International Conference on Artificial Intelligence and Soft Computing最新文献

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Pruning Convolutional Filters via Reinforcement Learning with Entropy Minimization 通过熵最小化强化学习剪枝卷积滤波器
International Conference on Artificial Intelligence and Soft Computing Pub Date : 2023-12-08 DOI: 10.1007/978-3-031-42505-9_15
Bogdan Musat, Razvan Andonie
{"title":"Pruning Convolutional Filters via Reinforcement Learning with Entropy Minimization","authors":"Bogdan Musat, Razvan Andonie","doi":"10.1007/978-3-031-42505-9_15","DOIUrl":"https://doi.org/10.1007/978-3-031-42505-9_15","url":null,"abstract":"","PeriodicalId":102608,"journal":{"name":"International Conference on Artificial Intelligence and Soft Computing","volume":"34 49","pages":"167-180"},"PeriodicalIF":0.0,"publicationDate":"2023-12-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138588913","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: 0
Improving Solar Flare Prediction by Time Series Outlier Detection 利用时间序列离群点检测改进太阳耀斑预测
International Conference on Artificial Intelligence and Soft Computing Pub Date : 2022-06-14 DOI: 10.48550/arXiv.2206.07197
Junzhi Wen, Md Reazul Islam, Azim Ahmadzadeh, R. Angryk
{"title":"Improving Solar Flare Prediction by Time Series Outlier Detection","authors":"Junzhi Wen, Md Reazul Islam, Azim Ahmadzadeh, R. Angryk","doi":"10.48550/arXiv.2206.07197","DOIUrl":"https://doi.org/10.48550/arXiv.2206.07197","url":null,"abstract":". Solar flares not only pose risks to outer space technologies and astronauts’ well being, but also cause disruptions on earth to our high-tech, interconnected infrastructure our lives highly depend on. While a number of machine-learning methods have been proposed to improve flare prediction, none of them, to the best of our knowledge, have investigated the impact of outliers on the reliability and robustness of those models’ performance. In this study, we investigate the impact of outliers in a multivariate time series benchmark dataset, namely SWAN-SF, on flare prediction models, and test our hypothesis. That is, there exist outliers in SWAN-SF, removal of which enhances the performance of the prediction models on unseen datasets. We employ Isolation Forest to detect the outliers among the weaker flare instances. Several experiments are carried out using a large range of contamination rates which deter-mine the percentage of present outliers. We assess the quality of each dataset in terms of its actual contamination using TimeSeriesSVC. In our best findings, we achieve a 279% increase in True Skill Statistic and 68% increase in Heidke Skill Score. The results show that overall a significant improvement can be achieved for flare prediction if outliers are detected and removed properly.","PeriodicalId":102608,"journal":{"name":"International Conference on Artificial Intelligence and Soft Computing","volume":"2 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-06-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131734522","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: 0
Portfolio Transformer for Attention-Based Asset Allocation 基于注意力的资产配置组合转换器
International Conference on Artificial Intelligence and Soft Computing Pub Date : 2022-06-07 DOI: 10.1007/978-3-031-23492-7_6
Damian Kisiel, D. Gorse
{"title":"Portfolio Transformer for Attention-Based Asset Allocation","authors":"Damian Kisiel, D. Gorse","doi":"10.1007/978-3-031-23492-7_6","DOIUrl":"https://doi.org/10.1007/978-3-031-23492-7_6","url":null,"abstract":"","PeriodicalId":102608,"journal":{"name":"International Conference on Artificial Intelligence and Soft Computing","volume":"88 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-06-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121643278","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: 3
cgSpan: Pattern Mining in Conceptual Graphs 概念图中的模式挖掘
International Conference on Artificial Intelligence and Soft Computing Pub Date : 2021-10-26 DOI: 10.1007/978-3-030-87897-9_14
Adam Faci, Marie-Jeanne Lesot, C. Laudy
{"title":"cgSpan: Pattern Mining in Conceptual Graphs","authors":"Adam Faci, Marie-Jeanne Lesot, C. Laudy","doi":"10.1007/978-3-030-87897-9_14","DOIUrl":"https://doi.org/10.1007/978-3-030-87897-9_14","url":null,"abstract":"","PeriodicalId":102608,"journal":{"name":"International Conference on Artificial Intelligence and Soft Computing","volume":"417 3 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-10-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123429065","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: 3
A Computer Vision-Based Approach for Driver Distraction Recognition using Deep Learning and Genetic Algorithm Based Ensemble 基于深度学习和遗传算法集成的驾驶员分心识别方法
International Conference on Artificial Intelligence and Soft Computing Pub Date : 2021-07-28 DOI: 10.1007/978-3-030-87897-9_5
Ashlesha Kumar, K. S. Sangwan, Dhiraj
{"title":"A Computer Vision-Based Approach for Driver Distraction Recognition using Deep Learning and Genetic Algorithm Based Ensemble","authors":"Ashlesha Kumar, K. S. Sangwan, Dhiraj","doi":"10.1007/978-3-030-87897-9_5","DOIUrl":"https://doi.org/10.1007/978-3-030-87897-9_5","url":null,"abstract":"","PeriodicalId":102608,"journal":{"name":"International Conference on Artificial Intelligence and Soft Computing","volume":"36 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-07-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123486358","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
Data-Driven Learning of Feedforward Neural Networks with Different Activation Functions 不同激活函数前馈神经网络的数据驱动学习
International Conference on Artificial Intelligence and Soft Computing Pub Date : 2021-07-04 DOI: 10.1007/978-3-030-87986-0_6
Grzegorz Dudek
{"title":"Data-Driven Learning of Feedforward Neural Networks with Different Activation Functions","authors":"Grzegorz Dudek","doi":"10.1007/978-3-030-87986-0_6","DOIUrl":"https://doi.org/10.1007/978-3-030-87986-0_6","url":null,"abstract":"","PeriodicalId":102608,"journal":{"name":"International Conference on Artificial Intelligence and Soft Computing","volume":"71 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-07-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124298803","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
Integrate-and-Fire Neurons for Low-Powered Pattern Recognition 低功率模式识别的整合-激发神经元
International Conference on Artificial Intelligence and Soft Computing Pub Date : 2021-06-28 DOI: 10.1007/978-3-030-87986-0_3
Florian Bacho, Dominique F. Chu
{"title":"Integrate-and-Fire Neurons for Low-Powered Pattern Recognition","authors":"Florian Bacho, Dominique F. Chu","doi":"10.1007/978-3-030-87986-0_3","DOIUrl":"https://doi.org/10.1007/978-3-030-87986-0_3","url":null,"abstract":"","PeriodicalId":102608,"journal":{"name":"International Conference on Artificial Intelligence and Soft Computing","volume":"16 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-06-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124156683","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: 0
3D Convolutional Neural Networks for Ultrasound-Based Silent Speech Interfaces 基于超声静音语音接口的三维卷积神经网络
International Conference on Artificial Intelligence and Soft Computing Pub Date : 2021-04-23 DOI: 10.1007/978-3-030-61401-0_16
L. Tóth, Amin Honarmandi Shandiz
{"title":"3D Convolutional Neural Networks for Ultrasound-Based Silent Speech Interfaces","authors":"L. Tóth, Amin Honarmandi Shandiz","doi":"10.1007/978-3-030-61401-0_16","DOIUrl":"https://doi.org/10.1007/978-3-030-61401-0_16","url":null,"abstract":"","PeriodicalId":102608,"journal":{"name":"International Conference on Artificial Intelligence and Soft Computing","volume":"8 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-04-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116927389","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: 8
Aiding Long-Term Investment Decisions with XGBoost Machine Learning Model 利用XGBoost机器学习模型辅助长期投资决策
International Conference on Artificial Intelligence and Soft Computing Pub Date : 2021-04-19 DOI: 10.1007/978-3-030-87897-9_37
E. Zolotareva
{"title":"Aiding Long-Term Investment Decisions with XGBoost Machine Learning Model","authors":"E. Zolotareva","doi":"10.1007/978-3-030-87897-9_37","DOIUrl":"https://doi.org/10.1007/978-3-030-87897-9_37","url":null,"abstract":"","PeriodicalId":102608,"journal":{"name":"International Conference on Artificial Intelligence and Soft Computing","volume":"33 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-04-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114534823","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: 4
Concept Drift Detection Using Autoencoders in Data Streams Processing 概念漂移检测使用自编码器在数据流处理
International Conference on Artificial Intelligence and Soft Computing Pub Date : 2020-10-12 DOI: 10.1007/978-3-030-61401-0_12
M. Jaworski, L. Rutkowski, P. Angelov
{"title":"Concept Drift Detection Using Autoencoders in Data Streams Processing","authors":"M. Jaworski, L. Rutkowski, P. Angelov","doi":"10.1007/978-3-030-61401-0_12","DOIUrl":"https://doi.org/10.1007/978-3-030-61401-0_12","url":null,"abstract":"","PeriodicalId":102608,"journal":{"name":"International Conference on Artificial Intelligence and Soft Computing","volume":"94 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122677514","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: 12
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