2019 10th International Conference on Information and Communication Systems (ICICS)最新文献_第3页

Will Transfer Learning Enhance ImageNet Classification Accuracy Using ImageNet-Pretrained Models? 迁移学习能提高ImageNet预训练模型的分类精度吗?

2019 10th International Conference on Information and Communication Systems (ICICS) Pub Date : 2019-06-01 DOI: 10.1109/IACS.2019.8809114

Maad Ebrahim, M. Al-Ayyoub, M. Alsmirat

{"title":"Will Transfer Learning Enhance ImageNet Classification Accuracy Using ImageNet-Pretrained Models?","authors":"Maad Ebrahim, M. Al-Ayyoub, M. Alsmirat","doi":"10.1109/IACS.2019.8809114","DOIUrl":"https://doi.org/10.1109/IACS.2019.8809114","url":null,"abstract":"The huge impact of Transfer Learning (TL) techniques in many fields was achieved using several state-of-the-art ImageNet-pretrained models. These models have shown great performance improvements on this dataset over the last few years. One of the recently used TL techniques is feature extraction with the help of Feature Concatenation (FC), where the extracted features of multiple pretrained models are concatenated together before training on them, to produce more robust and discriminative feature representations on various classification tasks. However, neither TL nor FC techniques have been tested on the same dataset that initially trained the pretrained models, i.e. ImageNet. Hence, this work provides an investigative study to test the possibility of improving the ImageNet accuracy using the feature extraction approach of TL with the help of FC techniques. The results of this work show that there is no TL technique that can be used with or without FC to increase the accuracy of pretrained models on the original dataset on which they were trained. Even for FC, it cannot produce a more discriminative feature representation for the original data than what the individual models can produce.","PeriodicalId":225697,"journal":{"name":"2019 10th International Conference on Information and Communication Systems (ICICS)","volume":"22 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126132599","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}

引用次数: 14

Congestion Control in ATM networks using PID Controller with Immune Algorithm 基于免疫算法PID控制器的ATM网络拥塞控制

2019 10th International Conference on Information and Communication Systems (ICICS) Pub Date : 2019-06-01 DOI: 10.1109/IACS.2019.8809150

Yousef Shatnawi, Muhannad Quwaider

{"title":"Congestion Control in ATM networks using PID Controller with Immune Algorithm","authors":"Yousef Shatnawi, Muhannad Quwaider","doi":"10.1109/IACS.2019.8809150","DOIUrl":"https://doi.org/10.1109/IACS.2019.8809150","url":null,"abstract":"In this paper, the Proportional-Integrator-Differentiator (PID) controller is tuned in a rate-based congestion control scheme to be used for the ATM networks. The tuning strategy is based on reformulating the problem to be as an optimization problem with a compact fitness function reflecting the control requirements. The key contribution in this paper is to adopt the immune algorithm as the tuning process, which proves to be so simple, fast, and computationally cheap compared with the other traditional tuning methods. For the purpose of comparison, a simplified network model is built and simulated using two control methods; namely: the proposed control scheme and the well-known single-bit indicator scheme. The experimental results prove that the PID controller tuned by the immune algorithm is superior in terms of the stability of both, buffer occupancy in the switch and the source rate. Both the transient behavior and the steady-state response for the PID controller are shown to be much better than the single-bit indicator scheme. Consequently, the proposed control scheme outperforms the single-bit indicator in terms of link utilization, buffer utilization, packet drop and robustness against any burst change in the network environment.","PeriodicalId":225697,"journal":{"name":"2019 10th International Conference on Information and Communication Systems (ICICS)","volume":"18 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133528776","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}

引用次数: 7

[ICICS 2019 Title page] [ICICS 2019扉页]

2019 10th International Conference on Information and Communication Systems (ICICS) Pub Date : 2019-06-01 DOI: 10.1109/iacs.2019.8809162

引用次数: 0

ICICS 2019 Keynotes

2019 10th International Conference on Information and Communication Systems (ICICS) Pub Date : 2019-06-01 DOI: 10.1109/iacs.2019.8809173

引用次数: 0

Improving link failure recovery and congestion control in SDNs 改进sdn的链路故障恢复和拥塞控制

2019 10th International Conference on Information and Communication Systems (ICICS) Pub Date : 2019-06-01 DOI: 10.1109/IACS.2019.8809178

G. Saldamli, Himanshu Mishra, Nikhil Ravi, Rahul Rao Kodati, Sahithi A. Kuntamukkala, L. Tawalbeh

{"title":"Improving link failure recovery and congestion control in SDNs","authors":"G. Saldamli, Himanshu Mishra, Nikhil Ravi, Rahul Rao Kodati, Sahithi A. Kuntamukkala, L. Tawalbeh","doi":"10.1109/IACS.2019.8809178","DOIUrl":"https://doi.org/10.1109/IACS.2019.8809178","url":null,"abstract":"Software-Defined Networking is considered as a prominent architecture in the field of networking. The separation of control plane with data plane provides an efficient way to implement and manage real-world networks. In recent years, there has been a major boost in network traffic due to the advancement in IoT and cloud technologies. The main drive behind the SDNs is primarily due to the fact that existing legacy networks do not have the capacity to manage such large volumes of traffic in coming future. One of the major concern related to the implementation of SDN networks is the recovery time in case of link failure and congestion. This is known to be the main bottleneck for the scalability of pure SDN networks. The existing method in use requires the SDN devices to contact the centralized controller to act during such events. However, in real-world networks consisting of many devices, such a solution increases the latency immensely thus reducing the efficiency of the network. In here, we propose a method to improve the recovery time for link failure and congestion events. The method consists of controller modules that proactively install rules before the occurrence of such events. This will provide the ability to these devices to handle such issues at the data plane without the intervention of controller. The rules are later pushed to SDN devices at regular intervals using different algorithms and RESTful methods. The proposed solution largely improves the efficiency of these networks by reducing their overall latency.","PeriodicalId":225697,"journal":{"name":"2019 10th International Conference on Information and Communication Systems (ICICS)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129139230","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}

引用次数: 5

ICICS 2019 Committees ICICS 2019委员会

2019 10th International Conference on Information and Communication Systems (ICICS) Pub Date : 2019-06-01 DOI: 10.1109/iacs.2019.8809177

引用次数: 0

A Semi-Automatic Soccer Video Annotation System based on Ontology Paradigm 基于本体范式的半自动足球视频标注系统

2019 10th International Conference on Information and Communication Systems (ICICS) Pub Date : 2019-06-01 DOI: 10.1109/IACS.2019.8809161

Lamia Fatiha Kazi Tani, Abdelghani Ghomari, Mohammed Yassine Kazi Tani

引用次数: 2

Applied Study of Energy Saving, Voltage Drop Reducing Technically Using Reactive Power Compensation and Cable Resizing in Gaza Electrical Grid and its Program Simulation Quality Improvement 无功补偿和电缆调整技术在加沙电网节能降压的应用研究及其程序仿真质量改进

2019 10th International Conference on Information and Communication Systems (ICICS) Pub Date : 2019-06-01 DOI: 10.1109/IACS.2019.8809163

Hussam Awwad

引用次数: 0

Efficient Feature Selection using Particle Swarm Optimization: A hybrid filters-wrapper Approach 基于粒子群优化的高效特征选择:一种混合滤波-包装方法

2019 10th International Conference on Information and Communication Systems (ICICS) Pub Date : 2019-06-01 DOI: 10.1109/IACS.2019.8809133

Fatima Koumi, M. Aldasht, H. Tamimi

{"title":"Efficient Feature Selection using Particle Swarm Optimization: A hybrid filters-wrapper Approach","authors":"Fatima Koumi, M. Aldasht, H. Tamimi","doi":"10.1109/IACS.2019.8809133","DOIUrl":"https://doi.org/10.1109/IACS.2019.8809133","url":null,"abstract":"In machine learning, feature selection can be used to reduce the computation time and improve the learning accuracy, especially when dealing with high-dimensional data sets. Particle Swarm Optimization (PSO) has attracted significant concerns to enhance the feature selection process due to its efficiency in solving problems. This paper introduces a new hybrid filters-wrapper approach that is used to enhance the feature selection process using PSO algorithm. Our proposed approach combines five filtration methods in with different weights to produce a new hybrid filters-wrapper algorithm using BPSO. The proposed approach has been evaluated by performing comparisons with other methods like wrapper alone and filter alone. The obtained results show that the proposed approach has achieved better performance than other approaches taking into account three parameters; The number of selected features, the classification accuracy, and the execution time. In addition, the new approach has been tested to ensure its stability in the feature selection and it has shown a high degree of stability.","PeriodicalId":225697,"journal":{"name":"2019 10th International Conference on Information and Communication Systems (ICICS)","volume":"20 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132318058","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}

引用次数: 14

Grey Wolf Optimizer for Optimal Design of Digital HR Filter 数字HR滤波器优化设计的灰狼优化器

2019 10th International Conference on Information and Communication Systems (ICICS) Pub Date : 2019-06-01 DOI: 10.1109/IACS.2019.8809137

Mohammad Al Saaideh, Bayan B. Mazideh, D. Abu-Al-Nadi

引用次数: 2