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商业银行基于Group Training技术的小样本学习应用研究
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作者 吴永飞 寿弘宇 +3 位作者 王彦博 魏文术 徐奇 张月 《金融科技时代》 2025年第3期16-22,共7页
人工智能是推动社会进步和经济发展的关键力量。商业银行已经在诸多业务领域广泛使用人工智能技术,如精准营销、智能风控、智慧运营等业务领域。然而,有些业务场景在“冷启动”阶段面临样本量不足,并且坏样本量极少的小样本学习问题,这... 人工智能是推动社会进步和经济发展的关键力量。商业银行已经在诸多业务领域广泛使用人工智能技术,如精准营销、智能风控、智慧运营等业务领域。然而,有些业务场景在“冷启动”阶段面临样本量不足,并且坏样本量极少的小样本学习问题,这导致现有的人工智能技术可能失效。基于此,文章创新提出了一种Group Training(群组训练)建模思路,可以有效解决小样本学习问题。实证结果表明,Group Training建模方案在多个金融数据集上效果均明显优于传统的建模方案,这为商业银行小样本学习提供了新的研究思路和解决方案。 展开更多
关键词 人工智能 小样本学习 group Learning group training
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Second Group of National Human Rights Education and Training Bases Established
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作者 STAFF REPORTER 《The Journal of Human Rights》 2014年第5期6-7,共2页
The Ministry of Education and the State Council Information Office on July 22 announced the second group of national human rights education and training bases, in- cluding the Human Rights Research Center at Renmin Un... The Ministry of Education and the State Council Information Office on July 22 announced the second group of national human rights education and training bases, in- cluding the Human Rights Research Center at Renmin University of China, the Human Rights Research Center at Fudan University, the Human Rights Research Academy at Wuhan University, the Human Rights Research Center at Shandong University and the Human Rights Education and Research Center at the Southwest University of Politica~ Science arid Law. 展开更多
关键词 Second group of National Human Rights Education and training Bases Established
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LEARNING ALGORITHM OF STAGE CONTROL NBP NETWORK 被引量:1
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作者 Yan Lixiang Qin Zheng (Xi’an JiaoTong University, Xi’an 710049) 《Journal of Electronics(China)》 2003年第6期467-471,共5页
This letter analyzes the reasons why the known Neural Back Promulgation (NBP)network learning algorithm has slower speed and greater sample error. Based on the analysis and experiment, the training group descending En... This letter analyzes the reasons why the known Neural Back Promulgation (NBP)network learning algorithm has slower speed and greater sample error. Based on the analysis and experiment, the training group descending Enhanced Combination Algorithm (ECA) is proposed.The analysis of the generalized property and sample error shows that the ECA can heighten the study speed and reduce individual error. 展开更多
关键词 Neural Back Promulgation(NBP) network training group descending Enhanced Combination Algorithm (ECA)
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Adaptation of Chinese and German maize-based food-feed-energy systems to limited phosphate resources——a new Sino-German international research training group
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作者 Torsten MULLER Fusuo ZHANG 《Frontiers of Agricultural Science and Engineering》 2019年第4期313-320,共8页
Phosphate is supplied to agriculture by mining and fertilizer production,followed by different steps of phosphate utilization,including primary production,feed and food consumption,and conversion of biomass,with accum... Phosphate is supplied to agriculture by mining and fertilizer production,followed by different steps of phosphate utilization,including primary production,feed and food consumption,and conversion of biomass,with accumulation in soils,but little recycling and severe environmental losses.Phosphate is a limited essential nutrient,however,with very uneven distribution worldwide.Closing the cycle and reducing primary phosphate consumption are fundamental future challenges.Maize has a relatively high phosphate requirement.China and Germany together cover the whole range of maize production systems.The new Sino-German international research training group"Adaptation of Chinese and German maize-based food-feed-energy systems to limited phosphate resources"(AMAIZE-P)was initiated in 2018 as a joint venture of the China Agricultural University(Beijing,China)and the University of Hohenheim(Stuttgart,Germany).The interdisciplinary and complementary research is driven by the hypothesis that under phosphate limited conditions,high productivity and high phosphate use efficiency can be achieved simultaneously by adapting phosphate cycling and availability(sources)to the multipurpose phosphate demands(sinks)in maizebased food-feed-energy systems.The educational program for doctoral researchers in China and Germany includes joint block seminars,thematic field trips,case studies,methodological courses,doctoral researchers’conferences,intercultural training sessions and personal training. 展开更多
关键词 international research training group limited resources MAIZE PHOSPHATE
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