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| 1 | A Classifier Using Online Bagging Ensemble Method for Big Data Stream Learning显示文摘By combining multiple weak learners with concept drift in the classification of big data stream learning, the ensemble learning can achieve better generalization performance than the single learning approach. In this paper,we present an efficient classifier using the online bagging ensemble method for big data stream learning. In this classifier, we introduce an efficient online resampling mechanism on the training instances, and use a robust coding method based on error-correcting output codes. This is done in order to reduce the effects of correlations between the classifiers and increase the diversity of the ensemble. A dynamic updating model based on classification performance is adopted to reduce the unnecessary updating operations and improve the efficiency of learning.We implement a parallel version of EoBag, which runs faster than the serial version, and results indicate that the classification performance is almost the same as the serial one. Finally, we compare the performance of classification and the usage of resources with other state-of-the-art algorithms using the artificial and the actual data sets, respectively. Results show that the proposed algorithm can obtain better accuracy and more feasible usage of resources for the classification of big data stream. | Yanxia Lv Sancheng Peng Ying Yuan Cong Wang Pengfei Yin Jiemin Liu Cuirong Wang | 2019 | Tsinghua Science and Technology2019，24，4： | 5 |
| 2 | Integration of QTL detection and marker assisted selection for improving resistance to Fusarium head blight and important agronomic traits in wheat显示文摘Fusarium head blight(FHB), caused by Fusarium graminearum, is one of the most destructive wheat(Triticum aestivum L.) diseases worldwide. Identification of quantitative trait loci(QTL) conferring FHB resistance followed by marker assisted selection(MAS) is an efficient approach to breed FHB-resistant varieties. In this study, 38 additive QTL and 18 pairs of epistatic QTL for FHB resistance were detected in four environments using a population of recombinant inbred lines(RILs) derived from varieties Neixiang 188 and Yanzhan 1. Six QTL clusters were located on chromosomes 2D, 4B, 4D, 5A, 5D and 7B, suggesting possible polytrophic functions. Six elite lines with good FHB resistance and agronomic traits were selected from the same population using the associated markers. Our results suggest that MAS of multiple QTL will be effective and efficient in wheat breeding. | Chao Lv Yanxia Song Lifeng Gao Qin Yao Ronghua Zhou Rugen Xu Jizeng Jia | 2014 | The Crop Journal2014，2，1： | 2 |
| 3 | Thermal properties optimization of envelope in energy-saving renovation of existing public buildings显示文摘 | Jianen Huang Henglin Lv Tao Gao Wei Feng Yanxia Chen Tai Zhou | 2014 | Energy & Buildings2014，，： | 1 |
| 4 | Production of hispidin polyphenols from medicinal mushroom Sanghuangporus vaninii in submerged cultures显示文摘Objective: The medicinal mushroom Sanghuangporus vaninii produces pharmaceutically valuable hispidin polyphenols in natural habitats. However, due to the slow growth in nature, S. vaninii grown in the field(sclerotia) is not reliable for pharmaceutical purposes. Although higher biomass of fungal mycelia can be obtained in submerged cultures, the accumulation of hispidin polyphenols is rare.Methods: In this study, the polyunsaturated fatty acids(PUFAs), linoleic acid(LA), linolenic acid(ALA),and methyl jasmonate(Me Ja) were employed as the stimulant agents to coordinate the accumulation of biomass and hispidin polyphenols in its submerged cultures.Results: The addition of LA and ALA promoted the mycelial accumulation, while the addition of Me Ja inhibited the growth of S. vaninii concomitant with reduced total polyphenols. UPLC-Triple-TOF-MS analysis revealed an increased production of hispidin, phellinstatin, pinnilidine, and its derivatives upon the addition of LA and ALA, and hypholomine B and its isomer, 3,14’-bihispidinyl, and phelligridin E upon the addition of Me Ja on day 13. Intriguingly, total polyphenols from the Me Ja-supplementing cultures harbored a high capacity in scavenging free radicals. Chemical structural analysis showed that hispidin polyphenols had higher antioxidant activity due to more hispidin moieties induced by Me Ja.Conclusion: The supplement of PUFAs affects the synthesis and composition of hispidin polyphenols in S.vaninii. Our results provide a possibility to coordinate the production of hispidin polyphenols via submerged cultures of S. vaninii. | Wenwen Yuan Weihua Yuan Rong Zhou Guoying Lv Mengni Sun Yanxia Zhao Weifa Zheng | 2023 | Chinese Herbal Medicines2023，15，4： | 0 |
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