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Identification and characterization of new plant microRNAs using EST analysis 被引量:74
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作者 BaoHongZHANG XiaoPingPAN +2 位作者 QingLianWANG GeorgeECOBB ToddA.ANDERSON 《Cell Research》 SCIE CAS CSCD 2005年第5期336-360,共25页
Seventy-five previously known plant microRNAs (miRNAs) were classified into 14 families according to their gene sequence identity. A total of 18,694 plant expressed sequence tags (EST) were found in the GenBank EST da... Seventy-five previously known plant microRNAs (miRNAs) were classified into 14 families according to their gene sequence identity. A total of 18,694 plant expressed sequence tags (EST) were found in the GenBank EST databases by comparing all previously known Arabidopsis miRNAs to GenBank’s plant EST databases with BLAST algorithms. After removing the EST sequences with high numbers (more than 2) of mismatched nucleotides, a total of 812 EST contigs were identified. After predicting and scoring the RNA secondary structure of the 812 EST sequences using mFold software, 338 new potential miRNAs were identified in 60 plant species. miRNAs are widespread. Some microRNAs may highly conserve in the plant kingdom, and they may have the same ancestor in very early evolution. There is no nucleotide substitution in most miRNAs among many plant species. Some of the new identified potential miRNAs may be induced and regulated by environmental biotic and abiotic stresses. Some may be preferentially expressed in specific tissues, and are regulated by developmental switching. These findings suggest that EST analysis is a good alternative strategy for identifying new miRNA candidates, their targets, and other genes. A large number of miRNAs exist in different plant species and play important roles in plant developmental switching and plant responses to environmental abiotic and biotic stresses as well as signal transduction. Environmental stresses and developmental switching may be the signals for synthesis and regulation of miRNAs in plants. A model for miRNA induction and expression, and gene regulation by miRNA is hypothesized. 展开更多
关键词 MICRORNA PLANT environmental stress gene regulation expressed sequence tags.
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STUDYING COMPLEX ADAPTIVE SYSTEMS 被引量:48
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作者 John H.Holland 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2006年第1期1-8,共8页
Complex adaptive systems (cas) - systems that involve many components that adapt or learn as they interact - are at the heart of important contemporary problems. The study of cas poses unique challenges: Some of ou... Complex adaptive systems (cas) - systems that involve many components that adapt or learn as they interact - are at the heart of important contemporary problems. The study of cas poses unique challenges: Some of our most powerful muthemutical tools, particularly methods involivng fixed points, attractors, and the like, are of limited help in understanding the development of cas. This paper suggests ways to modify research methods and tools, with an emphasis on the role of computer-based models, to increase our understanding of cas. 展开更多
关键词 Agent-based systems classifier systems complex adaptive systems computer-based models credit assignlnent genetic algorithms PARALLELISM rule discovery signal-passing tags.
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多型航空重力仪同机测试及其数据分析 被引量:26
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作者 欧阳永忠 邓凯亮 +3 位作者 陆秀平 吴太旗 晏新村 常国斌 《海洋测绘》 2013年第4期6-11,共6页
介绍了运8飞机加装4型5套航空重力仪开展同机测试的整体情况,对5套重力仪所获取的重复线和测网成果数据进行了对比分析。试验结果表明,俄罗斯GT-1A航空重力仪具有最佳的综合性能技术指标,平差前测量精度为±2.45mGal;美国TAGS航空... 介绍了运8飞机加装4型5套航空重力仪开展同机测试的整体情况,对5套重力仪所获取的重复线和测网成果数据进行了对比分析。试验结果表明,俄罗斯GT-1A航空重力仪具有最佳的综合性能技术指标,平差前测量精度为±2.45mGal;美国TAGS航空重力仪为其次,平差前测量精度为±3.9mGal;SII型船载海空重力仪可改造升级为航空重力仪,并具有与TAGS同等的综合性能技术指标;国内自主研发的SGA-WZ01捷联航空重力仪具有最佳的重复线测量精度,测网精度接近于GT-1A航空重力仪水平,平差前测量精度为±2.96mGal,另一款自主研制的GDP-1重力仪首次成功实现了航空重力测量功能,平差前测量精度为±4.52mGal。 展开更多
关键词 航空重力仪 重复线 测量精度 GT-1A tags SGA—WZ01 GDP-1
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Applying a highly specific and reproducible cDNA RDA method to clone garlic up-regulated genes in human gastric cancer cells 被引量:24
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作者 Yong Li You-Yong Lu,Beijing Institute for Cancer Research,Beijing Laboratory of Molecular Oncology,School of Oncology,Peking University,Beijing 100034,China 《World Journal of Gastroenterology》 SCIE CAS CSCD 2002年第2期213-216,共4页
AIM: To develop and optimize cDNA representational difference analysis (cDNA RDA) method and to identify and clone garlic up-regulated genes in human gastric cancer (HGC) cells. METHODS: We performed cDNA RDA method b... AIM: To develop and optimize cDNA representational difference analysis (cDNA RDA) method and to identify and clone garlic up-regulated genes in human gastric cancer (HGC) cells. METHODS: We performed cDNA RDA method by using abundant double-stranded cDNA messages provided by two self-constructed cDNA libraries (Allitridi-treated and paternal HGC cell line BGC823 cells cDNA libraries respectively). Bam H I and Xho I restriction sites harbored in the library vector were used to select representations. Northern and Slot blots analyses were employed to identify the obtained difference products. RESULTS: Fragments released from the cDNA library vector after restriction endonuclease digestion acted as good marker indicating the appropriate digestion degree for library DNA. Two novel expressed sequence tags (ESTs) and a recombinant gene were obtained. Slot blots result showed a 8-fold increase of glia-derived nexin/protease nexin 1 (GDN/PN1) gene expression level and 4-fold increase of hepatitis B virus x-interacting protein (XIP) mRNA level in BGC823 cells after Allitridi treatment for 72h. CONCLUSION: Elevated levels of GDN/PN1 and XIP mRNAs induced by Allitridi provide valuable molecular evidence for elucidating the garlic's efficacies against neurodegenerative and inflammatory diseases. Isolation of a recombinant gene and two novel ESTs further show cDNA RDA based on cDNA libraries to be a powerful method with high specificity and reproducibility in cloning differentially expressed genes. 展开更多
关键词 Gene Expression Regulation Neoplastic Sequence Analysis DNA Allyl Compounds Amyloid beta-Protein Precursor Base Sequence Carrier Proteins Cloning Molecular Expressed Sequence tags GARLIC Gene Library Humans Molecular Sequence Data Plasminogen Inactivators Platelet Aggregation Inhibitors Receptors Cell Surface Research Support Non-U.S. Gov't Stomach Neoplasms Sulfides Tumor Cells Cultured Viral Nonstructural Proteins
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标签在数字学术资源内容揭示中的作用研究 被引量:19
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作者 常唯 《图书馆杂志》 CSSCI 北大核心 2007年第1期46-52,共7页
标签是Web2.0时代一种新的资源描述方式。本文探讨了标签在揭示数字学术资源内容方面的能力,通过与关键词的比较以及对标签与被标注对象内容之间关系的挖掘,分析了它是否能够揭示所描述的资源中蕴含的知识/内容,进一步分析了它是否揭... 标签是Web2.0时代一种新的资源描述方式。本文探讨了标签在揭示数字学术资源内容方面的能力,通过与关键词的比较以及对标签与被标注对象内容之间关系的挖掘,分析了它是否能够揭示所描述的资源中蕴含的知识/内容,进一步分析了它是否揭示了传统的资源描述方法所无法揭示的内容。研究结果表明:尽管目前标签的形式还比较简单,但它在揭示资源内容方面具有很大的作用。 展开更多
关键词 标签 数字学术资源 资源描述 元数据 关键词
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改进的基于标签的协同过滤算法 被引量:20
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作者 郭彩云 王会进 《计算机工程与应用》 CSCD 北大核心 2016年第8期56-61,147,共7页
针对现存的基于标签的个性化推荐系统在构建用户兴趣模型时未充分挖掘用户真正的兴趣爱好,且未考虑到时间因素对推荐结果的影响,提出一种改进的基于标签的协同过滤算法(ITCF)。该算法将用户评分融入到用户对标签权重的计算中,考虑用户... 针对现存的基于标签的个性化推荐系统在构建用户兴趣模型时未充分挖掘用户真正的兴趣爱好,且未考虑到时间因素对推荐结果的影响,提出一种改进的基于标签的协同过滤算法(ITCF)。该算法将用户评分融入到用户对标签权重的计算中,考虑用户不同兴趣程度的项目对推荐结果的影响,并使用指数渐进遗忘函数和时间窗口相结合的方法来捕捉用户兴趣的变化。在数据集Movielens上的实验证明,改进后的算法在precision、hit-rank以及NDCG三个评价指标上均取得了较好的推荐效果,其推荐的质量和效果均优于传统方案。 展开更多
关键词 协同过滤 标签 指数渐进遗忘函数 时间窗口 准确率
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自由分类法的社会性及其利用 被引量:15
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作者 崔景昌 刘德洪 《图书情报工作》 CSSCI 北大核心 2007年第2期41-43,138,共4页
首先阐释自由分类法的源起及其与传统分类法的不同,然后对自由分类法存在着的一些社会效应和稳定性进行探讨,并在分析这些性质的基础上分析自由分类法的利用和价值。最后指出自由分类法也存在着不足,有待于在实践中改进升级。
关键词 自由分类法 标签 信息组织 信息构建 信息检索 元数据
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基于标签和协同过滤的个性化推荐算法 被引量:13
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作者 刘健 张琨 陈旋 《计算机与现代化》 2016年第2期62-65,71,共5页
现有的协同过滤推荐算法主要依据用户对资源的评分,但是通常用户的评分矩阵数据稀疏,少量的评分数据不能很好表示出用户和资源的特点。然而,标签既能反映用户的兴趣又能描述资源的自身特征。因此,本文通过引入标签,提出一种基于标签和... 现有的协同过滤推荐算法主要依据用户对资源的评分,但是通常用户的评分矩阵数据稀疏,少量的评分数据不能很好表示出用户和资源的特点。然而,标签既能反映用户的兴趣又能描述资源的自身特征。因此,本文通过引入标签,提出一种基于标签和协同过滤的个性化推荐算法。该算法将标签视为用户和资源的中间纽带,通过拆分用户-标签-资源三维关系图后分别计算用户与标签、标签与资源的关联度,构建用户的兴趣模型。再依据用户兴趣模型预测对于待推荐新资源的兴趣度,最终产生Top-N推荐集。在公开数据集Movie Lens上,与现有算法的比较结果表明,该算法在准确率、召回率上均有所提升,达到了更好的推荐效果。 展开更多
关键词 标签 协同过滤 兴趣模型 个性化推荐
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基于物联网的智慧图书馆服务架构设计与实现 被引量:12
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作者 陈秀兰 于丽萍 《电化教育研究》 CSSCI 北大核心 2013年第10期76-79,89,共5页
随着信息技术的发展,图书馆服务逐渐向智能化转变,文章探讨了在物联网、云计算及关联主义理论基础上建立智慧图书馆的硬件、软件组成要素和功能框架,提出了智慧图书馆服务模式、服务内容的建设,探讨了如何利用先进的信息技术优势整合图... 随着信息技术的发展,图书馆服务逐渐向智能化转变,文章探讨了在物联网、云计算及关联主义理论基础上建立智慧图书馆的硬件、软件组成要素和功能框架,提出了智慧图书馆服务模式、服务内容的建设,探讨了如何利用先进的信息技术优势整合图书馆业务,在未来与移动计算实现更好的结合和发展。 展开更多
关键词 物联网 关联主义 智慧图书馆 虚拟化 智能手机 tags
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农产品质量溯源RFID标签批量识别 被引量:12
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作者 王祖良 郭建新 +3 位作者 张婷 李文臣 曹闯乐 于洪涛 《农业工程学报》 EI CAS CSCD 北大核心 2020年第10期150-157,共8页
在农产品质量溯源中采用批量标签识别可极大提高系统效率。然而,基于成本和使用寿命的考虑,目前在溯源系统中使用射频标签通常选择无源标签,标签之间缺乏协作通道,不可避免会发生标签碰撞。该研究设计了基于射频识别技术的农产品追溯系... 在农产品质量溯源中采用批量标签识别可极大提高系统效率。然而,基于成本和使用寿命的考虑,目前在溯源系统中使用射频标签通常选择无源标签,标签之间缺乏协作通道,不可避免会发生标签碰撞。该研究设计了基于射频识别技术的农产品追溯系统,针对所设计的追溯系统应用环境,提出一种可自适应动态调整帧长度的动态帧时隙Aloha标签防碰撞方法。只需在第一帧识别后,利用统计得到的首帧成功时隙、空闲时隙和碰撞时隙数对初始标签规模进行估计,并据此优化调整后续帧长度,实现最优识别。仿真结果表明,提出的防碰撞算法应用于所设计的农产品追溯系统,识别效率得到了显著提高,与目前广泛使用的国际标准相比,全局吞吐量性能提高了30%以上。 展开更多
关键词 农产品 溯源 标签 批量识别 防碰撞 全局吞吐量
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基于受控词表的Folksonomy优化系统分析与设计 被引量:11
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作者 邰杨芳 贾君枝 贺培风 《情报科学》 CSSCI 北大核心 2014年第2期112-117,共6页
分析了Folksonomy的运行结构及其在当前网络信息组织中的优势与不足,为提高基于Folksonomy的网络信息组织系统中用户标签的可读性和准确性,解决标签的平面性引起的标签间缺乏语义关联和无法深层揭示资源的深层语义及资源之间语义关系的... 分析了Folksonomy的运行结构及其在当前网络信息组织中的优势与不足,为提高基于Folksonomy的网络信息组织系统中用户标签的可读性和准确性,解决标签的平面性引起的标签间缺乏语义关联和无法深层揭示资源的深层语义及资源之间语义关系的问题,提出基于受控词表的Folksonomy优化系统方案,系统主要包括用户分类、标签推荐和标签与受控词表的映射三个模块,旨在通过对Folksonomy的不断优化提高对当前Web2.0环境下网络信息资源的组织管理和检索效率。 展开更多
关键词 FOLKSONOMY 受控词表 标签 优化
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超高频RFID标签可重用仓储管理系统的设计 被引量:11
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作者 曾炼成 傅卓军 沈岳 《计算机技术与发展》 2011年第9期153-155,159,共4页
超高频RFID标签感应距离远、读取速度快和抗干扰能力强,应用于仓储管理系统可以提高其管理效率。针对中小型仓储应用提出物品入库关联RFID标签,出库解除关联,RFID标签可重复使用。采用静态字典编码和时间压缩算法对单一仓储物品信息压... 超高频RFID标签感应距离远、读取速度快和抗干扰能力强,应用于仓储管理系统可以提高其管理效率。针对中小型仓储应用提出物品入库关联RFID标签,出库解除关联,RFID标签可重复使用。采用静态字典编码和时间压缩算法对单一仓储物品信息压缩编码至128比特,通过对RFID标签顺序增计数编号,二维表被简化为线性表并存储在RFID阅读器中,RFID阅读器将仓储数据同步更新管理数据库。讨论了仓储管理系统RFID阅读器的硬件及软件设计架构。仓储物品信息压缩编码和数据顺序存储降低了系统对RFID阅读器硬件和存储资源的需求。 展开更多
关键词 射频识别 标签 编码 可重用 仓储管理
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Primarily screening and analyzing ESTs differentially expressed in rats' primary liver cancer 被引量:9
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作者 Dandan Liu Lijuan Zhi +9 位作者 Mingxia Ma Dan Qiao Meijuan Wang Yawei Wang Baijie Jin Anqi Li Guting Liu Yiqing Zhang Yanyan Song Hongxu Zhang 《Chinese Journal of Cancer Research》 SCIE CAS CSCD 2013年第1期71-78,共8页
Objective: To screen and analyze key express sequence tags (ESTs) which were differentially displayed in every period of SD rats' primary hepatic carcinoma and reveal the molecular mechanism of carcinogenesis. Met... Objective: To screen and analyze key express sequence tags (ESTs) which were differentially displayed in every period of SD rats' primary hepatic carcinoma and reveal the molecular mechanism of carcinogenesis. Methods: Using diethylnitrosamine (DENA) as a cancerigenic agent, animal models with different phases of primary hepatic cancer were constructed in SD rats. Rats were respectively sacrificed at d 14, d 28, d 56, d 77, d 105 and d 112 after the rats received DENA by gavage, then the livers were harvested. One part of the livers was classified according to their pathological changes, while the other was reserved for molecular mechanism studies on hepatocarcinogenesis. The differentially expressed genes were isolated from both normal and morbid tissues by mRNA differential display technique (DDRT-PCR). After the fragments were sequenced, bioinformatics were .used to analyze the results. Results: Twelve differentially expressed cDNA fragments were obtained. Nine fragments had the homology with known cDNA clones, especially EST-7 was similar to BN/SsNHsdMCW mitochondrion gene and the identity was 100% which suggested EST-7 may be the part of BN/SsNHsdMCW mitochondrion gene. In contrast, other three fragments (EST-1, EST-3 and EST-5) had extremely low identity to any genes registered in GENBANK databases. Conclusions: BN/SsNHsdMCW mitochondrion gene was expressed in different periods of hepatocarcinogenesis. Moreover, EST-I, EST-3 and EST-5 were suggested to contribute to the development of rat hepatocarcinogenesis, and thus may be candidates of new targets of oncogenes or cancer suppressor genes. 展开更多
关键词 Animal models of primary liver cancer DDRT-PCR (differential display reverse transcription PCR) ESTs (express sequence tags mitochondrion gene
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基于协同过滤和标签的混合音乐推荐算法研究 被引量:9
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作者 黄川林 鲁艳霞 《软件工程》 2021年第4期10-14,共5页
结合音乐这一特定的推荐对象,针对传统单一的推荐算法不能有效解决音乐推荐中的准确度问题,提出一种协同过滤技术和标签相结合的音乐推荐算法。该算法先通过协同过滤技术确定相似用户,再通过相似用户对某一歌手的标签评分预测另一用户... 结合音乐这一特定的推荐对象,针对传统单一的推荐算法不能有效解决音乐推荐中的准确度问题,提出一种协同过滤技术和标签相结合的音乐推荐算法。该算法先通过协同过滤技术确定相似用户,再通过相似用户对某一歌手的标签评分预测另一用户对该歌手的偏好程度,从而选择更符合用户喜好的音乐进行推荐,以此提升个性化推荐效率,为优化音乐推荐系统提供参考方法。 展开更多
关键词 协同过滤 标签 音乐推荐 推荐系统
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Erwinia carotovora ssp. carotovora Infection Induced "Defense Lignin" Accumulation and Lignin Biosynthetic Gene Expression in Chinese Cabbage (Brassica rapa L. ssp. pekinensis) 被引量:7
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作者 Song-He Zhang Qing Yang Rong-Cai Ma 《Journal of Integrative Plant Biology》 SCIE CAS CSCD 2007年第7期993-1002,共10页
Erwinia carotovora subsp, carotovora (Ecc) infects and causes soft rot disease in hundreds of crop species including vegetables, flowers and fruits. Lignin biosynthesis has been implicated in defensive reactions to ... Erwinia carotovora subsp, carotovora (Ecc) infects and causes soft rot disease in hundreds of crop species including vegetables, flowers and fruits. Lignin biosynthesis has been implicated in defensive reactions to injury and pathogen infection in plants. In this work, variations of lignin content and gene expression in the molecular interaction between Chinese cabbage and Ecc were investigated. H2O2 accumulation and peroxidase activity were detected by 3, 3'- Dimethoxybenzidine staining at mocked and Ecc-inoculated sites of Chinese cabbage leafstalks. Klason lignin content in inoculated plants increased by about 7.84%, 40.37%, and 43.13% more than that of the mocked site at 12, 24 and 72 h after inoculation, respectively. Gas chromatography detected more p-coumaryl (H) and less coniferyl (G) and sinapyl (S) monolignins in leafstalks of Chinese cabbage. All three monomers increased in Ecc-infected leafstalks, and the Ecc-induced "defense lignin" were composed of more G and H monolignins, and less S monolignin. After searching the expressed sequence tags (EST) data of Chinese cabbage, 12 genes putatively encoding enzymes involved in lignin biosynthesis were selected to study their expression. All of these genes could be induced by mock inoculation and Ecc infection, while the gene expression lasted for several more hours in the infected samples than in mocked and untreated plants. Our results indicated that "defense lignin" was different from the developmental lignin in composition; G and S monolignins were significantly induced in plants in response to the soft rot Ecc; thus, lignin biosynthesis was differentially regulated and played a role in plant response to the soft rot Ecc. 展开更多
关键词 Chinese cabbage Erwinia carotovora ssp. carotovora expressed sequence tags gene expression lignin.
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基于标签卷积神经网络的文本推荐算法 被引量:8
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作者 马骁烊 张谧 《计算机系统应用》 2018年第8期132-137,共6页
在面向用户的文章收集系统中,用户会将自己喜欢的文章收集起来构成自己的偏好文章集合,理解用户为何喜欢特定文章、如何精确的找到用户喜欢的文章目前成为了一个重要的研究课题.本文通过基于面向用户的文章收集系统中的一些相关信息,比... 在面向用户的文章收集系统中,用户会将自己喜欢的文章收集起来构成自己的偏好文章集合,理解用户为何喜欢特定文章、如何精确的找到用户喜欢的文章目前成为了一个重要的研究课题.本文通过基于面向用户的文章收集系统中的一些相关信息,比如文本信息、标签等,来辅助推荐系统更好的进行文章的推荐.文中提出了基于标签卷积神经网络的文本推荐算法,结合神经网络和协同过滤算法的同时,将标签加入到神经网络的设计中.通过在真实的citeulike数据集进行的实验和验证,使用本文的模型可以有效的提高对用户偏好文章预测的准确性. 展开更多
关键词 推荐系统 基于内容 卷积神经网络 深度学习 标签
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基于用户协作的非物质文化遗产数字资源分类模式研究 被引量:8
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作者 刘向红 《现代情报》 CSSCI 北大核心 2017年第3期21-25,31,共6页
非物质文化遗产数据库对非遗资源的分类,必须遵从《非物质文化遗产数字化保护专业标准》,但这种分类方式存在一些问题。为了充分揭示非遗资源的特性和非遗资源之间的文化关联性,以建设承德地区非遗数据库为例,引入大众标注标引资源的方... 非物质文化遗产数据库对非遗资源的分类,必须遵从《非物质文化遗产数字化保护专业标准》,但这种分类方式存在一些问题。为了充分揭示非遗资源的特性和非遗资源之间的文化关联性,以建设承德地区非遗数据库为例,引入大众标注标引资源的方式来补充专家分类的不足:用户协作建设基础标签库,使用基础标签作为推荐标签,使用时间、空间、文化场所标签作为文化空间标签,由推荐标签等形成的高频标签作为专家分类的二级类目的备选,构建基于用户协作的非遗数字资源混合分类模式。 展开更多
关键词 非物质文化遗产 大众标注 分类 标签 数字化
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The Internet of data: a new idea to extend the IOT in the digital world 被引量:6
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作者 Wei FAN Zhengyong CHEN +1 位作者 Zhang XIONG Hui CHEN 《Frontiers of Computer Science》 SCIE EI CSCD 2012年第6期660-667,共8页
Increasingly powerful computational technology has caused enormous data growth both in size and complexity. A key issue is how to organize the data to adapt the challenges of data analysis. This paper borrows ideas fr... Increasingly powerful computational technology has caused enormous data growth both in size and complexity. A key issue is how to organize the data to adapt the challenges of data analysis. This paper borrows ideas from the Internet of things (IOT) into the digital world and organize the data entities to form a network, the Internet of data (IOD), which has huge potential in data-intensive applications. In the IOD, data hiding technology is utilized to embed virtual tags, which record all the activities of the data entities since they are created, into every data entity in the system. The IOD aims to organize the data to be interconnected as a network and collect useful information for data identification, data tracing, data vitalization and further data analysis. 展开更多
关键词 Internet of data (IOD) virtual tags Internet of things (lOT) data-intensive applications data vitalization data hiding
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Generation and analysis of expressed sequence tags from the medicinal plant Salvia miltiorrhiza 被引量:5
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作者 SPENCER David F 《Science China(Life Sciences)》 SCIE CAS 2010年第2期273-285,共13页
Salvia miltiorrhiza Bge.is a well-known traditional Chinese herb.Its roots have been formulated and used clinically for the treatment of various diseases.However,little genetic information has so far been available an... Salvia miltiorrhiza Bge.is a well-known traditional Chinese herb.Its roots have been formulated and used clinically for the treatment of various diseases.However,little genetic information has so far been available and this fact has become a major obstacle for molecular studies.To address this lack of genetic information,an Expressed Sequence Tag (EST) library from whole plantlets of S.miltiorrhiza was generated.From the 12959 cDNA clones that were randomly selected and subjected to single-pass sequencing from their 5′ ends,10288 ESTs (with sizes≥100 bp) were selected and assembled into 1288 contigs,leaving 2937 singletons,for a total of 4225 unigenes.These were analyzed using BLASTX (against protein databases),RPS-BLAST (against a conserved domain database) as well as the web-based KEGG Automatic Annotation Server for metabolic enzyme assignment.Based on the metabolic enzyme assignment,expression patterns of 14 secondary metabolic enzyme genes in different organs and under different treatments were verified using real-time PCR analysis.Additionally,a total of 122 microsatellites were identified from the ESTs,with 89 having sufficient flanking sequences for primer design.This set of ESTs represents a significant proportion of the S.miltiorrhiza transcriptome,and gives preliminary insights into the gene complement of S.miltiorrhiza.They will prove useful for uncovering secondary metabolic pathways,analyzing cDNA-array based gene expression,genetic manipulation to improve yield of desirable secondary products,and molecular marker identification. 展开更多
关键词 EXPRESSED SEQUENCE tags SALVIA miltiorrhiza Bge. gene identification MICROSATELLITE
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RNA-seq analysis of Paris polyphylla var.yunnanensis roots identified candidate genes for saponin synthesis 被引量:6
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作者 Tao Liu Xiaoxian Li +2 位作者 Shiqing Xie Ling Wang Shengchao Yang 《Plant Diversity》 SCIE CAS CSCD 北大核心 2016年第3期163-170,共8页
Paris polyphylla Smith var.yunnanensis(Franch.) Hand.-Mazz.is a rhizomatous,herbaceous,perennial plant that has been used for more than a thousand years in traditional Chinese medicine.It is facing extinction due to o... Paris polyphylla Smith var.yunnanensis(Franch.) Hand.-Mazz.is a rhizomatous,herbaceous,perennial plant that has been used for more than a thousand years in traditional Chinese medicine.It is facing extinction due to overharvesting.Steroids are the major therapeutic components in Paris roots,the commercial value of which increases with age.To date,no genomic data on the species have been available.In this study,transcriptome analysis of an 8-year-old root and a 4-year-old root provided insight into the metabolic pathways that generate the steroids.Using Illumina sequencing technology,we generated a high-quality sequence and demonstrated de novo assembly and annotation of genes in the absence of prior genome information.Approximately 87,577 unique sequences,with an average length of 614 bases,were obtained from the root cells.Using bioinformatics methods,we annotated approximately 65.51% of the unique sequences by conducting a similarity search with known genes in the National Center for Biotechnology Information's non-redundant database.The unique transcripts were functionally classified using the Gene Ontology hierarchy and the Kyoto Encyclopedia of Genes and Genomes database.Of 3082 genes that were identified as significantly differentially expressed between roots of different ages,1518(49.25%) were upregulated and 1564(50.75%) were downregulated in the older root.Metabolic pathway analysis predicted that 25 unigenes were responsible for the biosynthesis of the saponins steroids.These data represent a valuable resource for future genomic studies on this endangered species and will be valuable for efforts to genetically engineer P.polyphylla and facilitate saponin-rich plant development. 展开更多
关键词 P.polyphylla var.yunnanensis Saponin pathway Differential expression Transcriptome analysis Expressed sequence tags
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