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三色膏联合PRICE疗法治疗急性踝关节Ⅰ和Ⅱ度扭伤的临床效果
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作者 邱承玺 殷苏勤 +5 位作者 蔡晓辉 徐凯捷 牛锋 徐建德 詹红生 高慧 《中国当代医药》 CAS 2024年第27期85-88,共4页
目的探讨三色膏联合PRICE疗法治疗急性踝关节Ⅰ、Ⅱ度扭伤的临床效果。方法选取2022年2月至2023年5月上海市嘉定区中医医院骨伤科收治的52例Ⅰ、Ⅱ度急性踝关节扭伤患者作为研究对象,其中急诊患者35例,门诊患者17例,采用随机数字表法将... 目的探讨三色膏联合PRICE疗法治疗急性踝关节Ⅰ、Ⅱ度扭伤的临床效果。方法选取2022年2月至2023年5月上海市嘉定区中医医院骨伤科收治的52例Ⅰ、Ⅱ度急性踝关节扭伤患者作为研究对象,其中急诊患者35例,门诊患者17例,采用随机数字表法将其分为对照组和观察组,每组均失访1例,两组各25例纳入统计。对照组采用PRICE疗法治疗,观察组采用三色膏联合PRICE疗法,两组患者均治疗1周,治疗结束后,比较两组患者治疗前和治疗后第1、3周的视觉模拟评分法(VAS)评分及Mazur功能评分。结果52例患者中50例得到随访,随访时间不短于4周。治疗1、3周后,两组患者的VAS评分低于本组治疗前,Mazur功能评分高于本组治疗前,观察组的VAS评分低于对照组,Mazur功能评分高于对照组,差异有统计学意义(P<0.05)。结论三色膏联合PRICE疗法治疗急性踝关节Ⅰ、Ⅱ度扭伤可以获得更好的疗效,具有重要的临床价值和推广意义。 展开更多
关键词 三色膏 price疗法 踝关节 急性扭伤
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腹腔镜Miles手术与腹腔镜切除经肛门吻合术治疗超低位直肠癌的效果 被引量:1
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作者 裴成明 汪浩洋 +3 位作者 王志亮 王彦生 马燕娇 姚海英 《中外医学研究》 2024年第6期22-25,共4页
目的:比较腹腔镜Miles手术与腹腔镜切除经肛门吻合术治疗超低位直肠癌的效果。方法:回顾性选取2018年6月—2021年12月甘肃中医药大学第四附属医院收治的80例超低位直肠癌患者。根据手术方式的不同将其分为对照组(40例)和观察组(40例)。... 目的:比较腹腔镜Miles手术与腹腔镜切除经肛门吻合术治疗超低位直肠癌的效果。方法:回顾性选取2018年6月—2021年12月甘肃中医药大学第四附属医院收治的80例超低位直肠癌患者。根据手术方式的不同将其分为对照组(40例)和观察组(40例)。对照组给予腹腔镜Miles手术,观察组给予腹腔镜切除经肛门吻合术。比较两组胃肠道功能恢复时间及止痛时间,围手术期指标,并发症,恢复情况,排便满意度。结果:观察组胃肠道功能恢复时间、止痛时间均明显短于对照组,差异有统计学意义(P<0.05)。观察组手术时间短于对照组,术中出血量及术后引流量均明显少于对照组,差异有统计学意义(P<0.05)。两组术后并发症发生率比较,差异无统计学意义(P>0.05)。观察组术后排气时间及住院时间均明显短于对照组,差异有统计学意义(P<0.05)。观察组排便满意度优良率显著优于对照组,差异有统计学意义(P<0.05)。结论:腹腔镜切除经肛门吻合术手术创伤较小,患者恢复较快,没有严重的并发症,术后排便功能也明显较优。 展开更多
关键词 超低位直肠癌 腹腔镜miles手术 经肛门吻合术
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Understanding the Relationship Between Shrinking Cities and Land Prices:Spatial Pattern,Effectiveness,and Policy Implications 被引量:1
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作者 WANG Xiaohui PENG Li +1 位作者 HUANG Kexin DENG Wei 《Chinese Geographical Science》 SCIE CSCD 2024年第1期1-18,共18页
Urban shrinkage has emerged as a widespread phenomenon globally and has a significant impact on land,particularly in terms of land use and price.This study focuses on 2851 county-level cities in China in 2005–2018(ex... Urban shrinkage has emerged as a widespread phenomenon globally and has a significant impact on land,particularly in terms of land use and price.This study focuses on 2851 county-level cities in China in 2005–2018(excluding Hong Kong,Macao,Taiwan,and‘no data’areas in Qinhai-Tibet Plateau)as the fundamental units of analysis.By employing nighttime light(NTL)data to identify shrinking cities,the propensity score matching(PSM)model was used to quantitatively examine the impact of shrinking cities on land prices,and evaluate the magnitude of this influence.The findings demonstrate the following:1)there were 613 shrinking cities in China,with moderate shrinkage being the most prevalent and severe shrinkage being the least.2)Regional disparities are evident in the spatial distribution of shrinking cities,especially in areas with diverse terrain.3)The spatial pattern of land price exhibits a significant correlated to the economic and administrative levels.4)Shrinking cities significantly negatively impact on the overall land price(ATT=–0.1241,P<0.05).However,the extent of the effect varies significantly among different spatial regions.This study contributes novel insights into the investigation of land prices and shrinking cities,ultimately serving as a foundation for government efforts to promote the sustainable development of urban areas. 展开更多
关键词 shrinking cities land price propensity score matching(PSM) relative effectiveness China
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Brent vs.West Texas Intermediate in the US petro derivatives price formation
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作者 Alejandro Almeida Antonio A.Golpe +1 位作者 Juan Manuel Martín-Alvarez Jose Carlos Vides 《Petroleum Science》 SCIE EI CAS CSCD 2024年第1期729-739,共11页
In this paper,we apply the spatial panel model to explore the relationship between the dynamic of two types of crude oil prices(WTI and Brent crude oil)and their refined products over time.Considering the turbulent mo... In this paper,we apply the spatial panel model to explore the relationship between the dynamic of two types of crude oil prices(WTI and Brent crude oil)and their refined products over time.Considering the turbulent months of 2011,when Cushing Oklahoma had reached capacity and the crude oil export ban removal in 2015 as breakpoints,we apply this method both in the full sample and the three resultant regimes.First,results suggest our results show that both WTI and Brent display very similar behaviour with the refined products.Second,when attending to each regime,results derived from the first and third regimes are quite similar to the full sample results.Therefore,during the second regime,Brent crude oil became the benchmark in the petrol market,and it influenced the distillate products.Furthermore,our model can let us determine the price-setters and price-followers in the price formation mechanism through refined products.These results possess important considerations to policymakers and the market participants and the price formation. 展开更多
关键词 Crude oil prices Spatial panel model Refined products price formation
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Simulation-based assessment for the emergency medicine milestones: a national survey of simulation experts and program directors
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作者 Afrah A Ali Ashley Crimmins +1 位作者 Hegang Chen Danya Khoujah 《World Journal of Emergency Medicine》 SCIE CAS CSCD 2024年第4期301-305,共5页
The focus of outcome-based education has shifted from the process of training to the end“product”of education.This has necessitated a reframing of the teaching,learning,and assessment.Therefore,in 2013,the Accredita... The focus of outcome-based education has shifted from the process of training to the end“product”of education.This has necessitated a reframing of the teaching,learning,and assessment.Therefore,in 2013,the Accreditation Council for Graduate Medical Education(ACGME)implemented the educational milestones for all accredited residencies and fellowship programs.[1]The milestones have been described as“developmentally based,specialty-specific achievements that residents are expected to demonstrate at established intervals as they progress through training.”[1]Milestones are based on the six core competencies established by the ACGME and American Board of Medical Specialties(ABMS),which consist of medical knowledge(MK),patient care(PC),interpersonal and communication skills(ICS),practice-based learning and improvement(PBLI),professionalism(PROF),and systems-based practice(SBP).[2,3]ACGME,in conjunction with the American Board of Emergency Medicine(ABEM),drafted 23 detailed subcompetencies relevant to emergency medicine(EM).[4] 展开更多
关键词 mileS milestone EDUCATION
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腹腔镜辅助Mile’s手术腹膜外造口与腹膜内造口的疗效对比和对外周血IL-6及IL-10水平影响分析
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作者 彭献景 闫亚东 +2 位作者 陆学安 王小羊 刘风雷 《中国科技期刊数据库 医药》 2024年第11期081-084,共4页
对比腹腔镜辅助Mile’s手术腹膜外造口与腹膜内造口的疗效。方法 收录研究样本的时间范围制定为2022年1月至2023年6月,以直肠癌行腹腔镜辅助Mile’s手术患者44例为主,治疗组、对照组,22例/组(随机数字表法分组),分别对其提供腹膜外造口... 对比腹腔镜辅助Mile’s手术腹膜外造口与腹膜内造口的疗效。方法 收录研究样本的时间范围制定为2022年1月至2023年6月,以直肠癌行腹腔镜辅助Mile’s手术患者44例为主,治疗组、对照组,22例/组(随机数字表法分组),分别对其提供腹膜外造口、腹膜内造口。所有患者均完成研究和随访,且临床资料完全,而且并不存在脱落和失访的患者。将两组患者的施治效果展开分析。结果 研究组患者的恢复时间更短,造口时间更长,且患者的并发症发生率更低,生活质量、肛门排便功能更佳(p<0.05);两组患者的炎性水平无差异(p>0.05),研究组不加重炎症反应。结论 对于直肠癌行腹腔镜辅助Mile’s手术患者而言,腹膜外造口与腹膜内造口对比,前者效果更佳,有助于促进患者的康复,降低患者发生远期并发症的风险,提升患者的生活质量,改善患者的造口排便功能,对患者的炎性因子水平无明显影响。 展开更多
关键词 mile’s手术 直肠癌 造口 IL-10 IL-6
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Economic Resilience in Bangladesh: Analyzing Household Well-Being amidst Price Hikes through ANOVA and Paired Sample t-Test Insights
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作者 Esita Ghosh 《Open Journal of Statistics》 2024年第1期55-89,共35页
This study delves into the multifaceted impact of price hikes on the standard of living in Bangladesh, with a specific focus on distinct socioeconomic segments. Amidst Bangladesh’s economic growth, the challenges of ... This study delves into the multifaceted impact of price hikes on the standard of living in Bangladesh, with a specific focus on distinct socioeconomic segments. Amidst Bangladesh’s economic growth, the challenges of rising inflation and increased living costs have become pressing concerns. Employing a mixed-methods approach combines quantitative data from a structured survey with qualitative insights from in-depth interviews and focused group discussions to analyze the repercussions of price hikes. Stratified random sampling ensures representation across affluent, middle-class, and economically disadvantaged groups. Utilizing data [1] from 2020 to November 2023 on the yearly change in retail prices of essential commodities, analysis reveals significant demographic shifts, occupational changes, and altered asset ownership patterns among households. The vulnerable population, including daily wage laborers and low-income individuals, is disproportionately affected by adjustments in consumption, income generation, and living arrangements. Statistical analyses, including One-Way ANOVA and Paired Sample t-tests, illuminate significant mean differences in strategies employed during price hikes. Despite challenges, the prioritization of education remains evident, emphasizing its resilience in the face of economic hardships. The result shows that price hikes, especially in essential items, lead to substantial adjustments in living costs, with items like onions, garlic, and ginger experiencing significant increases of 275%, 108%, and 483%, respectively. 展开更多
关键词 price Hike Economic Growth SOCIOECONOMIC Development Households
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Flexible Load Participation in Peaking Shaving and Valley Filling Based on Dynamic Price Incentives
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作者 Lifeng Wang Jing Yu Wenlu Ji 《Energy Engineering》 EI 2024年第2期523-540,共18页
Considering the widening of the peak-valley difference in the power grid and the difficulty of the existing fixed time-of-use electricity price mechanism in meeting the energy demand of heterogeneous users at various ... Considering the widening of the peak-valley difference in the power grid and the difficulty of the existing fixed time-of-use electricity price mechanism in meeting the energy demand of heterogeneous users at various moments or motivating users,the design of a reasonable dynamic pricing mechanism to actively engage users in demand response becomes imperative for power grid companies.For this purpose,a power grid-flexible load bilevel model is constructed based on dynamic pricing,where the leader is the dispatching center and the lower-level flexible load acts as the follower.Initially,an upper-level day-ahead dispatching model for the power grid is established,considering the lowest power grid dispatching cost as the objective function and incorporating the power grid-side constraints.Then,the lower level comprehensively considers the load characteristics of industrial load,energy storage,and data centers,and then establishes a lower-level flexible load operation model with the lowest user power-consuming cost as the objective function.Finally,the proposed method is validated using the IEEE-118 system,and the findings indicate that the dynamic pricing mechanism for peaking shaving and valley filling can effectively guide users to respond actively,thereby reducing the peak-valley difference and decreasing users’purchasing costs. 展开更多
关键词 Demand response fixed time-of-use electricity price mechanism dynamic price incentives mechanism bi-level model flexible load
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The "Black Myth" Marks a New Milestone for China-Made Games in Overseas Market
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作者 Joyce Lee 《China's Foreign Trade》 2024年第5期41-42,共2页
Since its first launch on August 20th,the game"Black Myth:Wukong"has broken many previous records for domestic single-player games,and also provides a chance for global game players to see Chinese games as a... Since its first launch on August 20th,the game"Black Myth:Wukong"has broken many previous records for domestic single-player games,and also provides a chance for global game players to see Chinese games as among the world's best games.The number of online users on the entire platform exceeded3 million at its most,and more than10 million copies of the games were sold within the first four days after the launch.It has received more than 270thousand reviews in total and 96%positive reviews on the Steam platform,providing a chance for global game players to enjoy the best of Chinese games。 展开更多
关键词 mileS GAMES MARKET
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Production Chain Length and PPI-CPI Divergence:Analysis Based on the Global Input-output Price Model
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作者 Ni Hongfu Yan Bingqian Wu Liyuan 《China Economist》 2024年第3期49-69,共21页
Productivity and international energy price shocks are reflected in PPI and CPI via industrial chains.China’s in-depth participation into the global value chains has increasingly lengthened its industrial production ... Productivity and international energy price shocks are reflected in PPI and CPI via industrial chains.China’s in-depth participation into the global value chains has increasingly lengthened its industrial production chains.The question is how the changing length of production chains will affect CPI and PPI,as well as CPI-PPI correlation?By constructing a global input-output price model,this paper offers a theoretical discussion on the impact of production chain length on the CPI-PPI divergence.Our findings suggest that the price shock of international bulk commodities has a greater impact on China’s PPI than that on CPI.The effects on both China’s PPI and CPI estimated by using the single-country input-output model are higher than the results estimated with the global input-output model.However,the difference between CPI and PPI variations estimated with the global input-output model is greater than the result estimated with the single-country input-output model,which supports the view that the lengthening of production chains,especially international production chains,leads to a divergence between CPI and PPI.Empirical results based on cross-national panel data also suggest that the lengthening of production chains has reduced the CPI-PPI correlation for countries,i.e.the lengthening of production chains has increased the PPI-CPI divergence.That is to say,policymakers should target not just CPI in maintaining price stability,but instead focus on the stability of both PPI and CPI.Efforts can be made to proactively adjust the price index system,and formulate the industrial chain price index. 展开更多
关键词 Global value chains length of production chains consumer price index producer price index
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China's New Proposal of Returning Lost Cultural Objects Earns International Support Milestone in New Era
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作者 Chen Xi 《China & The World Cultural Exchange》 2024年第7期22-26,共5页
China launched a recommendation for the protection and return of cultural objects removed from colonial contexts or acquired by other unjustifiable or unethical means,winning a big applause from many countries which a... China launched a recommendation for the protection and return of cultural objects removed from colonial contexts or acquired by other unjustifiable or unethical means,winning a big applause from many countries which are seeking for more cooperation in solving this serious problem. 展开更多
关键词 mileS RETURN removed
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A Milestone on the Road to Chinese Modernizationn
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作者 STEPHAN OSSENKOPP 《China Today》 2024年第9期44-46,共3页
Both the plenary session resolution and the statements made at the press conference are enormously significant.They are a benchmark for global confidence in China’s future path.THE Communist Party of China(CPC)holds ... Both the plenary session resolution and the statements made at the press conference are enormously significant.They are a benchmark for global confidence in China’s future path.THE Communist Party of China(CPC)holds its National Congress every five years.The CPC Central Committee,the highest body of the party convenes up to seven plenary sessions between congresses.The third plenum traditionally deals with economic issues. 展开更多
关键词 mileS holds ROAD
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Price prediction of power transformer materials based on CEEMD and GRU
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作者 Yan Huang Yufeng Hu +2 位作者 Liangzheng Wu Shangyong Wen Zhengdong Wan 《Global Energy Interconnection》 EI CSCD 2024年第2期217-227,共11页
The rapid growth of the Chinese economy has fueled the expansion of power grids.Power transformers are key equipment in power grid projects,and their price changes have a significant impact on cost control.However,the... The rapid growth of the Chinese economy has fueled the expansion of power grids.Power transformers are key equipment in power grid projects,and their price changes have a significant impact on cost control.However,the prices of power transformer materials manifest as nonsmooth and nonlinear sequences.Hence,estimating the acquisition costs of power grid projects is difficult,hindering the normal operation of power engineering construction.To more accurately predict the price of power transformer materials,this study proposes a method based on complementary ensemble empirical mode decomposition(CEEMD)and gated recurrent unit(GRU)network.First,the CEEMD decomposed the price series into multiple intrinsic mode functions(IMFs).Multiple IMFs were clustered to obtain several aggregated sequences based on the sample entropy of each IMF.Then,an empirical wavelet transform(EWT)was applied to the aggregation sequence with a large sample entropy,and the multiple subsequences obtained from the decomposition were predicted by the GRU model.The GRU model was used to directly predict the aggregation sequences with a small sample entropy.In this study,we used authentic historical pricing data for power transformer materials to validate the proposed approach.The empirical findings demonstrated the efficacy of our method across both datasets,with mean absolute percentage errors(MAPEs)of less than 1%and 3%.This approach holds a significant reference value for future research in the field of power transformer material price prediction. 展开更多
关键词 Power transformer material price prediction Complementary ensemble empirical mode decomposition Gated recurrent unit Empirical wavelet transform
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The Influence of Price Discrimination from Airports on the Route Development Behavior of Airlines
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作者 Daniel Schnitzler 《Journal of Civil Engineering and Architecture》 2024年第1期17-29,共13页
Given the prominence and magnitude of airport incentive schemes,it is surprising that literature hitherto remains silent as to their effectiveness.In this paper,the relationship between airport incentive schemes and t... Given the prominence and magnitude of airport incentive schemes,it is surprising that literature hitherto remains silent as to their effectiveness.In this paper,the relationship between airport incentive schemes and the route development behavior of airlines is analyzed.Because of rare and often controversial findings in the extant literature regarding relevant influencing variables for attracting airlines at an airport,expert interviews are used as a complement to formulate testable hypotheses in this regard.A fixed effects regression model is used to test the hypotheses with a dataset that covers all seat capacity offered at the 22 largest German commercial airports in the week 46 from 2004 to 2011.It is found that incentives from primary choice,as well as secondary choice airports,have a significant influence on Low Cost Carriers.Furthermore,Low Cost Carriers,in general,do not leave any of both types of airports when the incentives cease.In the case of Network Carriers,no case is found where one joins a primary choice airport and receives an incentive.Insufficient data between Network Carriers and secondary choice airports in the time when incentives have ceased means that no statement can be given. 展开更多
关键词 AIRLINE rout development price discrimination
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From Finnish Assortment Pricing to Market Economy Using Prices for Sawn Wood and Chips in Reference Bucking
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作者 Juha Lappi 《Open Journal of Forestry》 2024年第3期233-280,共48页
Dominant Finnish assortment pricing gives prices for sawlog and pulp wood volumes. Buyers buck stems to sawlogs using secret price matrices. Agreed dimensions allow wide range of sawlog volumes. Forest owners cannot o... Dominant Finnish assortment pricing gives prices for sawlog and pulp wood volumes. Buyers buck stems to sawlogs using secret price matrices. Agreed dimensions allow wide range of sawlog volumes. Forest owners cannot objectively compare biddings: timber trade is a lottery game. Bucking is analyzed in terms of sawlog, pulp wood, log cylinder, sawn wood, value-weighted sawn wood, and chips. Sawn wood and its value are computed from top diameter of the sawlog. Profit maximization requires buyers to buck logs producing smaller than maximal value, causing dead weight loss. Nominal assortment prices have unpredictable relation to effective stumpage price. Assortment pricing does not meet requirements of market economy. If sawmills linked to pulp mills buck smaller sawlog percentages than independent sawmills, as generally believed, they use higher price for chips in their own harvests than they pay for independent sawmills, indicating imperfect competition for chips. Sawn wood potential pricing is suggested which gives prices for sawn wood and chips coming both from sawlogs and pulp wood in reference bucking which maximizes sawn wood for given minimum and maximum log length and minimum top diameter. Simple algorithm generates feasible bucking schedules from which optimum can be selected using any objective. Pricing produces unit price for all commercial wood utilizing ratio of theoretical sawn wood and commercial volume in stand. Unit price can be compared to stem pricing and could be compared to assortment pricing if assortment pricing would produce predictable sawlog percentages. Sawn wood potential pricing is concrete, transparent, easy to compute, considers stem size and tapering, reduces trading cost and is less risky to buyers than stem pricing. It meets requirements of market economy. Readers can repeat computations using open-source software Jlp22. 展开更多
关键词 Sawmill Pulp Mill Jlp22 Dead Weight Loss Stem price
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基于微信的同伴教育应用于直肠癌Miles术后造口患者中对其希望水平、生活质量的影响
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作者 谢倩芸 李晓慧 陈惠敏 《当代医药论丛》 2024年第3期119-121,共3页
目的:探讨基于微信的同伴教育应用于直肠癌Miles术后造口患者中对其希望水平、生活质量的影响。方法:选取2021年2月—2023年2月南京医科大学附属无锡人民医院收治的138例直肠癌Miles术后造口患者,分为对照组和研究组。对照组应用常规护... 目的:探讨基于微信的同伴教育应用于直肠癌Miles术后造口患者中对其希望水平、生活质量的影响。方法:选取2021年2月—2023年2月南京医科大学附属无锡人民医院收治的138例直肠癌Miles术后造口患者,分为对照组和研究组。对照组应用常规护理干预,研究组应用基于微信的同伴教育干预。观察分析两组并发症、HHI评分、生活质量、社会心理适应评分。结果:与对照组相比,研究组并发症发生率较低(P<0.05);与对照组相比,干预后研究组HHI评分及生活质量评分较高(P<0.05);与对照组相比,干预后研究组ESCA评分较高(P<0.05);与对照组相比,干预后研究组社会心理适应评分较高(P<0.05)。结论:在直肠癌Miles术后造口患者中实施基于微信的同伴教育能够显著减少并发症的发生,提升其希望水平,改善生活质量,值得应用。 展开更多
关键词 微信 同伴教育 直肠癌mileS术 希望水平 生活质量
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Comparative Analysis of Machine Learning Models for Stock Price Prediction: Leveraging LSTM for Real-Time Forecasting
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作者 Bijay Gautam Sanif Kandel +1 位作者 Manoj Shrestha Shrawan Thakur 《Journal of Computer and Communications》 2024年第8期52-80,共29页
The research focuses on improving predictive accuracy in the financial sector through the exploration of machine learning algorithms for stock price prediction. The research follows an organized process combining Agil... The research focuses on improving predictive accuracy in the financial sector through the exploration of machine learning algorithms for stock price prediction. The research follows an organized process combining Agile Scrum and the Obtain, Scrub, Explore, Model, and iNterpret (OSEMN) methodology. Six machine learning models, namely Linear Forecast, Naive Forecast, Simple Moving Average with weekly window (SMA 5), Simple Moving Average with monthly window (SMA 20), Autoregressive Integrated Moving Average (ARIMA), and Long Short-Term Memory (LSTM), are compared and evaluated through Mean Absolute Error (MAE), with the LSTM model performing the best, showcasing its potential for practical financial applications. A Django web application “Predict It” is developed to implement the LSTM model. Ethical concerns related to predictive modeling in finance are addressed. Data quality, algorithm choice, feature engineering, and preprocessing techniques are emphasized for better model performance. The research acknowledges limitations and suggests future research directions, aiming to equip investors and financial professionals with reliable predictive models for dynamic markets. 展开更多
关键词 Stock price Prediction Machine Learning LSTM ARIMA Mean Squared Error
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The Prediction for the Consumer Price Index of Residents in Perspective of Time Series Method in Case of Chongqing
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作者 Chunhuan Xiang 《Journal of Applied Mathematics and Physics》 2024年第1期226-233,共8页
The consumer price index (CPI) measures the relative number of changes in the price level of consumer goods and services over time, reflecting the trend and degree of changes in the price level of goods and services p... The consumer price index (CPI) measures the relative number of changes in the price level of consumer goods and services over time, reflecting the trend and degree of changes in the price level of goods and services purchased by residents. This article uses the ARMA model to analyze the fluctuation trend of the CPI (taking Chongqing as an example) and make short-term predictions. To test the predictive performance of the model, the observation values from January to December 2023 were retained as the reference object for evaluating the predictive accuracy of the model. Finally, through trial predictions of the data from May to August 2023, it was found that the constructed model had good fitting performance. 展开更多
关键词 Consumer price Index of Residents PREDICTION ARMA Model
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Stock Price Prediction Based on the Bi-GRU-Attention Model
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作者 Yaojun Zhang Gilbert M. Tumibay 《Journal of Computer and Communications》 2024年第4期72-85,共14页
The stock market, as one of the hotspots in the financial field, forms a data system with a huge volume of data and complex relationships between various factors, making stock price prediction an area of keen interest... The stock market, as one of the hotspots in the financial field, forms a data system with a huge volume of data and complex relationships between various factors, making stock price prediction an area of keen interest for further in-depth mining and research. Mathematical statistics methods struggle to deal with nonlinear relationships in practical applications, making it difficult to explore deep information about stocks. Meanwhile, machine learning methods, particularly neural network models and composite models, which have achieved outstanding results in other fields, are being applied to the stock market with significant results. However, researchers have found that these methods do not grasp the essential information of the data as well as expected. In response to these issues, researchers are exploring better neural network models and combining them with other methods to analyze stock data. Thus, this paper proposes the ABiGRU composite model, which combines the attention mechanism and bidirectional gated recurrent unit (GRU) that can effectively extract data features for stock price prediction research. Models such as LSTM, GRU, and Bi-LSTM are selected for comparative experiments. To ensure the credibility and representativeness of the research data, daily stock price indices of BYD are chosen for closing price prediction studies across different models. The results show that the ABiGRU model has a lower prediction error and better fitting effect on three index-based stock prices, enhancing the learning efficiency of the neural network model and demonstrating good prediction stability. This suggests that the ABiGRU model is highly adaptable for stock price prediction. 展开更多
关键词 Machine Learning Attention Mechanism LSTM Neural Network ABiGRU Model Stock price Prediction
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A Year of Milestones
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《ChinAfrica》 2024年第1期28-30,共3页
Highlights of key developments in China-Africa relations in 2023.Africa CDC Headquarters Phase I Completed On 11 January,the China-aided Africa Centres for Disease Control and Prevention(Africa CDC)Headquarters Buildi... Highlights of key developments in China-Africa relations in 2023.Africa CDC Headquarters Phase I Completed On 11 January,the China-aided Africa Centres for Disease Control and Prevention(Africa CDC)Headquarters Building Project(Phase I)was officially inaugurated in Addis Ababa,Ethiopia.(XINHUA). 展开更多
关键词 mileS AFRICA QUARTERS
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