8th International Conference on Soft Computing, Artificial Intelligence and Applications最新文献

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Evolving Random Topologies of Spiking Neural Networks for Pattern Recognition 用于模式识别的脉冲神经网络随机拓扑进化

8th International Conference on Soft Computing, Artificial Intelligence and Applications Pub Date : 2019-06-29 DOI: 10.5121/CSIT.2019.90704

G. López-Vázquez, M. Ornelas-Rodríguez, Andrés Espinal, J. Soria-Alcaraz, Alfonso Rojas-Domínguez, H. J. Puga-Soberanes, J. M. Carpio, H. Rostro-González

{"title":"Evolving Random Topologies of Spiking Neural Networks for Pattern Recognition","authors":"G. López-Vázquez, M. Ornelas-Rodríguez, Andrés Espinal, J. Soria-Alcaraz, Alfonso Rojas-Domínguez, H. J. Puga-Soberanes, J. M. Carpio, H. Rostro-González","doi":"10.5121/CSIT.2019.90704","DOIUrl":"https://doi.org/10.5121/CSIT.2019.90704","url":null,"abstract":"Artificial Neural Networks (ANNs) have been successfully used in Pattern Recognition tasks. Evolutionary Spiking Neural Networks (ESNNs) constitute an approach to design thirdgeneration ANNs (also known as Spiking Neural Networks, SNNs) involving Evolutionary Algorithms (EAs) to govern some intrinsic aspects of the networks, such as topology, connections and/or parameters. Concerning the practicality of the networks, a rather simple standard is commonly used; restricted feed-forward fully-connected network topologies deprived from more complex connections are usually considered. Notwithstanding, a wider prospect of configurations in contrast to standard network topologies is available for research. In this paper, ESNNs are evolved to solve pattern classification tasks, using an EA-based algorithm known as Grammatical Evolution (GE). Experiments demonstrate competitive results and a distinctive variety of network designs when compared to a more traditional approach to design ESNNs.","PeriodicalId":383682,"journal":{"name":"8th International Conference on Soft Computing, Artificial Intelligence and Applications","volume":"5 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-06-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127730879","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: 1

Vulnerability Analysis of IP Cameras Using ARP Poisoning IP摄像机ARP中毒漏洞分析

8th International Conference on Soft Computing, Artificial Intelligence and Applications Pub Date : 2019-06-29 DOI: 10.5121/CSIT.2019.90712

T. Doughty, N. Israr, U. Adeel

引用次数: 3

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