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2021 International Conference on Culture-oriented Science & Technology (ICCST)最新文献

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The Influence of Urban Waterfront Space Landscape Form on the User’s Physiology 城市滨水空间景观形态对使用者生理的影响
Pub Date : 2021-11-01 DOI: 10.1109/ICCST53801.2021.00094
Yuan-Yuan Zhou, Yi-Xi Liu, Xiu-Ping Ge
We analyzed differences in the physiological benefits provided by different waterfront landscape forms, including still water, running water, falling water, and fountains. The results showed that falling water provided the greatest physiological benefit, while fountains provided the smallest benefit. Based on these results, we suggest the use of more falling water forms and fewer fountains in the design of waterfront landscapes.
我们分析了不同滨水景观形式(包括静水、流水、落水和喷泉)所提供的生理益处的差异。结果显示,落水对身体的好处最大,而喷泉对身体的好处最小。基于这些结果,我们建议在滨水景观的设计中使用更多的落水形式和更少的喷泉。
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引用次数: 0
Sentiment Analysis of Comment Texts on Converged Media Platforms based on BERT Model 基于BERT模型的融合媒体平台评论文本情感分析
Pub Date : 2021-11-01 DOI: 10.1109/ICCST53801.2021.00120
H. Liang, Baihui Tang, Sanxing Cao
The development of mobile Internet, smart terminals and cloud computing has promoted the advent of the era of media convergence. And Converged Media Centers in various regions had gradually been established, assuming the responsibility for disseminating news and current affairs and guiding and supervising public opinion. The study of comment texts under the converged media platforms is more targeted. In addition, this research is of great significance to the supervision and guidance of local public. This paper applies the BERT (Bidirectional Encoder Representation from Transformers) model to the sentiment analysis of comment texts on a converged media platform. In this experiment, the data used are the comment texts collected by our laboratory under the videos, which were posted by a part of the Converged Media Center accounts on the Douyin platform. By fine-tuning the pre-trained BERT model, and then the results obtained are classified and processed through the constructed neural network model. The accuracy of the validation set is 85.83%. Compared with other models, this method has a significant improvement in classification accuracy. When it is applied to a converged media platform, it is very possible to obtain correct classification results.
移动互联网、智能终端、云计算的发展,推动了媒体融合时代的到来。各地逐步建立融合媒体中心,承担新闻时事传播和舆论引导监督的职责。融合媒体平台下的评论文本研究更具针对性。此外,本研究对地方公众的监督和指导具有重要意义。本文将BERT (Bidirectional Encoder Representation from Transformers)模型应用于融合媒体平台上评论文本的情感分析。在本实验中,使用的数据是我们实验室在视频下收集的评论文本,这些评论文本是由抖音平台上部分融合媒体中心账号发布的。通过对预训练的BERT模型进行微调,然后通过构建的神经网络模型对得到的结果进行分类和处理。验证集的准确率为85.83%。与其他模型相比,该方法在分类精度上有显著提高。当将其应用于融合媒体平台时,极有可能获得正确的分类结果。
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引用次数: 0
Analysis on Impact Force of Rhythmical Body Movement on Temporary Spectator Stand 有节奏的身体运动对临时看台的冲击力分析
Pub Date : 2021-11-01 DOI: 10.1109/ICCST53801.2021.00140
Yitu Huang, Mengqi Jin, Jiahui Wei, Shuailong Yang, Jiale Li, Jian Feng, Hanxi Wang
The rising prosperity of today’s society and the country’s advancement in science, technology and social productivity have been accompanied by a higher level of material needs of the people and their increasing demand for cultural life. In today’s life, all manner of enriched cultural activities have become common occurrences. Nevertheless, prominent security issues are arising from the booming performing arts industry. As commonly observed in cultural and artistic performances, spectators in the stands would often follow the rhythm of music or dance moves and are unable to suppress their emotions and rhythmical body movements, which will pose different dynamic loads on the stands and might even lead to the collapse of the stage. For the purpose of solving the above-mentioned issues, fiber grating is applied to measure the strain of the stands, and the influence of the movements following the music rhythm of the spectators on the stands is investigated in this paper.
当今社会日益繁荣,国家科学技术和社会生产力不断进步,人民的物质生活水平不断提高,文化生活要求不断提高。在今天的生活中,各种形式丰富的文化活动已经司空见惯。然而,随着演艺事业的蓬勃发展,安保问题日益突出。在文化艺术表演中,观众往往会跟随音乐或舞蹈动作的节奏,无法抑制自己的情绪和有节奏的身体动作,这将对看台造成不同的动态负荷,甚至可能导致舞台倒塌。为了解决上述问题,本文采用光纤光栅测量看台的应变,并研究了观众在看台上随音乐节奏运动的影响。
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引用次数: 0
A Dynamic Classification Method of Time-Series Data Based on Multidimensional Shapelets 基于多维Shapelets的时间序列数据动态分类方法
Pub Date : 2021-11-01 DOI: 10.1109/ICCST53801.2021.00070
Yan Wang, Lingling Tian, Di Liu, Aiping Tan, Jiaqi Hu
Time series data classification plays a vital role in the financial analysis of cultural and technological integration enterprises. Still, the current classification of time series data mainly focuses on a single dimension and does not fully consider the dynamics of time series data, resulting in inaccurate classification results. Given the above shortcomings, multidimensional time series are studied, shapelets unit and dimension correlation are defined, and a dynamic classification method of time series data based on multi-dimensional shapelets is proposed. The algorithm screens out the optimal time series for generating shapelets candidate sets from multiple dimensions of the sample, and calculates the correlation coefficient to measure the correlation between the dimensions, and is used to construct the shapelets unit; it is also designed to dynamically update the key parameters to complete double discriminant classification algorithm for classification operation. At the end of the paper, experiments are conducted based on multiple data sets. The experiments show that even in a small sample size, the accuracy of the algorithm designed in this article can reach more than 60%. Furthermore, compared with existing classification algorithms, the classification accuracy of objects with multi-dimensional time-series features is improved by at least 8%.
时间序列数据分类在文化科技融合企业财务分析中起着至关重要的作用。但是,目前对时间序列数据的分类主要集中在单一维度上,没有充分考虑时间序列数据的动态性,导致分类结果不准确。针对以上不足,对多维时间序列进行了研究,定义了shapelets单元和维度相关性,提出了一种基于多维shapelets的时间序列数据动态分类方法。该算法从样本的多个维度中筛选出生成shapelets候选集的最优时间序列,计算相关系数来衡量维度之间的相关性,并用于构建shapelets单元;动态更新关键参数,完成双判别分类算法进行分类操作。在论文的最后,基于多个数据集进行了实验。实验表明,即使在小样本量下,本文设计的算法准确率也能达到60%以上。此外,与现有的分类算法相比,对具有多维时间序列特征的目标的分类精度提高了至少8%。
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引用次数: 0
Metafunction Analysis of Net Language 网络语言的元功能分析
Pub Date : 2021-11-01 DOI: 10.1109/ICCST53801.2021.00141
Xia Sun, Rui Zhao, Yifan Gong
Net language resulting from the development of internet and social media serves a special tool for netizens to communicate and bond with each other in computer-mediated communication which involves not only synchronic but also asynchronous ways. Systemic Functional Linguistics believes that any language performs three metafunctions: ideational, interpersonal, and textual. This paper analyzes these three metafunctions of net language and elaborates on the specific field, tenor and mode of net language.
网络语言是随着互联网和社交媒体的发展而产生的,它是网民在以计算机为媒介的交流中进行交流和联系的特殊工具,这种交流既有同步方式,也有异步方式。系统功能语言学认为,任何语言都具有三种元功能:概念功能、人际功能和语篇功能。本文分析了网络语言的这三种元功能,阐述了网络语言的具体领域、主旨和模式。
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引用次数: 0
Knowledge Graph-Based MOBA-Game Champion Recommendation 基于知识图谱的moba游戏冠军推荐
Pub Date : 2021-11-01 DOI: 10.1109/ICCST53801.2021.00121
Yihong Shen, Jing Zhou, Weiguo Lin
With the rapid development of the e-sports industry, various competitions are being held. The most high-profile events are those related to League of Legends, where not only are design companies struggling to provide players with a wider selection of champions, but club tournament analysts are also focusing on line-up. Since there are strong relationship constraints between champions, it becomes a valuable research topic to design a champion lineup selection recommender for players and e-sports athletes. Using the data of the 2020 summer tournament and of the players in the same period, we proposed a recommendation scheme of the champion lineup based on the knowledge graph technique and the results were verified and analyzed.
随着电子竞技产业的快速发展,各种比赛层出不穷。最引人注目的赛事是与《英雄联盟》(League of Legends)有关的赛事,不仅设计公司努力为玩家提供更广泛的冠军选择,俱乐部锦标赛分析师也在关注阵容。由于冠军之间存在较强的关系约束,因此设计一个面向玩家和电子竞技运动员的冠军阵容选择推荐系统成为一个有价值的研究课题。利用2020年夏季赛和同期选手数据,提出了基于知识图谱技术的冠军阵容推荐方案,并对结果进行了验证和分析。
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引用次数: 0
Research on the new form learning model based on knowledge services 基于知识服务的新型表单学习模型研究
Pub Date : 2021-11-01 DOI: 10.1109/ICCST53801.2021.00035
Li-juan Zhou, Zhongju Liang, Zhao Wu, Baorui Mei, Gaoqing Nie
Based on the professional content knowledge aggregation service platform built, this paper proposes a new form of learning model combining online and offline, and makes use of the big data analysis of users’ learning behavior on the online knowledge service platform to provide personalized learning recommendation, knowledge interpretation, knowledge answering and other knowledge services to offline users. Offline users can realize quick navigation from offline learning to online knowledge service platform through intelligent identification technologies such as panoramic formula identification and retrieval, and enjoy various knowledge and learning services provided online. This paper discusses the evolution of learning models, the construction of new forms of learning models, the comparison between traditional learning models and new forms of learning models, and puts forward three innovative advantages of online and offline learning interaction, so as to promote learners’ learning through differential knowledge services.
本文在构建专业内容知识聚合服务平台的基础上,提出了线上线下结合的新型学习模式,利用在线知识服务平台上用户学习行为的大数据分析,为线下用户提供个性化的学习推荐、知识解读、知识答疑等知识服务。线下用户可以通过全景公式识别和检索等智能识别技术,实现从线下学习到线上知识服务平台的快速导航,享受线上提供的各种知识和学习服务。本文探讨了学习模式的演变、新形式学习模式的构建、传统学习模式与新形式学习模式的比较,提出了线上线下学习互动的三大创新优势,通过差异化知识服务促进学习者的学习。
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引用次数: 0
A Robust Stochastic Quasi-Newton Method with the Application in Machine Learning 鲁棒随机拟牛顿方法及其在机器学习中的应用
Pub Date : 2021-11-01 DOI: 10.1109/ICCST53801.2021.00041
Lin Wu, Tuo Shi, Yongbin Wang, Huiming Chen, W. Lam
We study a novel stochastic version of damped and regularized limited memory Broyden-Fletcher-Goldfarb-Shanno (Sd-REG-LBFGS) method for nonconvex optimization problems in this paper. Different from BFGS updating scheme for the strongly convex problems, it is a challenge to preserve the product of the correction pairs positive at each iteration for BFGS in nonconvex case. While utilizing regularization scheme to ensure the robustness of the second-order methods. The proposed method is able to keep the product of correction pairs being away from zero above a specified degree. To make the proposed method robust and computationally efficient, we propose to update curvature information at a spaced interval, in which the average of iterate points is utilized. The numerical experiments have shown that our proposed algorithm has better performance than SdLBFGS or they have almost the same performance. Especially in the problems which utilizes few samples, the proposed method has avoided the ill-conditioned problem and exhibited superior performance.
本文研究了一种新的随机版本的阻尼正则化有限记忆Broyden-Fletcher-Goldfarb-Shanno (Sd-REG-LBFGS)方法求解非凸优化问题。与强凸问题的BFGS更新方案不同,在非凸情况下,BFGS在每次迭代时保持校正对积为正是一个挑战。同时利用正则化方案保证二阶方法的鲁棒性。该方法能够在一定程度上保持校正对的乘积远离零。为了提高方法的鲁棒性和计算效率,我们提出以间隔更新曲率信息,其中利用迭代点的平均值。数值实验表明,本文提出的算法比SdLBFGS算法性能更好或性能基本相同。特别是在使用少量样本的问题中,该方法避免了病态问题,表现出优异的性能。
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引用次数: 0
A Review on Internet of Things Based Smart Home
Pub Date : 2021-11-01 DOI: 10.1109/ICCST53801.2021.00065
Jie Wang, Yu Zhang
The Internet of Things (IoT) is an extension of the existing internet that enables contact, interaction, and internet functioning between different devices or physical objects. IoT technology is used to put forward innovative concepts and exponential development for smart home in order to boost people’s living standards, but its unique characteristics and interconnection characteristics do bring new security challenges to smart home. In smart home, the security of residents needs reliable, intuitive and automatic network system to assist management, solve the risks faced by IoT smart home, and truly reflect the advantages. This paper summarizes the current situation and development trend of Internet of Things and smart home, studies the security problems in smart home in detail, puts forward some solutions for these problems, and finally points out the research direction of future work.
物联网(IoT)是现有互联网的延伸,可以实现不同设备或物理对象之间的联系、交互和互联网功能。物联网技术被用来为智能家居提出创新理念和指数级发展,以提高人们的生活水平,但其独特的特性和互联特性确实给智能家居带来了新的安全挑战。在智能家居中,居民的安全需要可靠、直观、自动化的网络系统辅助管理,解决物联网智能家居面临的风险,真正体现其优势。本文总结了物联网和智能家居的现状和发展趋势,详细研究了智能家居中的安全问题,并针对这些问题提出了一些解决方案,最后指出了未来工作的研究方向。
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引用次数: 2
Construction of Open Creation Model for Digital Cultural Center 数字文化中心开放式创作模式的构建
Pub Date : 2021-11-01 DOI: 10.1109/ICCST53801.2021.00132
Yuejian Zhu, Hanxi Wang
Relevant surveys indicate that the existing websites of digital cultural centers generally have three problems: insufficient user interaction, small number of users, and low user stickiness. Based on the three problems, this paper proposes the concept of open creation of virtual resources for digital cultural centers; divides the open creation function modules into three systems: an open system for literary and artistic creation/performance/collection, an open system for digital cultural resources creation, and a micro-copyright authorization and tracking system; and designs the open production process for each system module.
相关调查显示,现有数字文化中心网站普遍存在用户互动不足、用户数量少、用户粘性低等三个问题。针对这三个问题,本文提出了数字文化馆虚拟资源开放创建的概念;将开放创作功能模块划分为三个系统:文艺创作/表演/收藏开放系统、数字文化资源创作开放系统、微版权授权与跟踪系统;并设计了系统各模块的开放式生产流程。
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引用次数: 3
期刊
2021 International Conference on Culture-oriented Science & Technology (ICCST)
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