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Low-Level Antibiotic Resistance among Staphylococcus aureus and Gram-Negative Pathogens from Infected Skin and Soft Tissues in Rural Kenya
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作者 Justin Nyasinga Zubair Munshi +3 位作者 Lillian Musila Ephantus Mbugua Geoffrey Omuse Gunturu Revathi 《Open Journal of Medical Microbiology》 2024年第1期23-38,共16页
Introduction: Bacterial skin and soft tissue infections (SSTIs) are a cause of frequent inpatient and outpatient care visits whose causative agents are associated with a high antimicrobial resistance burden. For insig... Introduction: Bacterial skin and soft tissue infections (SSTIs) are a cause of frequent inpatient and outpatient care visits whose causative agents are associated with a high antimicrobial resistance burden. For insights on antimicrobial susceptibilities in a rural setting, we examined specimens from suspected SSTIs from two public health facilities in Kenya. We additionally assessed antibiotic use, appropriateness of empiric therapy and risk factors for SSTI. Methodology: Between 2021 and 2023, 265 patients at Kisii and Nyamira County Referral hospitals were enrolled. Wound swabs/aspirates were collected and processed following standard microbiological procedures. Identification and antimicrobial susceptibility were performed using the VITEK 2 Compact platform. Demographic, clinical, and microbiological data were analyzed with R Statistical software. Results: S. aureus was isolated in 16.2% (43/265) of patients with a methicillin resistance (MRSA) proportion of 14% (6/43). While 13/15 drugs elicited susceptibilities ranging from 84% - 100%, penicillin (16%) and trimethoprim-sulfamethoxazole [TMP-SXT] (23%) yielded the lowest susceptibilities. Escherichia coli (n = 33), Klebsiella pneumoniae (n = 8), Pseudomonas aeruginosa (n = 8), and Citrobacter species (n = 4) were the most commonly isolated gram-negative species. Gram-negative strains showed high susceptibilities to most of the tested drugs (71% - 100%) with the exception of ampicillin (18%), TMP-SXT (33%), and first and second generation cephalosporins. Conclusions: The low MRSA prevalence and generally high antibiotic susceptibilities for S. aureus and gram-negative bacteria present opportunities for antibiotic stewardship in the study setting. Diminished susceptibilities against penicillin/ampicillin and TMP-SXT accord with prevailing local data and add a layer of evidence for their cautious empiric use. 展开更多
关键词 S. aureus MRSA gram-Negative Bacteria Antimicrobial Resistance SSTIs Kenya
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基于Gram-Schmidt正交化和HSIC的核函数选择方法
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作者 高雅田 贾斯淇 《计算机技术与发展》 2024年第6期148-154,共7页
核方法是一种解决非线性、异构数据的有效方法,核函数的选择问题是核方法中的一个重要课题,对于不同的应用问题,如何选择合适的核函数还没有足够的理论基础,不适当的核函数选取会降低核方法的性能。由此,提出了一种基于Gram-Schmidt正交... 核方法是一种解决非线性、异构数据的有效方法,核函数的选择问题是核方法中的一个重要课题,对于不同的应用问题,如何选择合适的核函数还没有足够的理论基础,不适当的核函数选取会降低核方法的性能。由此,提出了一种基于Gram-Schmidt正交化(GSO)和Hilbert-Schmidt独立准则的核选择方法(HSIC-GSO),该方法考虑了核函数选择过程中存在的不相关冗余信息。首先,利用GSO消除核函数之间的冗余信息;然后,使用HSIC度量核函数与理想核之间的相似性;最后,得到一组判别能力强、多样性大的基核函数。实验结果表明,HSIC-GSO方法选择的核函数泛化性好,并且提高了MKL的分类性能,验证了所提方法的有效性。 展开更多
关键词 多核学习 核函数选择 不相关冗余信息 gram-Schmidt正交化 Hilbert-Schmidt独立准则
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Isolation and Characterization of Vagococcus fluvialis from Bats
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作者 QIN Tian JIANG Lu Xi +3 位作者 REN Hong Yu JIA Xue Yang NIE Xu Dong LI Yi Nan 《Biomedical and Environmental Sciences》 SCIE CAS CSCD 2021年第10期834-837,共4页
The genus Vagococcus was first described by Collinsetal.and initially consisted of a single species,V.fluvialis.This species was isolated from chicken feces and river water and first described by Hashimoto et al.[1,2]... The genus Vagococcus was first described by Collinsetal.and initially consisted of a single species,V.fluvialis.This species was isolated from chicken feces and river water and first described by Hashimoto et al.[1,2].Teixeira et al.isolated V.fluvialis from human blood and peritoneal fluid,suggesting that it poses a potential threat to human health[3]. 展开更多
关键词 initially fluvialis coccus
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Traditional medicines and their in-vitro proof against Staphylococcus aureus in Pakistan
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作者 Muhammad Adnan Akash Tariq +5 位作者 Roqaia Bibi Sakina Mussarat Bibi Fatima Nawab Ali Hazir Rahman Zabta Khan Shinwari 《Asian Pacific Journal of Tropical Medicine》 SCIE CAS 2018年第6期355-368,共14页
Objective:To gather the fragmented literature on ethnobotany,phytochemistry and in-vitro activities of medicinal plants of Pakistan being used against common infections caused by Staphylococcus aureus(S.aureus).Method... Objective:To gather the fragmented literature on ethnobotany,phytochemistry and in-vitro activities of medicinal plants of Pakistan being used against common infections caused by Staphylococcus aureus(S.aureus).Methods:A large number of published and unpublished research studies related to the ethnomedicinal,phytochemical and anti-S.aureus activity of medicinal flora of Pakistan published from 1990-2018 were reviewed using online bibliographic databases such as PubMed,Web of Science,Science Direct,ResearchGate and libraries.Results:S.aureus can cause many human ailments including endocarditis,staphylococcal scalded skin syndrome,septic arthritis,respiratory problems with an estimated infection rate of 25%-35%across the globe.This review comprised of 86 medicinal plants.Data showed that people mostly used leaves(50%)for the preparation of traditional medicines.Correlation analysis on the reviewed data revealed that methanolic extract concentrations of medicinal plants was highly significantly positive correlated(r=0.8;P<0.01)with the S.aureus zone of inhibitions.S.aureus reportedly showed complete resistant to the commonly used antibiotic erythromycin.Isolated compounds like altheahexacosanyl lactone,cinnamaldehyde,niloticane,gobicusin A,asparacosin A,muzanzagenin,isoagatharesinol,friedelin,inophynone and eugenol were active against S.aureus.This study provided in-vitro proof for the flora of Pakistan used against different infections caused by S.aureus.Conclusions:Antibacterial agents from natural sources could be more effective against bacterial pathogens and will be helpful in minimizing the adverse effects of synthetic drugs,and hence provides a base for the pharmaceutical industries. 展开更多
关键词 gram positive bacteria Herbal medicines Plant extracts PHYTOCHEMICALS In-vitro
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肝细胞癌组织中PRDX4,GRAMD1A水平表达与临床病理特征及预后的关系研究
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作者 赵倩 冯娇 《现代检验医学杂志》 CAS 2024年第3期120-124,共5页
目的探究肝细胞癌(hepatocellular carcinoma,HCC)组织中过氧化物还原酶4(peroxiredoxin 4,PRDX4),GRAM结构域蛋白1A(GRAM domain-containing protein 1A,GRAMD1A)的水平表达,并分析二者与临床病理特征及预后的关系。方法收集巴中市中... 目的探究肝细胞癌(hepatocellular carcinoma,HCC)组织中过氧化物还原酶4(peroxiredoxin 4,PRDX4),GRAM结构域蛋白1A(GRAM domain-containing protein 1A,GRAMD1A)的水平表达,并分析二者与临床病理特征及预后的关系。方法收集巴中市中心医院2017年5月~2020年5月收治的136例肝细胞癌患者作为研究对象,术中取癌组织与癌旁组织,采用免疫组织化学法测定肝细胞癌组织与癌旁组织中PRDX4和GRAMD1A的表达,Kaplan-Meier生存曲线分析PRDX4和GRAMD1A表达与肝细胞癌患者生存率的关系,COX回归模型分析肝细胞癌患者预后的影响因素。结果肝细胞癌组织PRDX4[69.12%(94/136)]和GRAMD1A阳性表达率[58.82%(80/136)]高于癌旁组织[7.35%(10/136),18.38%(25/136)],差异具有统计学意义(χ2=109.846,46.923,均P<0.05)。TNM分期为Ⅲ期+Ⅳ期、组织分化程度低分化、肿瘤多发、HBsAg阳性的肝细胞癌患者PRDX4和GRAMD1A阳性表达比例显著高于TNM分期为Ⅰ期+Ⅱ期、组织分化程度高/中分化、肿瘤少发、HBsAg阴性的肝细胞癌患者,差异具有统计学意义(χ2=12.273,16.359,10.004,5.485;23.217,24.461,18.651,8.594,均P<0.05);肝细胞癌组织PRDX4阳性表达患者的三年生存率[43.62%(41/94)]低于PRDX4阴性表达患者[73.81%(31/42)],肝细胞癌组织GRAMD1A阳性表达患者三年生存率[46.25%(37/80)]低于GRAMD1A阴性表达患者[62.50%(35/56)],差异具有统计学意义(χ2=12.965,7.475,均P<0.05);TNM分期、肿瘤数量、HBsAg,PRDX4和GRAMD1A表达是影响肝细胞癌患者死亡的独立危险因素(均P<0.05)。结论肝细胞癌组织中PRDX4和GRAMD1A阳性率升高,与患者预后不良密切相关,二者可作为肝细胞癌诊断和预后评估的生物标记物。 展开更多
关键词 肝细胞癌 过氧化物还原酶4 gram 结构域蛋白1A
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Molecular recognition of live methicillin-resistant staphylococcus aureus cells using DNA aptamers
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作者 Diane Turek Dimitri Van Simaeys +2 位作者 Judith Johnson Ismail Ocsoy Weihong Tan 《World Journal of Translational Medicine》 2013年第3期67-74,共8页
AIM: To generate DNA-aptamers binding to Methicillinresistant Staphylococcus aureus(MRSA).METHODS: The Cell-Systematic Evolution of Ligands by Exponential Enrichment(SELEX) technology was used to run the selection aga... AIM: To generate DNA-aptamers binding to Methicillinresistant Staphylococcus aureus(MRSA).METHODS: The Cell-Systematic Evolution of Ligands by Exponential Enrichment(SELEX) technology was used to run the selection against MRSA bacteria and develop target-specific aptamers. MRSA bacteria were targeted while Enterococcus faecalis bacteria were used for counter selection during that process. Binding assays to determine the right aptamer candidates as well as binding assays on clinical samples were performed through flow cytometry and analyzed using the FlowJ o software. The characterization of the aptamers was done by determination of their Kd values and determined by analysis of flow data at different aptamer concentration using Sigma Plot. Finally, the recognitionof the complex Gold-nanoparticle-aptamer to the bacteria cells was observed using transmission electron microscopy(TEM).RESULTS: During the cell-SELEX selection process, 17 rounds were necessary to generate enrichment of the pool. While the selection was run using fixed cells, it was shown that the binding of the pools with live cells was giving similar results. After sequencing and analysis of the two last pools, four sequences were identified to be aptamer candidates. The characterization of those aptamers showed that based on their Kd values, DTMRSA4 presented the best binding with a Kd value of 94.61 ± 18.82 nmol/L. A total of ten clinical samples of MRSA, S. aureus and Enterococcus faecalis were obtained to test those aptamers and determine their binding on a panel of samples. DTMRSA1 and DTMRSA3 showed the best results regarding their specificity to MRSA, DTMRSA1 being the most specific of all. Finally, those aptamers were coupled with gold-nanoparticle and their binding to MRSA cells was visualized through TEM showing that adduction of nanoparticles on the aptamers did not change their binding property.CONCLUSION: A total of four aptamers that bind to MRSA were obtained with Kd values ranking from 94 to 200 nmol/L. 展开更多
关键词 APTAMER METHICILLIN-RESISTANT STAPHYLOcoccus AUREUS gram-positve bacteria Cell recognition
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Virulence Factors and Biofilm Formation in Vancomycin Resistant Enterococcus faecalis and Enterococcus faecium Isolates in Brazil
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作者 Bárbara de Azevedo Ramos Marília Manta Manta +7 位作者 Sivoneide Maria da Silva Rafael Artur Queiroz Cavalcanti de Sá Natália Lira de Souza Henrique Douglas Melo Coutinho Márcia Vanusa da Silva Túlio Diego da Silva Maria Tereza dos Santos Correia Maria Betânia Melo de Oliveira 《Advances in Microbiology》 2023年第6期299-314,共16页
In this work, we evaluated biofilm formation of Vancomycin Resistant of E. faecalis and E. faecium (VRE) in different culture media and adhesion substrate, as well as cellular hydrophobicity and presence of virulence ... In this work, we evaluated biofilm formation of Vancomycin Resistant of E. faecalis and E. faecium (VRE) in different culture media and adhesion substrate, as well as cellular hydrophobicity and presence of virulence genes. For this, 35 isolates were collected from a public hospital in Recife, Pernambuco, Brazil and identified by the Matrix-Assisted Laser Desorption Ionization - Time-of-flight - Mass Spectrometry (MALDI-TOF-MS) technique. Biofilm formation was analyzed by the Crystal Violet (CV) method and fluorescence microscopy, cellular hydrophobicity by hydrocarbon interaction and the presence of gelE, esp and asa1 genes by Polymerase Chain Reaction (PCR). 12 isolates were identified as E. faecalis and 23 as E. faecium. Most were obtained in Coronary Units (40.0%) and Intensive Care Unit (31.4%). E. faecium isolates were more resistant to the antibiotics tested than E. faecalis;however, E. faecalis stood out as a biofilm producer. Regarding the presence and gene frequency, it was observed that gelE (54.3%) and esp (54.3%) were the most prevalent, followed by asa1 (22.9%). When comparing the gene frequency, it was observed that gelE and esp were predominant (48.6% for both species), while asa1 was more frequent in E. faecalis (20.0%). The data presented here are worrying, because they reveal the virulence potential of isolates VRE, which contributes to the dissemination and persistence of these pathogens in the hospital environment. 展开更多
关键词 BIOFILM Cellular Hydrophobicity gram-POSITIVE Hospital Environment Virulence Genes
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Clinical Impact of Bacteremia Due to <i>Staphylococcus saprophyticus</i>
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作者 Daisuke Tamura Hiroaki Yamane +5 位作者 Hikaru Tabakodani Hirokazu Yamagishi Erika Nakazato Yumiko Kimura Masayoshi Shinjoh Takanori Yamagata 《Advances in Infectious Diseases》 2021年第1期6-12,共7页
<strong>Objective:</strong> This was a retrospective study to evaluate the clinical impact of bacteremia due to <em>Staphylococcus saprophyticus</em> and identify which factors influence it. &l... <strong>Objective:</strong> This was a retrospective study to evaluate the clinical impact of bacteremia due to <em>Staphylococcus saprophyticus</em> and identify which factors influence it. <strong>Methods:</strong> We reviewed all patients with bacteremia due to<em> S. saprophyticus</em> over the last 12 years. This study was performed at Jichi Medical University Hospital in Japan, a key hospital in the northern Kanto area including Tochigi, Gunma, Ibagagi, and northern Saitama prefectures. We retrospectively reviewed the blood culture results and medical records of all patients with a history of visits or hospitalizations between April 2008 and September 2020. <strong>Results:</strong> During the study period, 4 blood culture specimens were considered to have <em>S. saprophyticus</em> bacteremia. Two of these were from subjects > 60 years old who had severe infection. A third case, 27 years old, was thought to have a catheter-related bloodstream infection;however, the only symptom was fever, which was not serious. The fourth case, a previously unreported pediatric patient, had non-severe fever. The mean time for a diagnosis of bacteremia by blood culture testing was 42 hours, whereas contamination appeared in cultures after another 50 hours. <strong>Conclusion:</strong> The pathogenicity of <em>S. saprophyticus</em> might be lower in the blood than in the urine due to its physiological function and activity. In older adults with underlying diseases, the severity of bacteremia was more pronounced, whereas in a young adult and a child, the disease was relatively mild. Age and underlying disease might be useful factors to consider when diagnosing bacteremia due to <em>S. saprophyticus</em>. 展开更多
关键词 gram-Positive Staphylococcus Coagulase-Negative Staphylococcus Staphylococcus saprophyticus BACTEREMIA
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基于修正Gram-Schmidt法的双连通区域数值保角逆变换计算法
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作者 王坚 《科技风》 2024年第17期161-164,共4页
研究基于模拟电荷法的双连通区域的数值保角逆变换问题。利用修正Gram-Schmidt法求解双连通区域数值保角逆变换中的约束方程组,解得模拟电荷量和逆变换半径,构造出近似保角逆变换函数。通过数值实验验证算法的有效性。
关键词 模拟电荷法 数值保角逆变换 修正gram-Schmidt法 双连通区域
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基于Gram Schmidt变换的高光谱遥感图像改进融合方法 被引量:32
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作者 于海洋 闫柏琨 +2 位作者 甘甫平 迟文学 武法东 《地理与地理信息科学》 CSCD 北大核心 2007年第5期39-42,共4页
遥感图像融合的目的是综合来自不同空间分辨率和光谱分辨率的遥感信息,生成一幅具有新空间和波谱特征的合成图像。针对高光谱图像的特点,对基于Gram Schmidt变换的图像融合方法进行改进,首先采用光谱重采样方法模拟产生Gram Schmidt变... 遥感图像融合的目的是综合来自不同空间分辨率和光谱分辨率的遥感信息,生成一幅具有新空间和波谱特征的合成图像。针对高光谱图像的特点,对基于Gram Schmidt变换的图像融合方法进行改进,首先采用光谱重采样方法模拟产生Gram Schmidt变换的第一分量,通过Gram Schmidt变换将高光谱图像转换到正交空间,再利用高空间分辨率图像替换Gram Schmidt变换的第一分量,最后通过Gram Schmidt反变换获得融合图像。利用EO1-Hyperion航天高光谱数据与ALI全色波段进行融合试验,发现改进方法可有效提高高光谱遥感图像与全色高分辨率图像的融合质量。 展开更多
关键词 gram Schmidt变换 高光谱图像 光谱重采样 图像融合
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基于设计结构化Gram矩阵的ISAR运动补偿方法 被引量:12
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作者 俞翔 朱岱寅 +1 位作者 张劲东 蒋锐 《电子学报》 EI CAS CSCD 北大核心 2014年第3期452-461,共10页
运动补偿是ISAR(Inverse Synthetic Aperture Radar)成像算法中的重要步骤.本文将运动补偿归结为多参数估计问题,基于设计结构化Gram矩阵的最优化理论提出了一种运动补偿方法.该方法可分为距离对准和相位补偿两部分,其中距离对准算法通... 运动补偿是ISAR(Inverse Synthetic Aperture Radar)成像算法中的重要步骤.本文将运动补偿归结为多参数估计问题,基于设计结构化Gram矩阵的最优化理论提出了一种运动补偿方法.该方法可分为距离对准和相位补偿两部分,其中距离对准算法通过让所有距离像之间的相关性同时逼近最大值的准则实现偏移量的估计,而相位补偿算法则通过分析信号模型推导出最优矩阵从而利用最优化方法提取相位误差.实测数据处理结果表明,这两种算法都具有较强的鲁棒性和较高的估计精度,是一种有效的运动补偿方法. 展开更多
关键词 ISAR 结构化gram矩阵 距离对准 相位补偿 压缩感知
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快速Gram-Schmidt回归方法 被引量:5
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作者 王惠文 夏棒 孟洁 《北京航空航天大学学报》 EI CAS CSCD 北大核心 2013年第9期1259-1262,1268,共5页
提出一种快速的变量筛选与回归建模方法.该方法将在建模过程中,一方面筛选出对因变量有最佳解释作用的信息;另一方面基于Gram-Schmidt正交变换,识别和检验模型中的冗余变量,以便能够及时和成批量地删除所有冗余信息.仿真分析指出,在自... 提出一种快速的变量筛选与回归建模方法.该方法将在建模过程中,一方面筛选出对因变量有最佳解释作用的信息;另一方面基于Gram-Schmidt正交变换,识别和检验模型中的冗余变量,以便能够及时和成批量地删除所有冗余信息.仿真分析指出,在自变量数量巨大,同时变量之间的多重相关程度又非常高的情形下,与经典的逐步回归相比,该方法的计算速度更快,建模过程更加简洁有效. 展开更多
关键词 gram—Schmidt正交变换 冗余变量 变量筛选 快速建模
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一种基于N-Gram的垃圾邮件过滤方法研究 被引量:5
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作者 林伟 柳荣其 徐熙 《计算机应用与软件》 CSCD 2010年第2期121-123,共3页
为了能够有效提取邮件样本集的特征及提高垃圾邮件过滤系统的性能,介绍基于N-Gram的切分算法及语言模型,在其基础上,提出了一种改进的N-Gram切分算法,给出了一种结合N-Gram语言模型的贝叶斯过滤模型。实验结果表明,提出的方法有效地提... 为了能够有效提取邮件样本集的特征及提高垃圾邮件过滤系统的性能,介绍基于N-Gram的切分算法及语言模型,在其基础上,提出了一种改进的N-Gram切分算法,给出了一种结合N-Gram语言模型的贝叶斯过滤模型。实验结果表明,提出的方法有效地提高了垃圾邮件过滤的性能。 展开更多
关键词 邮件过滤 N—gram 贝叶斯模型 特征选择
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基于前后文n-gram模型的古汉语句子切分 被引量:25
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作者 陈天莹 陈蓉 +2 位作者 潘璐璐 李红军 于中华 《计算机工程》 CAS CSCD 北大核心 2007年第3期192-193,196,共3页
提出了基于前后文n-gram模型的古汉语句子切分算法,该算法能够在数据稀疏的情况下,通过收集上下文信息,对切分位置进行比较准确的预测,从而较好地处理小规模训练语料的情况,降低数据稀疏对切分准确率的影响。采用《论语》对所提出的算... 提出了基于前后文n-gram模型的古汉语句子切分算法,该算法能够在数据稀疏的情况下,通过收集上下文信息,对切分位置进行比较准确的预测,从而较好地处理小规模训练语料的情况,降低数据稀疏对切分准确率的影响。采用《论语》对所提出的算法进行了句子切分实验,达到了81%的召回率和52%的准确率。 展开更多
关键词 N-gram模型 数据稀疏 平滑技术 基于前后文的n-gram模型
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基于Gram-Schmidt过程的多项式回归建模方法 被引量:3
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作者 王惠文 郭丽娟 《北京航空航天大学学报》 EI CAS CSCD 北大核心 2008年第11期1349-1352,共4页
多项式回归模型是一种常用的非线性回归方法.由于在多项式回归模型中,自变量之间往往存在较强的相关关系,采用普通最小二乘回归方法来估计回归系数会存在较大的计算误差.为了提高多项式回归模型的预测准确性和可靠性,提出一种基于Gram-S... 多项式回归模型是一种常用的非线性回归方法.由于在多项式回归模型中,自变量之间往往存在较强的相关关系,采用普通最小二乘回归方法来估计回归系数会存在较大的计算误差.为了提高多项式回归模型的预测准确性和可靠性,提出一种基于Gram-Schmidt过程进行多项式回归的建模方法,可以实现自变量集合的正交化,克服自变量集合多重共线对回归建模的不良影响,从而有效地运用最小二乘建立回归模型.同时可以进行信息筛选有效选取对因变量有显著解释作用的自变量,排除自变量中的冗余信息.采用仿真数据分析,检验了该方法的有效性. 展开更多
关键词 gram—Schmidt过程 多项式回归 多重相关性
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基于Gram矩阵的T-CNN时间序列分类方法 被引量:2
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作者 王俊陆 李素 +2 位作者 纪婉婷 姜天 宋宝燕 《浙江大学学报(工学版)》 EI CAS CSCD 北大核心 2023年第2期267-276,共10页
时间序列分类是流式数据事件分析和数据挖掘的基础.针对现有方法损失时间属性、分类准确率低、效率低等问题,提出基于Gram矩阵的T-CNN时间序列分类方法.该方法对时间序列进行小波阈值去噪,过滤正态曲线噪声,提出基于Gram矩阵的无损时间... 时间序列分类是流式数据事件分析和数据挖掘的基础.针对现有方法损失时间属性、分类准确率低、效率低等问题,提出基于Gram矩阵的T-CNN时间序列分类方法.该方法对时间序列进行小波阈值去噪,过滤正态曲线噪声,提出基于Gram矩阵的无损时间域图像转换方法,保留事件全部信息.改进时间序列CNN分类方法,在卷积层计算引入Toeplitz卷积核矩阵,实现矩阵乘积替换卷积运算.引入Triplet网络思想,构建T-CNN分类模型,通过计算同类事件与不同类事件间的相似度优化CNN的平方损失函数,提高T-CNN模型梯度下降的收敛速率及分类准确性.实验表明,相比现有方法,T-CNN时间序列分类方法能够提高35%的分类准确率、35%的分类精确率及40%的分类效率. 展开更多
关键词 gram矩阵 T-CNN模型 TOEPLITZ 损失函数 Triplet网络
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一种基于随机n-Grams的文本相似度计算方法 被引量:9
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作者 王贤明 胡智文 谷琼 《情报学报》 CSSCI 北大核心 2013年第7期716-723,共8页
文本相似度计算广泛应用于抄袭检测、自动问答系统、文本聚类等文本应用领域,然而传统的方法往往不具有语言无关性,且要花费大量的时间分析提取文档的特征项。针对目前相关方法的诸多不足,提出了一种基于随机n—Grams(Randomn—Gra... 文本相似度计算广泛应用于抄袭检测、自动问答系统、文本聚类等文本应用领域,然而传统的方法往往不具有语言无关性,且要花费大量的时间分析提取文档的特征项。针对目前相关方法的诸多不足,提出了一种基于随机n—Grams(Randomn—Gram,记为R-Gram)的长文本相似度算法,该算法具备语言无关性,且可以充分利用短n—Gram的细粒度检测特性和长n—Gram的高效检测特性。实验结果表明:基于R—Gram的文本相似度算法具有快速、操作简单、精度调控灵活等优点,在长文本相似度计算中具有良好的应用价值。 展开更多
关键词 文本相似度 评价函数 集合 N-gram R-gram
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基于Gram-Schmidt正交化算法的水下目标回波检测 被引量:2
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作者 许江湖 张明敏 《海军工程大学学报》 CAS 北大核心 2006年第1期89-93,共5页
提出了一种基于Gram-Schmidt正交化算法的水下目标回波检测方法.该方法利用Gram-Schmidt正交化算法实现对干扰背景的预白化,通过归一化匹配滤波器可完成对水下目标回波的检测.对仿真数据和实验数据的处理验证了该方法的有效性.
关键词 gram—Schmidt正交化算法 水下目标检测 归-化匹配滤波器
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基于Gram-Schmidt正交法的矩阵并行QR分解算法 被引量:4
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作者 黄丽嫦 黄润 《佛山科学技术学院学报(自然科学版)》 CAS 2013年第3期44-47,共4页
分析了线性无关向量组的Gram-Schmidt正交化过程以及矩阵的QR分解原理。在多核架构的微机中,设计实现了一种基于Gram-Schmidt正交法的矩阵QR多核并行分解算法。新算法易于计算机编程实现,数值实验也验证了算法具有良好的并行性。
关键词 gram—Schmidt正交法 QR分解 多核并行计算
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基于N⁃gram算法的网络安全风险检测系统设计 被引量:12
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作者 蒋荣萍 《现代电子技术》 2021年第1期25-28,共4页
针对传统网络安全风险检测系统存在数据包检测性能较差的问题,设计一种基于N⁃gram算法的网络安全风险检测系统。系统的硬件模块包括数据预处理模块、协同分析模块,其中数据预处理模块主要负责处理被捕获的、存在安全风险的数据包,由检... 针对传统网络安全风险检测系统存在数据包检测性能较差的问题,设计一种基于N⁃gram算法的网络安全风险检测系统。系统的硬件模块包括数据预处理模块、协同分析模块,其中数据预处理模块主要负责处理被捕获的、存在安全风险的数据包,由检测引擎与包解码器组成;协同分析模块主要由协同采集器、协同分析器、协同传感器以及协同管理器构成。基于N⁃gram算法设计网络安全风险检测模块,该模块主要通过协议分析与特征匹配实现网络安全风险检测,其中协议分析主要通过构建协议分析树实现;而特征匹配则主要通过N⁃gram算法实现。为了证明该系统的数据包检测性能,将传统网络安全风险检测系统与该系统进行对比实验,实验结果证明该系统的数据包检测性能优于传统网络安全风险检测系统,实现了性能跃升。 展开更多
关键词 网络安全 风险检测 N⁃gram算法 数据包检测 协同分析 特征匹配
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