A Boundary-Information-Based Oversampling Approach to Improve Learning Performance for Imbalanced Datasets by Der-Chiang Li, Qi-Shi Shi, Yao-San Lin, Liang-Sian Lin

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Expression an Effective Method in Generation of Random Samples to Calculate the Failure Probability of Structures With MCS Method by Mehdi Nikouei Mahani, Amir Mahmoudzade, Manuchehr Emamgholi Babadi

Subjects: “…sample generation…”
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Real-Time High-Performance Laser Welding Defect Detection by Combining ACGAN-Based Data Enhancement and Multi-Model Fusion by Kui Fan, Peng Peng, Hongping Zhou, Lulu Wang, Zhongyi Guo

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Comparison of emissions across tobacco products: A slippery slope in tobacco control by Ahmad El Hellani, Ayomipo Adeniji, Hanno C. Erythropel, Qixin Wang, Thomas Lamb, Vladimir B. Mikheev, Irfan Rahman, Irina Stepanov, Robert M. Strongin, Theodore L. Wagener, Marielle C. Brinkman

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A new approach to generating virtual samples to enhance classification accuracy with small data—a case of bladder cancer by Liang-Sian Lin, Susan C Hu, Yao-San Lin, Der-Chiang Li, Liang-Ren Siao

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High-Confidence Sample Generation Technology and Application for Global Land-Cover Classification by Xinyuan Xi, Zhimin Liu, Lin Sun, Shuai Xie, Zhihui Wang

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A feature restoration for machine learning on anti-corrosion materials by Supriadi Rustad, Muhamad Akrom, Totok Sutojo, Hermawan Kresno Dipojono

Subjects: “…Virtual sample generation…”
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A Novel Rapeseed Mapping Framework Integrating Image Fusion, Automated Sample Generation, and Deep Learning in Southwest China by Ruolan Jiang, Xingyin Duan, Song Liao, Ziyi Tang, Hao Li

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Controllable Generative Adversarial Network by Minhyeok Lee, Junhee Seok

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Sample Generation with Self-Attention Generative Adversarial Adaptation Network (SaGAAN) for Hyperspectral Image Classification by Wenzhi Zhao, Xi Chen, Jiage Chen, Yang Qu

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Enhancing Crop Mapping through Automated Sample Generation Based on Segment Anything Model with Medium-Resolution Satellite Imagery by Jialin Sun, Shuai Yan, Thomas Alexandridis, Xiaochuang Yao, Han Zhou, Bingbo Gao, Jianxi Huang, Jianyu Yang, Ying Li

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Spatial domain transfer: Cross-regional paddy rice mapping with a few samples based on Sentinel-1 and Sentinel-2 data on GEE by Lingyu Sun, Yuxin Lou, Qian shi, Liangpei Zhang

Subjects: “…Paddy sample generation…”
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Power System Flow Adjustment and Sample Generation Based on Deep Reinforcement Learning by Shuang Wu, Wei Hu, Zongxiang Lu, Yujia Gu, Bei Tian, Hongqiang Li

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Time-series urban green space mapping and analysis through automatic sample generation and seasonal consistency modification on Sentinel-2 data: A case study of Shanghai, China by Zhuoqun Chai, Keyao Wen, Hao Fu, Mengxi Liu, Qian Shi

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Appearance Fault Diagnosis of a Transformer Based on Data Set Optimization and Heterogeneous Model Ensemble by Yi Xuan, Libo Fan, Yongwei Tu, Zhiqing Sun, Rongjie Han, Jian Jiang, Yifang Chen, Yibo Lai, Jiabin Huang

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A High-Quality Sample Generation Method for Improving Steel Surface Defect Inspection by Yu He, Shuai Li, Xin Wen, Jing Xu

Subjects: “…defect sample generation…”
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Global Data Distribution Weighted Synthetic Oversampling Technique for Imbalanced Learning by Zhenfei Wang, Hongju Wang

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Deep-Learning Based Injection Attacks Detection Method for HTTP by Chunhui Zhao, Shuaijie Si, Tengfei Tu, Yijie Shi, Sujuan Qin

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Voice Adversarial Sample Generation Method for Ultrasonicization of Motion Noise by Jun Wang, Juan Liu

Subjects: “…Adversarial sample generation…”
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CVDF DYNAMIC—A Dynamic Fuzzy Testing Sample Generation Framework Based on BI-LSTM and Genetic Algorithm by Mingrui Ma, Lansheng Han, Yekui Qian

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