Muhammad and Ohtaki, Yasuaki and Ishihara, Tadashi and Inooka, HikaruAssessment of the Dynamic Stability of Human Walking Gait using Approximate Entropy Technique.
Aziz, Wajid and Abbas, Rahat and Arif, MuhammadACCELERATION CHANGE INDEX (TAC).
Arif, MuhammadOptimal Feature Subset Selection Using Similarity-Dissimilarity Index and Genetic Algorithms.
Aziz, Wajid and Abbas, R and Arif, MRR-interval time Series of Healthy Subjects.
Arif, Muhammad and Bhatti, Aamer IqbalRobust Vehicle Localization with GPS-Dropouts.
Ahmad, Ehsan and Dong, Yunwei and Xi{\'a}n, PR and Arif, MuhammadIdentification and Mapping of Technical and Generic Skills for Smart Student Selection System (4S): A Survey based Study.
CONFERENCE PAPER
Balfas, Mohammed and Ahamed, Sheikh Iqbal and Tamma, Chandana and Arif, Muhammad and Kattan, Ahmed J and Chu, William(2018). A Study and Estimation a Lost Person Behavior in Crowded Areas Using Accelerometer Data from Smartphones. 2018 IEEE 42nd Annual Computer Software and Applications Conference (COMPSAC). 1. p. 860--865.
Shah, Syed Abdul Baqi and Rashid, Muhammad and Arif, Muhammad(2017). A prediction model for measurement-based timing analysis. Proceedings of the 6th International Conference on Software and Computer Applications. p. 9--14.
Murtaza Ali Khan, Muhammad Arif, Arshad Kamal(2017). Modeling and Compression of Motion Capture Data. 2017 Learning and Technology Conference (L&T). (The MakerSpace: from Imagining to Making). p. 7--13.
Gani, Md Osman and Ahsan, Golam Mushih Tanimul and Do, Duc and Drew, Williams and Balfas, Mohammed and Ahamed, Sheikha Iqbal and Arif, Muhammad and Kattan, Ahmed J(2016). An approach to localization in crowded area. 2016 IEEE 18th International Conference on e-Health Networking, Applications and Services (Healthcom). p. 1--6.
Jamil, Muhammad Abid and Arif, Muhammad and Abubakar, Normi Sham Awang and Ahmad, Akhlaq(2016). Software testing techniques: A literature review. 2016 6th International Conference on Information and Communication Technology for The Muslim World (ICT4M). p. 177--182.
Salman Ali Shaukat, Khalid Munawar, Ubaid M. Al Saggaf, Muhammad Arif, Umar I. Bhatti, Aamer Iqbal Bhatti(2016). Robust Vehicle Localization with GPS-Dropouts. 6th International Conference on Intelligent and Advanced Systems (ICIAS).
Shaukat, Salman Ali and Munawar, Khalid and Arif, Muhammad and Bhatti, Aamer Iqbal and Bhatti, Umar Iqbal and Al-Saggaf, Ubaid M(2016). Robust vehicle localization with GPS dropouts. 2016 6th International Conference on Intelligent and Advanced Systems (ICIAS). p. 1--6.
Alshehri, Abdullah and Arif, Muhammad and Alkhemi, Marwan and Felemban, Emad(2015). Analysis of crowd movement in the prophet (saw) mosque in the city of madinah, saudi arabia. Proceedings of the Third International. Conference on Advances in Computing, Electronics and Electrical Engineering—CEET. p. 151--160.
Shah, Syed Ahsin Ali and Aziz, Wajid and Arif, Muhammad and Nadeem, Malik Sajjad A(2015). Decision trees based classification of cardiotocograms using bagging approach. 2015 13th International Conference on Frontiers of Information Technology (FIT). p. 12--17.
Khan, Z and Arif, Muhammad and Kattan, A and Ali, Salman and Munawar, Khalid(2015). Pedestrian tracking using MEMS based wireless inertial measurement unit. presented at the The 4th International Conference on Computer Engineering & Mathematical Sciences (ICCEMS 2015).
Kattan, Ahmed and Doctor, Faiyaz and Arif, Muhammed(2015). Two brains guided interactive evolution. 2015 IEEE International Conference on Systems, Man, and Cybernetics. p. 3203--3208.
Kattan, Ahmed and Arif, Mohammed(2012). PSO based on surrogate modeling as meta-search to optimise evolutionary algorithms parameters. Proceedings of the 14th annual conference on Genetic and evolutionary computation. p. 401--408.
Islam, Maira and Fraz, M Raza and Zahid, Zulqarnain and Arif, Muhammad(2011). Optimizing common spatial pattern and feature extraction algorithm for brain computer interface. 2011 7th International Conference on Emerging Technologies. p. 1--6.
Jalil, Zunera and Aziz, Hamza and Shahid, Saad Bin and Arif, Muhammad and Mirza, Anwar M(2010). A zero text watermarking algorithm based on non-vowel ASCII characters. 2010 International Conference on Educational and Information Technology. 2. p. V2--503.
Arif, Muhammad and Malagore, Ijaz A and Afsar, Fayyaz A(2010). Automatic detection and localization of myocardial infarction using back propagation neural networks. 2010 4th International Conference on Bioinformatics and Biomedical Engineering. p. 1--4.
Arif, Muhammad(2010). Visualization of high dimensional data using Similarity-Dissimilarity plot. 2010 International Conference on Intelligent and Advanced Systems. p. 1--6.
Afsar, Fayyaz A and Riaz, MS and Arif, M(2009). A comparison of baseline removal algorithms for electrocardiogram (ECG) based automated diagnosis of coronory heart disease. 2009 3rd International Conference on Bioinformatics and Biomedical Engineering. p. 1--4.
Arif, Muhammad and Afsar, Fayyaz A and Akram, Muhammad Usman and Fida, Adnan(2009). Arif Index for Predicting the Classification Accuracy of Features and Its Application in Heart Beat Classification Problem. Pacific-Asia Conference on Knowledge Discovery and Data Mining. p. 491--498.
Arif, Muhammad and Akram, Muhammad Usman and Afsar, Fayyaz A(2009). Arrhythmia beat classification using pruned fuzzy k-nearest neighbor classifier. 2009 International Conference of Soft Computing and Pattern Recognition. p. 37--42.
Arif, M and Fida, A(2009). Assessment of features quality of class discrimination using arif index and its application to physiological datasets. 2009 International Conference on Information and Communication Technologies. p. 203--208.
Afsar, Fayyaz A and Akram, MU and Arif, M and Khurshid, J(2008). A pruned fuzzy k-nearest neighbor classifier with application to electrocardiogram based cardiac arrhytmia recognition. 2008 IEEE International Multitopic Conference. p. 143--148.
Akram, Muhammad Usman(2008). Application of Prototype Based Fuzzy Classifiers for ECG based Cardiac Arrhythmia Recognition. BS Thesis, Pakistan Institute of Engineering and Applied Sciences.
Tahir, Atiq Ahmed and Arif, M(2007). Classification of Single-Trial Self-paced Finger Tapping Motion for BCI Applications. 2007 International Conference on Emerging Technologies. p. 274--277.
Loun, Wajid Aziz and Arif, M(2007). Complexity analysis of heart beat time series by threshold based symbolic entropy. 3rd Kuala Lumpur International Conference on Biomedical Engineering 2006. p. 369--373.
Afsar, Fayyaz A and Arif, M(2007). QRS detection and delineation techniques for ECG based robust clinical decision support system design. National Science Conference (Lahore, Pakistan).
Abbas, Syed Rahat and Arif, Muhammad(2006). Electric load forecasting using support vector machines optimized by genetic algorithm. 2006 IEEE International Multitopic Conference. p. 395--399.
Afsar, Fayyaz A and Arif, M and Hussain, M(2006). Genetic algorithm based path planning and optimization for autonomous mobile robots with morphological preprocessing. 2006 IEEE International Multitopic Conference. p. 182--187.
Aziz, Wajid and Arif, Muhammad(2006). Genetically optimized hybrid gait dynamics classifier. 2006 International Conference on Emerging Technologies. p. 765--770.
Abbas, Syed Rahat and Arif, Muhammad(2006). New time series predictability metrics for nearest neighbor based forecasting. 2006 IEEE International Multitopic Conference. p. 100--105.
Afsar, FA and Arif, M and Hussain, M(2005). An effective approach to fingerprint segmentation using fisher basis. 2005 Pakistan Section Multitopic Conference. p. 1--6.
Abbas, Syed Rahat and Arif, Muhammad(2005). Competitive neural network based algorithm for long range time series forecasting case study: electric load forecasting. 2005 Pakistan Section Multitopic Conference. p. 1--6.
Aziz, Wajid and Arif, Muhammad(2005). Multiscale permutation entropy of physiological time series. 2005 Pakistan Section Multitopic Conference. p. 1--6.
Arif, Muhammad and Ohtaki, Yasuaki and Nagatomi, Ryoichi and Inooka, Hikaru(2005). Stability Assessment of Elderly People using Standing on One Leg Balance Test. Proceedings of ICMIT. 15. (09). p. 173--179.
Afsar, FA and Arif, M and Farrukh, U(2005). Wavelet transform based global features for online signature recognition. 2005 Pakistan Section Multitopic Conference. p. 1--6.
Akram, MU and Arif, M(2004). Design of an urdu speech recognizer based upon acoustic phonetic modeling approach. 8th International Multitopic Conference, 2004. Proceedings of INMIC 2004. p. 91--96.
Afsar, FA and Arif, M and Hussain, M(2004). Fingerprint based person identification & verification for commercial applications. 8th International Multitopic Conference, 2004. Proceedings of INMIC 2004. p. 9--13.
Afsar, FA and Arif, M and Hussain, M(2004). Fingerprint identification and verification system using minutiae matching. National Conference on Emerging Technologies. 1. (2). p. 141--146.
Abbas, Rahat and Aziz, Wajid and Arif, Muhammad(2004). Prediction of ventricular tachyarrhythmia in electrocardiograph signal using neuro-wavelet approach. National Conference on Emerging Technologies. 10. (1). p. 82--87.
Abbas, Rahat and Aziz, Wajid and Arif, Muhammad(2004). Prediction of ventricular tachyarrhythmia in electrocardiograph signals using neural network and modified nearest neighbour method. Student Conference On Engineering, Sciences and Technology. p. 1--6.
Aziz, Wajid and Abbas, Rahat and Arif, Muhammad(2004). Threshold based acceleration change index (TACI) for heart rate variability analysis. 8th International Multitopic Conference, 2004. Proceedings of INMIC 2004. p. 174--179.
大瀧保明 and 飯島佳之 and 鈴木明宏 and ムハマドアリフ and 永富良一 and 猪岡光(2002). 3213 リアプノフ指数の推定による歩行の安定性評価. 年次大会講演論文集: JSME annual meeting. 2002. (1). p. 235--236.
大瀧保明 and 鈴木明宏 and 飯島佳之 and 猪岡光 and others(2002). 8B34 歩行の周期リズムの非線形時系列解析による高齢者の歩行安定性評価. 福祉工学シンポジウム講演論文集 2002.2. p. 103--106.
Arif, Muhammad and Ohtaki, Yasuaki and Nagatomi, Ryoichi and Ishihara, Tadashi and Inooka, Hikaru(2002). Analysis of the effect of fatigue on walking gait stability. Proceedings of 2002 international symposium on micromechatronics and human science. p. 253--258.
Ohtaki, Y and Iijima, Y and Arif, M and Suzuki, A and Nagatomi, R and Inooka, H(2002). Assessment of walking stability by Lyapunov exponent estimation. Proceedings of the Second Joint 24th Annual Conference and the Annual Fall Meeting of the Biomedical Engineering Society][Engineering in Medicine and Biology. 3. p. 2475--2476.
Arif, Muhammad and Ishihara, Tadashi and Inooka, Hikaru(2002). Generalization of iterative learning control for multiple desired trajectories in robotic systems. Pacific Rim International Conference on Artificial Intelligence. p. 295--304.
Arif, Muhammad and Ishihara, Tadashi and Inooka, Hikaru(2002). Intelligent learning controllers for dynamic non-linear systems using neural networks. Proceedings of the 41st SICE Annual Conference. SICE 2002. 5. p. 2782--2787.
Arif, Muhammad and Ohtaki, Yasuaki and Ishihara, Tadashi and Inooka, Hikaru(2002). Walking gait stability in young and elderly people and improvement of walking stability using optimal cadence. Proceedings of 2002 International Symposium on Micromechatronics and Human Science. p. 245--251.
Arif, Muhammad and Ishihara, Tadashi and Inooka, Hikaru(1999). Using experience to get better convergence in iterative learning control. SICE'99. Proceedings of the 38th SICE Annual Conference. International Session Papers (IEEE Cat. No. 99TH8456). p. 1211--1214.
Arif, Muhamimad and Ishihara, Tadashi and Inooka, Hikaru(1998). Application of PILC to uncertain nonlinear systems for slowly varying desired trajectories. Proceedings of the 37th SICE Annual Conference. International Session Papers. p. 991--994.
Arif, Muhammad and Inooka, Hikaru(1997). Experimental study of human intelligence incorporation in high precision tracking task by iterative learning control. Proceedings 6th IEEE International Workshop on Robot and Human Communication. RO-MAN'97 SENDAI. p. 200--205.
Arif, Muhammad and Inooka, Hikaru(1997). Investigation of iterative learning control by human operator. 1997 IEEE International Conference on Systems, Man, and Cybernetics. Computational Cybernetics and Simulation. 3. p. 2626--2631.
OTHER
Arif, Muhammad and Kattan, Ahmed(2016). System and method for coach decision support.
Arif, Muhammad(2016). Spinal cord posture monitoring system in anterior/posterior and lateral directions.
Arif, Muhammad and Felemban, Emad(2016). Intelligent comfort level monitoring system.
Arif, Muhammad(2016). System and apparatus for controlling food intake.
BOOK CHAPTER
Alshehri, Abdullah and Arif, Muhammad and Felamban, Emad(2016). Simulation of Crowd in the Corridor of Ziara in Masjid-e-Nabwi, Madinah. Traffic and Granular Flow'15. p. 353--360. Springer International Publishing
Ohtaki, Y and Arif, M and Suzuki, A and Fujita, K and Nagatomi, R and Inooka, H(2007). Quantification of dynamic walking stability of elderly by using nonlinear time-series analysis and simple accelerometry. Mechatronics for Safety, Security and Dependability in a New Era. p. 13--18. Elsevier
M. Arif, T. Ishihara and H. Inooka(2001). Knowledge based Iterative Learning Controllers for Nonlinear Systems. Knowledge-based Intelligent Information Engineering Systems & Allied Technologies. p. 1263--1270. IOS Press
DISSERTATION THESIS
Arif, Muhammad(1999). Iterative manual control model and its application to learning control.
Ratings and Comments
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