首页 > 最新文献

9th International Conference on Information Technology Convergence and Services (ITCSE 2020)最新文献

英文 中文
Advanced Rate Control Technologies for MVC MVC的高级速率控制技术
T. Yan, In-ho Ra, Na Song, Yu Youhao, Zhicheng Wu, Zhongyu Shi
After analyzing the research status and existing problems of multi-view video coding and bit rate control, we found that in addition to achieving higher coding efficiency, scalability characteristics, and quality consistency, reasonable bit rate control is urgent What needs further research. The paper proposes a multi-view video coding rate control algorithm based on the quadratic rate distortion (RD) model is presented. There are already many rate control algorithms. However, the testing work is very important, and different sequences need to be tested to effectively judge the effectiveness of the algorithm. Experimental simulation results show that the algorithm can effectively control the bit rate of multi-view video coding, while maintaining efficient coding efficiency, compared with the current MVC using JVT with fixed quantization parameters.
通过对多视点视频编码和码率控制的研究现状和存在问题的分析,我们发现除了实现更高的编码效率、可扩展性特点和质量一致性外,合理的码率控制是迫切需要进一步研究的。提出了一种基于二次率失真(RD)模型的多视点视频编码速率控制算法。已经有很多速率控制算法。但是,测试工作非常重要,需要对不同的序列进行测试,才能有效地判断算法的有效性。实验仿真结果表明,与目前使用固定量化参数的JVT的MVC相比,该算法可以有效地控制多视图视频编码的码率,同时保持高效的编码效率。
{"title":"Advanced Rate Control Technologies for MVC","authors":"T. Yan, In-ho Ra, Na Song, Yu Youhao, Zhicheng Wu, Zhongyu Shi","doi":"10.5121/csit.2020.100514","DOIUrl":"https://doi.org/10.5121/csit.2020.100514","url":null,"abstract":"After analyzing the research status and existing problems of multi-view video coding and bit rate control, we found that in addition to achieving higher coding efficiency, scalability characteristics, and quality consistency, reasonable bit rate control is urgent What needs further research. The paper proposes a multi-view video coding rate control algorithm based on the quadratic rate distortion (RD) model is presented. There are already many rate control algorithms. However, the testing work is very important, and different sequences need to be tested to effectively judge the effectiveness of the algorithm. Experimental simulation results show that the algorithm can effectively control the bit rate of multi-view video coding, while maintaining efficient coding efficiency, compared with the current MVC using JVT with fixed quantization parameters.","PeriodicalId":201467,"journal":{"name":"9th International Conference on Information Technology Convergence and Services (ITCSE 2020)","volume":"11 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121265299","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Use of an IoT Technology to Analyse the Inertial Measurement of Smart Ping-pong Paddle 利用物联网技术分析智能乒乓球拍的惯性测量
R. Kanth, Tuomas Korpi, J. Heikkonen
In this article, a Smart Ping Pong Paddle has been introduced as an example of the use of sensor technology in sports. We have devised an accelerometer and a gyroscope sensor for the analyzing purpose and have gathered motion data of the game object to make a real-time 3D replica of the paddle to get an actual orientation of it. Technical details and principles of how to get the digital motion processing data from sensor to microcontroller and again transfer that wirelessly to a 3D modeling software are examined. Technical details are applied in practice, and the working demo of Smart Ping Pong paddle is built. Also, a couple of examples of other similar applications in the realm of object orientation sensing are overviewed.
在这篇文章中,一个智能乒乓球球拍已经被介绍作为一个例子,在运动中使用传感器技术。我们设计了一个加速度计和陀螺仪传感器用于分析目的,并收集了游戏对象的运动数据,制作了一个实时的3D复制品,以获得桨的实际方向。技术细节和如何获得从传感器到微控制器的数字运动处理数据,并再次无线传输到3D建模软件的原则进行了检查。将技术细节应用于实际,搭建了智能乒乓球拍的工作演示。此外,还概述了在物体定向传感领域中其他类似应用的几个示例。
{"title":"Use of an IoT Technology to Analyse the Inertial Measurement of Smart Ping-pong Paddle","authors":"R. Kanth, Tuomas Korpi, J. Heikkonen","doi":"10.5121/csit.2020.100522","DOIUrl":"https://doi.org/10.5121/csit.2020.100522","url":null,"abstract":"In this article, a Smart Ping Pong Paddle has been introduced as an example of the use of sensor technology in sports. We have devised an accelerometer and a gyroscope sensor for the analyzing purpose and have gathered motion data of the game object to make a real-time 3D replica of the paddle to get an actual orientation of it. Technical details and principles of how to get the digital motion processing data from sensor to microcontroller and again transfer that wirelessly to a 3D modeling software are examined. Technical details are applied in practice, and the working demo of Smart Ping Pong paddle is built. Also, a couple of examples of other similar applications in the realm of object orientation sensing are overviewed.","PeriodicalId":201467,"journal":{"name":"9th International Conference on Information Technology Convergence and Services (ITCSE 2020)","volume":"35 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122797565","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An Automatic Detection of Fundamental Postures in Vietnamese Traditional Dances 越南传统舞蹈基本姿势的自动识别
Ngan-Khanh Chau, T. Ma
Preserving and promoting the intangible cultural heritage is one of the essential problems of interest. In addition, the cultural heritage of the world has been accumulated and early respected during the development of human society. For preservation of traditional dances, this paper is one of the significant processed steps in our research sequence to build an intelligent storage repository that would help to manage the large-scale heterogeneous digital contents efficiently, particularly in dance domain. We concentrated on classifying the fundamental movements of Vietnamese Traditional Dances (VTDs), which are the foundations of automatically detecting the motions of the dancer's body parts. Moreover, we also propose a framework to classify basic movements through coupling a sequential aggregation of the DeepCNN architectures (to extract the features) and Support Vector Machine (to classify the movements). In this study, we detect and extract automatically the primary movements of VTDs, we then store the extracted concepts into an ontology that serves for reasoning, queryanswering, and searching dance videos.
保护和弘扬非物质文化遗产是当今社会关注的核心问题之一。此外,世界文化遗产是在人类社会发展的过程中积累起来的,并很早就受到了尊重。为了保护传统舞蹈,本文是我们研究序列中重要的处理步骤之一,以建立一个智能存储库,有助于有效地管理大规模异构数字内容,特别是舞蹈领域的数字内容。我们专注于分类越南传统舞蹈(VTDs)的基本动作,这是自动检测舞者身体部位运动的基础。此外,我们还提出了一个框架,通过耦合DeepCNN架构的顺序聚合(提取特征)和支持向量机(分类运动)来对基本运动进行分类。在这项研究中,我们自动检测和提取vtd的主要动作,然后将提取的概念存储到一个本体中,该本体用于推理、查询和搜索舞蹈视频。
{"title":"An Automatic Detection of Fundamental Postures in Vietnamese Traditional Dances","authors":"Ngan-Khanh Chau, T. Ma","doi":"10.5121/csit.2020.100524","DOIUrl":"https://doi.org/10.5121/csit.2020.100524","url":null,"abstract":"Preserving and promoting the intangible cultural heritage is one of the essential problems of interest. In addition, the cultural heritage of the world has been accumulated and early respected during the development of human society. For preservation of traditional dances, this paper is one of the significant processed steps in our research sequence to build an intelligent storage repository that would help to manage the large-scale heterogeneous digital contents efficiently, particularly in dance domain. We concentrated on classifying the fundamental movements of Vietnamese Traditional Dances (VTDs), which are the foundations of automatically detecting the motions of the dancer's body parts. Moreover, we also propose a framework to classify basic movements through coupling a sequential aggregation of the DeepCNN architectures (to extract the features) and Support Vector Machine (to classify the movements). In this study, we detect and extract automatically the primary movements of VTDs, we then store the extracted concepts into an ontology that serves for reasoning, queryanswering, and searching dance videos.","PeriodicalId":201467,"journal":{"name":"9th International Conference on Information Technology Convergence and Services (ITCSE 2020)","volume":"398 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123372411","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Industrial Duct Fan Maintenance Predictive Approach Based on Random Forest 基于随机森林的工业风管风机维护预测方法
M. Maashi, Nujood Alwhibi, Fatima Alamr, Rehab Alzahrani, Alanoud Alhamid, Nourah Altawallah
{"title":"Industrial Duct Fan Maintenance Predictive Approach Based on Random Forest","authors":"M. Maashi, Nujood Alwhibi, Fatima Alamr, Rehab Alzahrani, Alanoud Alhamid, Nourah Altawallah","doi":"10.5121/csit.2020.100516","DOIUrl":"https://doi.org/10.5121/csit.2020.100516","url":null,"abstract":"","PeriodicalId":201467,"journal":{"name":"9th International Conference on Information Technology Convergence and Services (ITCSE 2020)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134272492","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
TPM Based Design for Enhanced Trust in SaaS Services 基于TPM的SaaS服务信任增强设计
Mustapha Hedabou, Ali Azougaghe, A. Bentajer
On the past decade, Trusted Platform Modules (TPM) have become a valuable tool for providing a high level of trust on locally executing software. Indeed, in addition to its availability on most commodity computers, TPM are totally free of cost unlike other available Hardware-Based devices while they o er the same level of security. Enhancing trust in SaaS services regarding the security and the privacy of the hosted SaaS application services can turn out to be a pertinent application scope of TMP. In this paper we present a design for a trusted SaaS model that gives cloud users more con dence into SaaS services by leveraging TPM functionalities combined with a trusted source code certifying authority facility. In our design, the cloud computing provider hosting the SaaS services acts as a root of trust by providing nal cloud users insurance on the integrity of the SaaS application service running on its platform. A new mechanism of multisignature is developed for computing a join signature of SaaS service software by the trusted authority and TPM. A prototype implementation of the proposed design shows that the integrity of SaaS application service before and after it was launched on a cloud provider platform is guaranteed at low cost.
在过去十年中,可信平台模块(Trusted Platform Modules, TPM)已经成为一种有价值的工具,可以为本地执行的软件提供高度信任。实际上,除了它在大多数商用计算机上的可用性之外,TPM完全不像其他基于硬件的设备那样是免费的,而它们具有相同的安全级别。在托管SaaS应用程序服务的安全性和隐私性方面增强对SaaS服务的信任可能是TMP的一个相关应用范围。在本文中,我们提出了一种可信SaaS模型的设计,通过利用TPM功能与可信源代码认证机构设施相结合,使云用户对SaaS服务更有信心。在我们的设计中,托管SaaS服务的云计算提供商充当信任的根,为运行在其平台上的SaaS应用程序服务的完整性提供所有云用户的保险。提出了一种新的多重签名机制,通过可信机构和TPM计算SaaS服务软件的联合签名。所提设计的原型实现表明,SaaS应用服务在云提供商平台上线前后的完整性得到了低成本的保证。
{"title":"TPM Based Design for Enhanced Trust in SaaS Services","authors":"Mustapha Hedabou, Ali Azougaghe, A. Bentajer","doi":"10.5121/csit.2020.100520","DOIUrl":"https://doi.org/10.5121/csit.2020.100520","url":null,"abstract":"On the past decade, Trusted Platform Modules (TPM) have become a valuable tool for providing a high level of trust on locally executing software. Indeed, in addition to its availability on most commodity computers, TPM are totally free of cost unlike other available Hardware-Based devices while they o er the same level of security. Enhancing trust in SaaS services regarding the security and the privacy of the hosted SaaS application services can turn out to be a pertinent application scope of TMP. In this paper we present a design for a trusted SaaS model that gives cloud users more con dence into SaaS services by leveraging TPM functionalities combined with a trusted source code certifying authority facility. In our design, the cloud computing provider hosting the SaaS services acts as a root of trust by providing nal cloud users insurance on the integrity of the SaaS application service running on its platform. A new mechanism of multisignature is developed for computing a join signature of SaaS service software by the trusted authority and TPM. A prototype implementation of the proposed design shows that the integrity of SaaS application service before and after it was launched on a cloud provider platform is guaranteed at low cost.","PeriodicalId":201467,"journal":{"name":"9th International Conference on Information Technology Convergence and Services (ITCSE 2020)","volume":"66 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128914753","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Safety Helmet Detection in Industrial Environment using Deep Learning 基于深度学习的工业环境安全帽检测
Ankit Kamboj, Nilesh U. Powar
Safety is of predominant value for employees who are working in an industrial and construction environment. Real time Object detection is an important technique to detect violations of safety compliance in an industrial setup. The negligence in wearing safety helmets could be hazardous to workers, hence the requirement of the automatic surveillance system to detect persons not wearing helmets is of utmost importance and this would reduce the labor-intensive work to monitor the violations. In this paper, we deployed an advanced Convolutional Neural Network (CNN) algorithm called Single Shot Multibox Detector (SSD) to monitor violations of safety helmets. Various image processing techniques are applied to all the video data collected from the industrial plant. The practical and novel safety detection framework is proposed in which the CNN first detects persons from the video data and in the second step it detects whether the person is wearing the safety helmet. Using the proposed model, the deep learning inference benchmarking is done with Dell Advanced Tower workstation. The comparative study of the proposed approach is analysed in terms of detection accuracy (average precision) which illustrates the effectiveness of the proposed framework.
对于在工业和建筑环境中工作的员工来说,安全是最重要的。实时目标检测是检测工业环境中违反安全法规的一项重要技术。不戴安全帽可能对工人造成危险,因此要求自动监控系统检测未戴安全帽的人员是至关重要的,这将减少监测违规行为的劳动密集型工作。在本文中,我们部署了一种称为Single Shot Multibox Detector (SSD)的高级卷积神经网络(CNN)算法来监测违反安全帽的行为。各种图像处理技术应用于从工业厂房收集的所有视频数据。提出了一种实用新颖的安全检测框架,该框架首先利用CNN从视频数据中检测人,然后再检测人是否戴着安全帽。利用所提出的模型,在Dell Advanced Tower工作站上进行了深度学习推理基准测试。在检测精度(平均精度)方面对所提出的方法进行了比较研究,说明了所提出框架的有效性。
{"title":"Safety Helmet Detection in Industrial Environment using Deep Learning","authors":"Ankit Kamboj, Nilesh U. Powar","doi":"10.5121/csit.2020.100518","DOIUrl":"https://doi.org/10.5121/csit.2020.100518","url":null,"abstract":"Safety is of predominant value for employees who are working in an industrial and construction environment. Real time Object detection is an important technique to detect violations of safety compliance in an industrial setup. The negligence in wearing safety helmets could be hazardous to workers, hence the requirement of the automatic surveillance system to detect persons not wearing helmets is of utmost importance and this would reduce the labor-intensive work to monitor the violations. In this paper, we deployed an advanced Convolutional Neural Network (CNN) algorithm called Single Shot Multibox Detector (SSD) to monitor violations of safety helmets. Various image processing techniques are applied to all the video data collected from the industrial plant. The practical and novel safety detection framework is proposed in which the CNN first detects persons from the video data and in the second step it detects whether the person is wearing the safety helmet. Using the proposed model, the deep learning inference benchmarking is done with Dell Advanced Tower workstation. The comparative study of the proposed approach is analysed in terms of detection accuracy (average precision) which illustrates the effectiveness of the proposed framework.","PeriodicalId":201467,"journal":{"name":"9th International Conference on Information Technology Convergence and Services (ITCSE 2020)","volume":"41 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122546839","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 5
Contextual Factors Influencing the Design and Management of Health Information Systems’ Interoperability 影响卫生信息系统互操作性设计与管理的环境因素
Grace Kobusinge
Due to their renowned great information processing and dissemination power, Health information systems (HIS) can readily avail past patient medical information across the continuum of care in order to facilitate ongoing treatment. However, a number of existing HIS are designed as vertical silos with no interoperability onuses and therefore, cannot exchange patient information. At the same time, there is limited knowledge about the intricacies and factors that surround HIS’ interoperability implementations. This study therefore, employs an institutional lens perspective to investigate contextual factors influencing HIS’ interoperability designing. Through this perspective, seven contextual factors were arrived at institutional autonomism, intended system goals, existing health-information-systems, national HIS implementation guidelines, interoperability standards, policy and resources in terms of money and labour. A further study implication is the use of institutional lens in making sense of the institutions’ context of integration in order to discover salient factors that might influence health-information-systems’ interoperability designing.
由于其著名的强大的信息处理和传播能力,卫生信息系统(HIS)可以很容易地利用过去的病人医疗信息,跨越连续的护理,以促进持续的治疗。然而,许多现有的HIS被设计成没有互操作性负担的垂直筒仓,因此不能交换患者信息。同时,关于HIS互操作性实现的复杂性和因素的知识有限。因此,本研究采用制度视角探讨影响HIS互操作性设计的情境因素。通过这一观点,得出了机构自治、预期的系统目标、现有卫生信息系统、国家卫生信息系统实施准则、互操作性标准、政策以及资金和劳动力方面的资源等七个背景因素。进一步的研究启示是使用制度视角来理解机构整合的背景,以发现可能影响卫生信息系统互操作性设计的显着因素。
{"title":"Contextual Factors Influencing the Design and Management of Health Information Systems’ Interoperability","authors":"Grace Kobusinge","doi":"10.5121/csit.2020.100502","DOIUrl":"https://doi.org/10.5121/csit.2020.100502","url":null,"abstract":"Due to their renowned great information processing and dissemination power, Health information systems (HIS) can readily avail past patient medical information across the continuum of care in order to facilitate ongoing treatment. However, a number of existing HIS are designed as vertical silos with no interoperability onuses and therefore, cannot exchange patient information. At the same time, there is limited knowledge about the intricacies and factors that surround HIS’ interoperability implementations. This study therefore, employs an institutional lens perspective to investigate contextual factors influencing HIS’ interoperability designing. Through this perspective, seven contextual factors were arrived at institutional autonomism, intended system goals, existing health-information-systems, national HIS implementation guidelines, interoperability standards, policy and resources in terms of money and labour. A further study implication is the use of institutional lens in making sense of the institutions’ context of integration in order to discover salient factors that might influence health-information-systems’ interoperability designing.","PeriodicalId":201467,"journal":{"name":"9th International Conference on Information Technology Convergence and Services (ITCSE 2020)","volume":"3 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128356673","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Hate Speech Detection of Arabic Shorttext 阿拉伯语短文本的仇恨语音检测
Abdullah Aref, Rana Husni Al Mahmoud, Khaled Taha, Mahmoud Al-Sharif
The aim of sentiment analysis is to automatically extract the opinions from a certain text and decide its sentiment. In this paper, we introduce the first publicly-available Twitter dataset on Sunnah and Shia (SSTD), as part of a religious hate speech which is a sub problem of the general hate speech. We, further, provide a detailed review of the data collection process and our annotation guidelines such that a reliable dataset annotation is guaranteed. We employed many stand-alone classification algorithms on the Twitter hate speech dataset, including Random Forest, Complement NB, DecisionTree, and SVM and two deep learning methods CNN and RNN. We further study the influence of word embedding dimensions FastText and word2vec. In all our experiments, all classification algorithms are trained using a random split of data (66% for training and 34% for testing). The two datasets were stratified sampling of the original dataset. The CNN-FastText achieves the highest F-Measure (52.0%) followed by the CNN-Word2vec (49.0%), showing that neural models with FastText word embedding outperform classical feature-based models.
情感分析的目的是从某一文本中自动提取观点并确定其情感。在本文中,我们引入了第一个公开可用的关于逊纳和什叶派(SSTD)的Twitter数据集,作为宗教仇恨言论的一部分,这是一般仇恨言论的子问题。此外,我们还提供了数据收集过程的详细审查和我们的注释指南,以保证可靠的数据集注释。我们在Twitter仇恨言论数据集上使用了许多独立的分类算法,包括Random Forest、Complement NB、DecisionTree和SVM以及两种深度学习方法CNN和RNN。我们进一步研究了词嵌入维数FastText和word2vec的影响。在我们所有的实验中,所有的分类算法都是使用随机分割的数据进行训练的(66%用于训练,34%用于测试)。这两个数据集是对原始数据集的分层抽样。CNN-FastText获得了最高的F-Measure(52.0%),其次是CNN-Word2vec(49.0%),表明使用FastText词嵌入的神经模型优于经典的基于特征的模型。
{"title":"Hate Speech Detection of Arabic Shorttext","authors":"Abdullah Aref, Rana Husni Al Mahmoud, Khaled Taha, Mahmoud Al-Sharif","doi":"10.5121/csit.2020.100507","DOIUrl":"https://doi.org/10.5121/csit.2020.100507","url":null,"abstract":"The aim of sentiment analysis is to automatically extract the opinions from a certain text and decide its sentiment. In this paper, we introduce the first publicly-available Twitter dataset on Sunnah and Shia (SSTD), as part of a religious hate speech which is a sub problem of the general hate speech. We, further, provide a detailed review of the data collection process and our annotation guidelines such that a reliable dataset annotation is guaranteed. We employed many stand-alone classification algorithms on the Twitter hate speech dataset, including Random Forest, Complement NB, DecisionTree, and SVM and two deep learning methods CNN and RNN. We further study the influence of word embedding dimensions FastText and word2vec. In all our experiments, all classification algorithms are trained using a random split of data (66% for training and 34% for testing). The two datasets were stratified sampling of the original dataset. The CNN-FastText achieves the highest F-Measure (52.0%) followed by the CNN-Word2vec (49.0%), showing that neural models with FastText word embedding outperform classical feature-based models.","PeriodicalId":201467,"journal":{"name":"9th International Conference on Information Technology Convergence and Services (ITCSE 2020)","volume":"47 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133538491","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 7
Free-text and Structured Clinical Time Series for Patient Outcome Predictions 自由文本和结构化临床时间序列的患者预后预测
D. Wyld, Outcome Predictions, Emilia Apostolova, Joe Morales, I. Koutroulis
While there has been considerable progress in building deep learning models based on clinical time series data, overall machine learning (ML) performance remains modest. Typical ML applications struggle to combine various heterogenous sources of Electronic Medical Record (EMR) data, often recorded as a combination of free-text clinical notes and structured EMR data. The goal of this work is to develop an approach for combining such heterogenous EMR sources for time-series based patient outcome predictions. We developed a deep learning framework capable of representing free-text clinical notes in a low dimensional vector space, semantically representing the overall patient medical condition. The free-text based time-series vectors were combined with time-series of vital signs and lab results and used to predict patients at risk of developing a complex and deadly condition: acute respiratory distress syndrome. Results utilizing early data show significant performance improvement and validate the utility of the approach.
虽然在基于临床时间序列数据构建深度学习模型方面取得了相当大的进展,但机器学习(ML)的整体性能仍然不高。典型的机器学习应用程序难以结合各种异构的电子病历(EMR)数据来源,这些数据通常记录为自由文本临床记录和结构化EMR数据的组合。这项工作的目标是开发一种方法,将这些异质EMR来源结合起来,用于基于时间序列的患者预后预测。我们开发了一个深度学习框架,能够在低维向量空间中表示自由文本临床记录,在语义上表示患者的整体医疗状况。基于自由文本的时间序列向量与生命体征和实验室结果的时间序列相结合,用于预测患者发展为复杂和致命疾病的风险:急性呼吸窘迫综合征。利用早期数据的结果显示了显著的性能改进,并验证了该方法的实用性。
{"title":"Free-text and Structured Clinical Time Series for Patient Outcome Predictions","authors":"D. Wyld, Outcome Predictions, Emilia Apostolova, Joe Morales, I. Koutroulis","doi":"10.5121/csit.2020.100511","DOIUrl":"https://doi.org/10.5121/csit.2020.100511","url":null,"abstract":"While there has been considerable progress in building deep learning models based on clinical time series data, overall machine learning (ML) performance remains modest. Typical ML applications struggle to combine various heterogenous sources of Electronic Medical Record (EMR) data, often recorded as a combination of free-text clinical notes and structured EMR data. The goal of this work is to develop an approach for combining such heterogenous EMR sources for time-series based patient outcome predictions. We developed a deep learning framework capable of representing free-text clinical notes in a low dimensional vector space, semantically representing the overall patient medical condition. The free-text based time-series vectors were combined with time-series of vital signs and lab results and used to predict patients at risk of developing a complex and deadly condition: acute respiratory distress syndrome. Results utilizing early data show significant performance improvement and validate the utility of the approach.","PeriodicalId":201467,"journal":{"name":"9th International Conference on Information Technology Convergence and Services (ITCSE 2020)","volume":"19 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129749429","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Communication between Coroutines on Sunway Many-core Platform 双威多核平台上协同程序间的通信
Shaodi Li, Junmin Wu
Communication between parallel programs is an indispensable part of parallel computing. SW26010 is a heterogeneous many-core processor used to build the Sunway TaihuLight supercomputer, which is well suited for parallel computing. Our team is designing and implementing a coroutine scheduling system on SW26010 processor to improve its concurrency, it is very important and necessary to achieve communication between coroutines for the coroutine scheduling system in advance. Therefore, this paper proposes a communication system for data and information exchange between coroutines on SW26010 processor, which contains the following parts. First, we design and implement a producer-consumer mode channel communication based on ring buffer, and designs synchronization mechanism for condition of multi-producer and multi-consumer based on the different atomic operation on the MPE (management processing element) and the CPE (computing processing element) of SW26010. Next, we design a wake-up mechanism between the producer and the consumer, which reduces the waiting of the program for communication. At last, we test and analyse the performance of channel in different numbers of producers and consumers, draw the conclusion that when the number of producers and consumers increases, the channel performance will decrease.
并行程序之间的通信是并行计算不可缺少的一部分。SW26010是一款异构多核处理器,用于构建神威太湖之光超级计算机,非常适合并行计算。为了提高SW26010处理器的并发性,我们团队正在设计和实现一个协同调度系统,提前实现协同调度系统中各协同程序之间的通信是非常重要和必要的。因此,本文提出了一种在SW26010处理器上实现协同程序间数据信息交换的通信系统,该系统包括以下几个部分:首先,设计并实现了基于环形缓冲区的生产者-消费者模式信道通信,并基于SW26010管理处理单元(MPE)和计算处理单元(CPE)的不同原子操作,设计了多生产者和多消费者条件的同步机制。其次,我们设计了生产者和消费者之间的唤醒机制,减少了程序通信的等待时间。最后,我们对不同生产者和消费者数量下的渠道绩效进行了测试和分析,得出了当生产者和消费者数量增加时,渠道绩效会下降的结论。
{"title":"Communication between Coroutines on Sunway Many-core Platform","authors":"Shaodi Li, Junmin Wu","doi":"10.5121/csit.2020.100505","DOIUrl":"https://doi.org/10.5121/csit.2020.100505","url":null,"abstract":"Communication between parallel programs is an indispensable part of parallel computing. SW26010 is a heterogeneous many-core processor used to build the Sunway TaihuLight supercomputer, which is well suited for parallel computing. Our team is designing and implementing a coroutine scheduling system on SW26010 processor to improve its concurrency, it is very important and necessary to achieve communication between coroutines for the coroutine scheduling system in advance. Therefore, this paper proposes a communication system for data and information exchange between coroutines on SW26010 processor, which contains the following parts. First, we design and implement a producer-consumer mode channel communication based on ring buffer, and designs synchronization mechanism for condition of multi-producer and multi-consumer based on the different atomic operation on the MPE (management processing element) and the CPE (computing processing element) of SW26010. Next, we design a wake-up mechanism between the producer and the consumer, which reduces the waiting of the program for communication. At last, we test and analyse the performance of channel in different numbers of producers and consumers, draw the conclusion that when the number of producers and consumers increases, the channel performance will decrease.","PeriodicalId":201467,"journal":{"name":"9th International Conference on Information Technology Convergence and Services (ITCSE 2020)","volume":"49 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131354829","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
9th International Conference on Information Technology Convergence and Services (ITCSE 2020)
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1