Evolving Systems最新文献

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Evolving fuzzy neural classifier that integrates uncertainty from human-expert feedback. 融合人类专家反馈不确定性的进化模糊神经分类器。
IF 3.2 4区 计算机科学
Evolving Systems Pub Date : 2023-01-01 DOI: 10.1007/s12530-022-09455-z
Paulo Vitor de Campos Souza, Edwin Lughofer
{"title":"Evolving fuzzy neural classifier that integrates uncertainty from human-expert feedback.","authors":"Paulo Vitor de Campos Souza,&nbsp;Edwin Lughofer","doi":"10.1007/s12530-022-09455-z","DOIUrl":"https://doi.org/10.1007/s12530-022-09455-z","url":null,"abstract":"<p><p>Evolving fuzzy neural networks are models capable of solving complex problems in a wide variety of contexts. In general, the quality of the data evaluated by a model has a direct impact on the quality of the results. Some procedures can generate uncertainty during data collection, which can be identified by experts to choose more suitable forms of model training. This paper proposes the integration of expert input on labeling uncertainty into evolving fuzzy neural classifiers (EFNC) in an approach called <i>EFNC-U</i>. Uncertainty is considered in class label input provided by experts, who may not be entirely confident in their labeling or who may have limited experience with the application scenario for which the data is processed. Further, we aimed to create highly interpretable fuzzy classification rules to gain a better understanding of the process and thus to enable the user to elicit new knowledge from the model. To prove our technique, we performed binary pattern classification tests within two application scenarios, cyber invasion and fraud detection in auctions. By explicitly considering class label uncertainty in the update process of the EFNC-U, improved accuracy trend lines were achieved compared to fully (and blindly) updating the classifiers with uncertain data. Integration of (simulated) labeling uncertainty smaller than 20% led to similar accuracy trends as using the original streams (unaffected by uncertainty). This demonstrates the robustness of our approach up to this uncertainty level. Finally, interpretable rules were elicited for a particular application (auction fraud identification) with reduced (and thus readable) antecedent lengths and with certainty values in the consequent class labels. Additionally, an average expected uncertainty of the rules were elicited based on the uncertainty levels in those samples which formed the corresponding rules.</p>","PeriodicalId":12174,"journal":{"name":"Evolving Systems","volume":"14 2","pages":"319-341"},"PeriodicalIF":3.2,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10061807/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9597002","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
Quick continual kernel learning on bounded memory space based on balancing between adaptation and forgetting 基于适应与遗忘平衡的有限记忆空间快速连续核学习
IF 3.2 4区 计算机科学
Evolving Systems Pub Date : 2022-12-30 DOI: 10.1007/s12530-022-09476-8
K. Yamauchi
{"title":"Quick continual kernel learning on bounded memory space based on balancing between adaptation and forgetting","authors":"K. Yamauchi","doi":"10.1007/s12530-022-09476-8","DOIUrl":"https://doi.org/10.1007/s12530-022-09476-8","url":null,"abstract":"","PeriodicalId":12174,"journal":{"name":"Evolving Systems","volume":"16 1","pages":"437-460"},"PeriodicalIF":3.2,"publicationDate":"2022-12-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"73473438","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
RGB-D indoor semantic segmentation network based on wavelet transform 基于小波变换的RGB-D室内语义分割网络
IF 3.2 4区 计算机科学
Evolving Systems Pub Date : 2022-12-19 DOI: 10.1007/s12530-022-09479-5
Runze Fan, Yuhong Liu, Shiyi Jiang, R. Zhang
{"title":"RGB-D indoor semantic segmentation network based on wavelet transform","authors":"Runze Fan, Yuhong Liu, Shiyi Jiang, R. Zhang","doi":"10.1007/s12530-022-09479-5","DOIUrl":"https://doi.org/10.1007/s12530-022-09479-5","url":null,"abstract":"","PeriodicalId":12174,"journal":{"name":"Evolving Systems","volume":"295 1","pages":"981 - 991"},"PeriodicalIF":3.2,"publicationDate":"2022-12-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"77119221","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
A fuzzy connective score fusion technique for 2D and 3D palmprint authentication system 二维和三维掌纹认证系统的模糊关联评分融合技术
IF 3.2 4区 计算机科学
Evolving Systems Pub Date : 2022-12-18 DOI: 10.1007/s12530-022-09477-7
A. Attia, Rabah Hammouche, Samir Akhrouf, Z. Akhtar
{"title":"A fuzzy connective score fusion technique for 2D and 3D palmprint authentication system","authors":"A. Attia, Rabah Hammouche, Samir Akhrouf, Z. Akhtar","doi":"10.1007/s12530-022-09477-7","DOIUrl":"https://doi.org/10.1007/s12530-022-09477-7","url":null,"abstract":"","PeriodicalId":12174,"journal":{"name":"Evolving Systems","volume":"12 1","pages":"891 - 901"},"PeriodicalIF":3.2,"publicationDate":"2022-12-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"87643801","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A finger vein feature extraction network fusing global/local features and its lightweight network 一种融合全局/局部特征的手指静脉特征提取网络及其轻量级网络
IF 3.2 4区 计算机科学
Evolving Systems Pub Date : 2022-11-21 DOI: 10.1007/s12530-022-09475-9
Wengui Xu, Lei Shen, Huaxia Wang, Yudong Yao
{"title":"A finger vein feature extraction network fusing global/local features and its lightweight network","authors":"Wengui Xu, Lei Shen, Huaxia Wang, Yudong Yao","doi":"10.1007/s12530-022-09475-9","DOIUrl":"https://doi.org/10.1007/s12530-022-09475-9","url":null,"abstract":"","PeriodicalId":12174,"journal":{"name":"Evolving Systems","volume":"12 1","pages":"873 - 889"},"PeriodicalIF":3.2,"publicationDate":"2022-11-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"78100972","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Multichannel KHMF for speech separation with enthalpy based DOA and score based CNN (SCNN) 基于焓DOA和分数CNN (SCNN)的多通道KHMF语音分离
IF 3.2 4区 计算机科学
Evolving Systems Pub Date : 2022-11-16 DOI: 10.1007/s12530-022-09473-x
Y. V. Koteswararao, C. R. Rao
{"title":"Multichannel KHMF for speech separation with enthalpy based DOA and score based CNN (SCNN)","authors":"Y. V. Koteswararao, C. R. Rao","doi":"10.1007/s12530-022-09473-x","DOIUrl":"https://doi.org/10.1007/s12530-022-09473-x","url":null,"abstract":"","PeriodicalId":12174,"journal":{"name":"Evolving Systems","volume":"6 1","pages":"501-518"},"PeriodicalIF":3.2,"publicationDate":"2022-11-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"80162071","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
DEMD-IoT: a deep ensemble model for IoT malware detection using CNNs and network traffic DEMD-IoT:使用cnn和网络流量进行物联网恶意软件检测的深度集成模型
IF 3.2 4区 计算机科学
Evolving Systems Pub Date : 2022-10-11 DOI: 10.1007/s12530-022-09471-z
Mehrnoosh Nobakht, R. Javidan, A. Pourebrahimi
{"title":"DEMD-IoT: a deep ensemble model for IoT malware detection using CNNs and network traffic","authors":"Mehrnoosh Nobakht, R. Javidan, A. Pourebrahimi","doi":"10.1007/s12530-022-09471-z","DOIUrl":"https://doi.org/10.1007/s12530-022-09471-z","url":null,"abstract":"","PeriodicalId":12174,"journal":{"name":"Evolving Systems","volume":"1 1","pages":"461-477"},"PeriodicalIF":3.2,"publicationDate":"2022-10-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88606753","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 4
Prim based link quality and thermal aware adaptive routing protocol for IoMT using SigFox network in WBAN 基于Prim的WBAN SigFox网络IoMT链路质量和热感知自适应路由协议
IF 3.2 4区 计算机科学
Evolving Systems Pub Date : 2022-10-11 DOI: 10.1007/s12530-022-09451-3
Padma Vijetha Dev Bakkaiahgari, K. Prasad
{"title":"Prim based link quality and thermal aware adaptive routing protocol for IoMT using SigFox network in WBAN","authors":"Padma Vijetha Dev Bakkaiahgari, K. Prasad","doi":"10.1007/s12530-022-09451-3","DOIUrl":"https://doi.org/10.1007/s12530-022-09451-3","url":null,"abstract":"","PeriodicalId":12174,"journal":{"name":"Evolving Systems","volume":"27 1","pages":"533-544"},"PeriodicalIF":3.2,"publicationDate":"2022-10-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"83262558","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
An augmented reality PQRST based method to improve self-learning skills for preschool autistic children 基于增强现实PQRST的学龄前自闭症儿童自我学习能力提高方法
IF 3.2 4区 计算机科学
Evolving Systems Pub Date : 2022-10-06 DOI: 10.1007/s12530-022-09472-y
Adel Sulaiman, Hameedur Rahman, Numan Ali, A. Shaikh, Muhammad Akram, W. H. Lim
{"title":"An augmented reality PQRST based method to improve self-learning skills for preschool autistic children","authors":"Adel Sulaiman, Hameedur Rahman, Numan Ali, A. Shaikh, Muhammad Akram, W. H. Lim","doi":"10.1007/s12530-022-09472-y","DOIUrl":"https://doi.org/10.1007/s12530-022-09472-y","url":null,"abstract":"","PeriodicalId":12174,"journal":{"name":"Evolving Systems","volume":"34 5 1","pages":"859 - 872"},"PeriodicalIF":3.2,"publicationDate":"2022-10-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"77710400","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 4
Multi-class classification of Alzheimer’s disease through distinct neuroimaging computational approaches using Florbetapir PET scans 使用Florbetapir PET扫描通过不同的神经成像计算方法对阿尔茨海默病进行多类分类
IF 3.2 4区 计算机科学
Evolving Systems Pub Date : 2022-10-02 DOI: 10.1007/s12530-022-09467-9
Nitika Goenka, Shamik Tiwari
{"title":"Multi-class classification of Alzheimer’s disease through distinct neuroimaging computational approaches using Florbetapir PET scans","authors":"Nitika Goenka, Shamik Tiwari","doi":"10.1007/s12530-022-09467-9","DOIUrl":"https://doi.org/10.1007/s12530-022-09467-9","url":null,"abstract":"","PeriodicalId":12174,"journal":{"name":"Evolving Systems","volume":"3 1","pages":"801 - 824"},"PeriodicalIF":3.2,"publicationDate":"2022-10-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"72570785","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 6
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