Pub Date : 2016-09-01DOI: 10.1109/ICMCS.2016.7905597
Safaa Achour, M. Benattou
The work presented in this paper extends an existing constraint model defined to automatically generate test inputs for java Bytecode programs. We propose to consider also BML specifications for generating valid test data. The main objective is to apply constraint based testing on java bytecode program annotated with BML for detecting the valid execution paths, to check the validity of the returned result, to reduce the domain of input data, and to perform coverage of the testing method under test.
{"title":"Test case generation for Java Bytecode programs annotated with BML specifications","authors":"Safaa Achour, M. Benattou","doi":"10.1109/ICMCS.2016.7905597","DOIUrl":"https://doi.org/10.1109/ICMCS.2016.7905597","url":null,"abstract":"The work presented in this paper extends an existing constraint model defined to automatically generate test inputs for java Bytecode programs. We propose to consider also BML specifications for generating valid test data. The main objective is to apply constraint based testing on java bytecode program annotated with BML for detecting the valid execution paths, to check the validity of the returned result, to reduce the domain of input data, and to perform coverage of the testing method under test.","PeriodicalId":345854,"journal":{"name":"2016 5th International Conference on Multimedia Computing and Systems (ICMCS)","volume":"4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121372647","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2016-09-01DOI: 10.1109/ICMCS.2016.7905666
Amal Battou, Omar Baz, D. Mammass
Learning Design approaches have provided new perspectives for the design and the implementation of learning environments. This paper focuses on the presentation and the comparison of the most used Learning Design approaches in the literature. Several Learning Design approaches are presented. This work seeks to make it easier for instructors that want to make the best choice when choosing an approach to design and authoring a learning environment by revealing which approach will meet their needs.
{"title":"Learning Design approaches for designing Learning environments: A comparative study","authors":"Amal Battou, Omar Baz, D. Mammass","doi":"10.1109/ICMCS.2016.7905666","DOIUrl":"https://doi.org/10.1109/ICMCS.2016.7905666","url":null,"abstract":"Learning Design approaches have provided new perspectives for the design and the implementation of learning environments. This paper focuses on the presentation and the comparison of the most used Learning Design approaches in the literature. Several Learning Design approaches are presented. This work seeks to make it easier for instructors that want to make the best choice when choosing an approach to design and authoring a learning environment by revealing which approach will meet their needs.","PeriodicalId":345854,"journal":{"name":"2016 5th International Conference on Multimedia Computing and Systems (ICMCS)","volume":"30 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116251274","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2016-09-01DOI: 10.1109/ICMCS.2016.7905590
K. Boudaraia, H. Mahmoudi, Mohamed Abbou, M. Hilal
This paper deals with the DC motor position control using second order sliding mode technique in aim to position a solar tracker front of the sun throughout the day. A short description of the studied system is introduced and the modeling of the DC motor using electrical and mechanical equations is shown. Thereafter, a comparative study using PI controller and second order sliding mode is presented in order to control the position of the DC motor. Finally, simulation results using Matlab/Simulink is presented to show the performance of the proposed techniques in position control of the DC motor.
{"title":"DC motor position control of a solar tracking system using second order sliding mode","authors":"K. Boudaraia, H. Mahmoudi, Mohamed Abbou, M. Hilal","doi":"10.1109/ICMCS.2016.7905590","DOIUrl":"https://doi.org/10.1109/ICMCS.2016.7905590","url":null,"abstract":"This paper deals with the DC motor position control using second order sliding mode technique in aim to position a solar tracker front of the sun throughout the day. A short description of the studied system is introduced and the modeling of the DC motor using electrical and mechanical equations is shown. Thereafter, a comparative study using PI controller and second order sliding mode is presented in order to control the position of the DC motor. Finally, simulation results using Matlab/Simulink is presented to show the performance of the proposed techniques in position control of the DC motor.","PeriodicalId":345854,"journal":{"name":"2016 5th International Conference on Multimedia Computing and Systems (ICMCS)","volume":"41 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127073462","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2016-09-01DOI: 10.1109/ICMCS.2016.7905595
M. Al-Ayyoub, Shadi Alzu'bi, Y. Jararweh, M. Alsmirat
Breast cancer is the most lethal type of cancer affecting women in the world. To improve the life quality of women, an early detection of this malignancy is always promising because this cancer is one of the cancers that can be managed and treated easily if it is detected earlier. Mammography is the standard screening method to diagnose breast cancer. At these days, there are a lot of researches that have been done to improve this screening method by benefiting from the enormous growth of technology. Graphics Processing Unit (GPU) is a parallel processor that can divide the complex computations tasks into subtasks and run them concurrently. Many medical imaging modalities offloaded their processing to this processor to help in improving the speed of healthcare systems in order to diagnose the illnesses in real time. This research introduces an acceleration method for the segmentation of the mammography images based on the GPU. In order to provide a better detection for the cancerous tumor, we use a modified version of the most common algorithm for image segmentation, which is the Single Pass Fuzzy C-Means (FCM) algorithm. The approach will be applied to a set of mammogram images to distinguish between malignant and benign cases. Additionally, the system is implemented on GPU parallel processor as well as the traditional CPU in order to compare the performance of both implementations. The performance results are compared according to the execution time and the speedup metrics. The proposed implementation on GPU provides a fine speedup compared to its serial implementation on CPU.
乳腺癌是世界上影响女性的最致命的癌症。为了提高妇女的生活质量，早期发现这种恶性肿瘤总是有希望的，因为这种癌症是一种癌症，如果发现得早，就可以很容易地控制和治疗。乳房x光检查是诊断乳腺癌的标准筛查方法。目前，人们已经做了很多研究来改进这种筛选方法，这得益于技术的巨大发展。图形处理器(Graphics Processing Unit, GPU)是一种并行处理器，它可以将复杂的计算任务划分成子任务并发运行。许多医学成像模式将其处理卸载到该处理器，以帮助提高医疗保健系统的速度，以便实时诊断疾病。本文介绍了一种基于GPU的乳腺x线图像加速分割方法。为了更好地检测癌性肿瘤，我们使用了最常用的图像分割算法的改进版本，即单遍模糊c均值(Single Pass Fuzzy C-Means, FCM)算法。该方法将应用于一组乳房x线照片，以区分恶性和良性病例。此外，该系统在GPU并行处理器和传统CPU上实现，以比较两种实现的性能。性能结果根据执行时间和加速指标进行比较。与在CPU上串行实现相比，在GPU上的实现提供了良好的加速。
{"title":"A GPU-based breast cancer detection system using Single Pass Fuzzy C-Means clustering algorithm","authors":"M. Al-Ayyoub, Shadi Alzu'bi, Y. Jararweh, M. Alsmirat","doi":"10.1109/ICMCS.2016.7905595","DOIUrl":"https://doi.org/10.1109/ICMCS.2016.7905595","url":null,"abstract":"Breast cancer is the most lethal type of cancer affecting women in the world. To improve the life quality of women, an early detection of this malignancy is always promising because this cancer is one of the cancers that can be managed and treated easily if it is detected earlier. Mammography is the standard screening method to diagnose breast cancer. At these days, there are a lot of researches that have been done to improve this screening method by benefiting from the enormous growth of technology. Graphics Processing Unit (GPU) is a parallel processor that can divide the complex computations tasks into subtasks and run them concurrently. Many medical imaging modalities offloaded their processing to this processor to help in improving the speed of healthcare systems in order to diagnose the illnesses in real time. This research introduces an acceleration method for the segmentation of the mammography images based on the GPU. In order to provide a better detection for the cancerous tumor, we use a modified version of the most common algorithm for image segmentation, which is the Single Pass Fuzzy C-Means (FCM) algorithm. The approach will be applied to a set of mammogram images to distinguish between malignant and benign cases. Additionally, the system is implemented on GPU parallel processor as well as the traditional CPU in order to compare the performance of both implementations. The performance results are compared according to the execution time and the speedup metrics. The proposed implementation on GPU provides a fine speedup compared to its serial implementation on CPU.","PeriodicalId":345854,"journal":{"name":"2016 5th International Conference on Multimedia Computing and Systems (ICMCS)","volume":"285 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131847796","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2016-09-01DOI: 10.1109/ICMCS.2016.7905611
F. R. Zakani, K. Arhid, Mohcine Bouksim, T. Gadi, M. Aboulfatah
Recently, the 3D mesh segmentation is considered as an important stage in many applications in 3D shape analysis. In fact, extensive research has been performed to offer multiple approaches and algorithms for 3D mesh segmentation. Nevertheless, it is relatively hard to assess which algorithm produces more accurate segmentation quality than the other. Various methods have been proposed to evaluate the quality of segmentation algorithms. However, the evaluation of these qualities is far from being a solved problem, since most of the existing metrics don't take into account the regularity of the meshes and base their comparison on only one ground truth segmentation which presents a serious problematic since almost all the 3D objects have in general multiple reference segmentations. Hence, in this paper, we propose a new objective evaluation measure, based on the Kulczynski similarity index. The proposed method support comparison with multiple ground truth segmentations and takes into account the irregularity of meshes. Several experiments have been produced to show the discriminative power of our proposed measure.
{"title":"Kulczynski similarity index for objective evaluation of mesh segmentation algorithms","authors":"F. R. Zakani, K. Arhid, Mohcine Bouksim, T. Gadi, M. Aboulfatah","doi":"10.1109/ICMCS.2016.7905611","DOIUrl":"https://doi.org/10.1109/ICMCS.2016.7905611","url":null,"abstract":"Recently, the 3D mesh segmentation is considered as an important stage in many applications in 3D shape analysis. In fact, extensive research has been performed to offer multiple approaches and algorithms for 3D mesh segmentation. Nevertheless, it is relatively hard to assess which algorithm produces more accurate segmentation quality than the other. Various methods have been proposed to evaluate the quality of segmentation algorithms. However, the evaluation of these qualities is far from being a solved problem, since most of the existing metrics don't take into account the regularity of the meshes and base their comparison on only one ground truth segmentation which presents a serious problematic since almost all the 3D objects have in general multiple reference segmentations. Hence, in this paper, we propose a new objective evaluation measure, based on the Kulczynski similarity index. The proposed method support comparison with multiple ground truth segmentations and takes into account the irregularity of meshes. Several experiments have been produced to show the discriminative power of our proposed measure.","PeriodicalId":345854,"journal":{"name":"2016 5th International Conference on Multimedia Computing and Systems (ICMCS)","volume":"26 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132341297","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2016-09-01DOI: 10.1109/ICMCS.2016.7905659
AmineArrahmane Achargui, A. Zaouia
SMEs are the growth engine of a developing country's economy. It is actively contributing to GDP and employment. In consequence, SMEs financing support, ICT adoption promotion and SME's favorable evolution environment creation by policy makers, help reduce the digital divide in this era of the knowledge economy. High penetration and lower costs of Internet connectivity, Web technologies standardization, more ERP systems offerings targeted to SMEs, commodity hardware and Free/Libre & Open Source Software (FLOSS) large adoption. Makes Web-based and Internet-enabled ERP systems to be taken into consideration by SMEs, international aid agencies and local policy makers, to increase the productivity of SMEs and ease their daily living and evolution.
{"title":"Traditional, Web-based or Internet-enabled ERP systems adoption for SMEs in Developing Countries","authors":"AmineArrahmane Achargui, A. Zaouia","doi":"10.1109/ICMCS.2016.7905659","DOIUrl":"https://doi.org/10.1109/ICMCS.2016.7905659","url":null,"abstract":"SMEs are the growth engine of a developing country's economy. It is actively contributing to GDP and employment. In consequence, SMEs financing support, ICT adoption promotion and SME's favorable evolution environment creation by policy makers, help reduce the digital divide in this era of the knowledge economy. High penetration and lower costs of Internet connectivity, Web technologies standardization, more ERP systems offerings targeted to SMEs, commodity hardware and Free/Libre & Open Source Software (FLOSS) large adoption. Makes Web-based and Internet-enabled ERP systems to be taken into consideration by SMEs, international aid agencies and local policy makers, to increase the productivity of SMEs and ease their daily living and evolution.","PeriodicalId":345854,"journal":{"name":"2016 5th International Conference on Multimedia Computing and Systems (ICMCS)","volume":"151 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123497139","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2016-09-01DOI: 10.1109/ICMCS.2016.7905586
Hajer Gahbiche Msakni, H. Youssef
HTTP adaptive streaming is used by a numerous video streaming services in the internet. It facilitates video streaming through heterogeneous network, without the need of a dictated streaming infrastructure. The benefit of HTTP Adaptive Streaming, compared to classical HTTP, is the reduction of the interruption, i.e. stalling event, and the use of bandwidth. This technology tries to adapt the video to the variation of the network condition. It take into account different information such as end user device capacity, available bandwidth, video quality level, current network conditions, and current server load. It enable, also, the service provide to improve resource utilization and the perceived video quality, i.e. Quality of Experience. This paper introduces the reader this important concept. It presents also a newest classification of different HAS's influencing factors. The different issues and challenges related to HTTP Adaptive Streaming are also discussed in this paper.
{"title":"Ensuring video QoE using HTTP Adaptive Streaming: Issues and challenges","authors":"Hajer Gahbiche Msakni, H. Youssef","doi":"10.1109/ICMCS.2016.7905586","DOIUrl":"https://doi.org/10.1109/ICMCS.2016.7905586","url":null,"abstract":"HTTP adaptive streaming is used by a numerous video streaming services in the internet. It facilitates video streaming through heterogeneous network, without the need of a dictated streaming infrastructure. The benefit of HTTP Adaptive Streaming, compared to classical HTTP, is the reduction of the interruption, i.e. stalling event, and the use of bandwidth. This technology tries to adapt the video to the variation of the network condition. It take into account different information such as end user device capacity, available bandwidth, video quality level, current network conditions, and current server load. It enable, also, the service provide to improve resource utilization and the perceived video quality, i.e. Quality of Experience. This paper introduces the reader this important concept. It presents also a newest classification of different HAS's influencing factors. The different issues and challenges related to HTTP Adaptive Streaming are also discussed in this paper.","PeriodicalId":345854,"journal":{"name":"2016 5th International Conference on Multimedia Computing and Systems (ICMCS)","volume":"43 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121671643","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2016-09-01DOI: 10.1109/ICMCS.2016.7905608
A. Hatim, R. Latif, Oussama El Bachari, M. Arioua
A new electrocardiogram (ECG) lossy compression scheme has been developed. The algorithm can reach high compression ratios with a reduced error which makes it suitable for real-time electrocardiogram monitoring. The new algorithm is based on delta coding technique. Low and high coding categories were made to encode the differences and insure an optimized compressed signal. In addition the number of successive coded differences is flexible and defined with a window size. A new frame format was developed to transmit data. The algorithm has been verified using multiple and most frequent normal and pathological types of cardiac signals from MIT-BIH physionet data bases. The algorithm can reach a mean compression ratio of 33.45 and a mean PRD of 0.25%. The proposed algorithm has a low complexity and is very suitable for hardware designs.
{"title":"Efficient electrocardiogram (ECG) lossy compression scheme","authors":"A. Hatim, R. Latif, Oussama El Bachari, M. Arioua","doi":"10.1109/ICMCS.2016.7905608","DOIUrl":"https://doi.org/10.1109/ICMCS.2016.7905608","url":null,"abstract":"A new electrocardiogram (ECG) lossy compression scheme has been developed. The algorithm can reach high compression ratios with a reduced error which makes it suitable for real-time electrocardiogram monitoring. The new algorithm is based on delta coding technique. Low and high coding categories were made to encode the differences and insure an optimized compressed signal. In addition the number of successive coded differences is flexible and defined with a window size. A new frame format was developed to transmit data. The algorithm has been verified using multiple and most frequent normal and pathological types of cardiac signals from MIT-BIH physionet data bases. The algorithm can reach a mean compression ratio of 33.45 and a mean PRD of 0.25%. The proposed algorithm has a low complexity and is very suitable for hardware designs.","PeriodicalId":345854,"journal":{"name":"2016 5th International Conference on Multimedia Computing and Systems (ICMCS)","volume":"55 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122411273","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2016-09-01DOI: 10.1109/ICMCS.2016.7905668
Ahmed Rhbanou, M. Sabbane, S. Bri
The paper is presenting two bandpass filters based on the SIW technique design operating in two frequency bands: C and X. The first filter used in C-band has a fractional bandwidth of 3.8 % centered at 6 GHz and insertion loss of 0.9 dB. The second in the frequency band 8–12.5 (X-band) has a fractional bandwidth 2.7 % centered at the midband frequency 9.27 GHz with insertion loss of 0.84 dB and an out-of-band rejection level of 70 dB.
{"title":"Design of substrate integrated waveguide cavity bandpass filters","authors":"Ahmed Rhbanou, M. Sabbane, S. Bri","doi":"10.1109/ICMCS.2016.7905668","DOIUrl":"https://doi.org/10.1109/ICMCS.2016.7905668","url":null,"abstract":"The paper is presenting two bandpass filters based on the SIW technique design operating in two frequency bands: C and X. The first filter used in C-band has a fractional bandwidth of 3.8 % centered at 6 GHz and insertion loss of 0.9 dB. The second in the frequency band 8–12.5 (X-band) has a fractional bandwidth 2.7 % centered at the midband frequency 9.27 GHz with insertion loss of 0.84 dB and an out-of-band rejection level of 70 dB.","PeriodicalId":345854,"journal":{"name":"2016 5th International Conference on Multimedia Computing and Systems (ICMCS)","volume":"154 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123057610","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2016-09-01DOI: 10.1109/ICMCS.2016.7905532
Fateh Bougamouza, Samira Hazmoune, Mohammed Benmohammed
This paper presents an approach to extract features of online Arabic handwritten characters by combining offline features with Mel Frequency Cepstral Coefficients (MFCCs); indeed, these latter are commonly used as features in speech recognition systems. In this work, we have adapted MFCC method to online handwriting recognition area, and we investigate the classification performance of the MFCC with Hidden Markov Models (HMMs) for online Arabic handwritten character recognition, by varying some MFCC and HMM parameters such as sampling frequency, frame size, frame increment and number of HMM states. Besides, we have proposed a new solution of the problem of distributing points unevenly along the stroke curve, due to the variation in writing speed. This solution is appropriate for the online Arabic handwriting recognition systems for the reason of preserving information of the original character signal. The proposed system is evaluated using NOUN dataset and it gives an excellent recognition rate up to 96% which outperforms that reported by NOUN dataset owner in [1,2].
{"title":"Using Mel Frequency Cepstral Coefficient method for online Arabic characters handwriting recognition","authors":"Fateh Bougamouza, Samira Hazmoune, Mohammed Benmohammed","doi":"10.1109/ICMCS.2016.7905532","DOIUrl":"https://doi.org/10.1109/ICMCS.2016.7905532","url":null,"abstract":"This paper presents an approach to extract features of online Arabic handwritten characters by combining offline features with Mel Frequency Cepstral Coefficients (MFCCs); indeed, these latter are commonly used as features in speech recognition systems. In this work, we have adapted MFCC method to online handwriting recognition area, and we investigate the classification performance of the MFCC with Hidden Markov Models (HMMs) for online Arabic handwritten character recognition, by varying some MFCC and HMM parameters such as sampling frequency, frame size, frame increment and number of HMM states. Besides, we have proposed a new solution of the problem of distributing points unevenly along the stroke curve, due to the variation in writing speed. This solution is appropriate for the online Arabic handwriting recognition systems for the reason of preserving information of the original character signal. The proposed system is evaluated using NOUN dataset and it gives an excellent recognition rate up to 96% which outperforms that reported by NOUN dataset owner in [1,2].","PeriodicalId":345854,"journal":{"name":"2016 5th International Conference on Multimedia Computing and Systems (ICMCS)","volume":"41 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123919900","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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