SELF-ADAPTIVE

作品数：245被引量：532H指数：9
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Soft-GNN:towards robust graph neural networks via self-adaptive data utilization
《Frontiers of Computer Science》2025年第4期1-12,共12页Yao WU Hong HUANG Yu SONG Hai JIN 
supported by the National Natural Science Foundation of China(Grant No.62127808).
Graph neural networks(GNNs)have gained traction and have been applied to various graph-based data analysis tasks due to their high performance.However,a major concern is their robustness,particularly when faced with g...
关键词：graph neural networks node classification label noise robustness 
Human-machine interactive streaming anomaly detection by online self-adaptive forest
《Frontiers of Computer Science》2023年第2期145-156,共12页Qingyang LI Zhiwen YU Huang XU Bin GUO 
supported in part by the National Science Fund for Distinguished Young Scholars(61725205);the National Natural Science Foundation of China(Grant Nos.61960206008,61772428,61972319,and61902320).
At nomaly detectors are used to distinguish differences between normal and abnormal data,which are usually implemented by evaluating and ranking the anomaly scores of each instance.A static unsupervised streaming anom...
关键词：anomaly detection human-machine interaction human feedback random space tree ensemble method 
Self-adaptive label filtering learning for unsupervised domain adaptation
《Frontiers of Computer Science》2023年第1期225-227,共3页Qing TIAN Heyang SUN Shun PENG Tinghuai MA 
supported by the National Natural Science Foundation of China(Grants Nos.62176128 and 61702273);the Natural Science Foundation of Jiangsu Province(BK20170956);the Open Projects Program of National Laboratory of Pattern Recognition(202000007);the Fundamental Research Funds for the Central Universities(NJ2019010);the Project Funded by the Priority Academic Program Development of Jiangsu Higher Education Institutions(PAPD)fund,the Postgraduate Research&Practice Innovation Program of Jiangsu Province KYCX21_1006,and was also sponsored by the Qing Lan Project.
1 Introduction As an emerging machine learning paradigm,unsupervised domain adaptation(UDA)aims to train an effective model for unlabeled target domain by leveraging knowledge from related but distribution-inconsisten...
关键词：FILTERING RESORT OVERCOME 
A self-adaptive correction method for perspective distortions of image被引量：1
《Frontiers of Computer Science》2019年第3期588-598,共11页Lihua WU Qinghua SHANG Yupeng SUN Xu BAI 
the National Natural Science Foundation of China (NSFC)(Grant No. 61501150).
Frequently, the shooting angles available to photograph an object are limited, and the resultant images contain perspective distortions. These distortions make more difficult to perform subsequent tasks like feature e...
关键词：PERSPECTIVE CORRECTION PERSPECTIVE TRANSFORMATION HOUGH TRANSFORM edge detection 
Energy efficient approximate self-adaptive data collection in wireless sensor networks被引量：1
《Frontiers of Computer Science》2016年第5期936-950,共15页Bin WANG Xiaochun YANG Guoren WANG Ge YU Wanyu ZANG Meng YU 
To extend the lifetime of wireless sensor net- works, reducing and balancing energy consumptions are main concerns in data collection due to the power constrains of the sensor nodes. Unfortunately, the existing data c...
关键词：wireless sensor networks data collection energy efficient SELF-ADAPTIVE 
Research on self-adaptive decision-making mechanism for competition strategies in robot soccer
《Frontiers of Computer Science》2015年第3期485-494,共10页Haobin SHI Lincheng XU Lin ZHANG Wei PAN Genjiu XU 
In the robot soccer competition platform, the cur- rent confrontation decision-making system suffers from dif- ficulties in optimization and adaptability. Therefore, we pro- pose a new self-adaptive decision-making （...
关键词：robot soccer self-adaptive mechanism decision-making confrontation system 
Classification-based self-adaptive differential evolution and its application in multi-lateral multi-issue negotiation被引量：2
《Frontiers of Computer Science》2012年第4期442-461,共20页Xiaojun BI Jing XIAO 
Multi-lateral multi-issue negotiations are the most complex realistic negotiation problems. Automated ap- proaches have proven particularly promising for complex ne- gotiations and previous research indicates evolutio...
关键词：differential evolution global optimum E-COMMERCE AGENT multi-lateral multi-issue negotiation 
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