首页 > 最新文献

International Journal of Decision Support System Technology最新文献

英文 中文
A Semantic Knowledge-Based Framework for Information Extraction and Exploration 一种基于语义知识的信息提取与探索框架
IF 1.1 Q3 Computer Science Pub Date : 2021-04-01 DOI: 10.4018/IJDSST.2021040105
Abduladem Aljamel, T. Osman, D. Thakker
The availability of online documents that describe domain-specific information provides an opportunity in employing a knowledge-based approach in extracting information from web data. This research proposes a novel comprehensive semantic knowledge-based framework that helps to transform unstructured data to be easily exploited by data scientists. The resultant sematic knowledgebase is reasoned to infer new facts and classify events that might be of importance to end users. The target use case for the framework implementation was the financial domain, which represents an important class of dynamic applications that require the modelling of non-binary relations. Such complex relations are becoming increasingly common in the era of linked open data. This research in modelling and reasoning upon such relations is a further contribution of the proposed semantic framework, where non-binary relations are semantically modelled by adapting the semantic reasoning axioms to fit the intermediate resources in the N-ary relations requirements.
描述特定领域信息的在线文档的可用性为采用基于知识的方法从web数据中提取信息提供了机会。本研究提出了一种新的综合语义知识框架,该框架有助于将非结构化数据转换为易于数据科学家利用的数据。由此产生的语义知识库可以推断出新的事实,并对可能对最终用户重要的事件进行分类。框架实现的目标用例是金融领域,它代表了一类重要的动态应用程序,需要对非二元关系进行建模。这种复杂的关系在关联开放数据时代变得越来越普遍。在这种关系的建模和推理方面的研究是所提出的语义框架的进一步贡献,其中通过调整语义推理公理来适应N-ary关系要求中的中间资源,对非二元关系进行语义建模。
{"title":"A Semantic Knowledge-Based Framework for Information Extraction and Exploration","authors":"Abduladem Aljamel, T. Osman, D. Thakker","doi":"10.4018/IJDSST.2021040105","DOIUrl":"https://doi.org/10.4018/IJDSST.2021040105","url":null,"abstract":"The availability of online documents that describe domain-specific information provides an opportunity in employing a knowledge-based approach in extracting information from web data. This research proposes a novel comprehensive semantic knowledge-based framework that helps to transform unstructured data to be easily exploited by data scientists. The resultant sematic knowledgebase is reasoned to infer new facts and classify events that might be of importance to end users. The target use case for the framework implementation was the financial domain, which represents an important class of dynamic applications that require the modelling of non-binary relations. Such complex relations are becoming increasingly common in the era of linked open data. This research in modelling and reasoning upon such relations is a further contribution of the proposed semantic framework, where non-binary relations are semantically modelled by adapting the semantic reasoning axioms to fit the intermediate resources in the N-ary relations requirements.","PeriodicalId":42414,"journal":{"name":"International Journal of Decision Support System Technology","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2021-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"82771948","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
Project Procurement Method Decision-Making With Spearman Rank Correlation Coefficient Under Uncertainty Circumstances 不确定条件下具有Spearman秩相关系数的项目采购方法决策
IF 1.1 Q3 Computer Science Pub Date : 2021-04-01 DOI: 10.4018/IJDSST.2021040102
Limin Su, Huimin Li
A project procurement method (PPM) defines the roles and responsibilities of the participates involved in the construction project. Selecting a suitable PPM is one of the critical issues to achieve the success of a construction project. The selection of PPM is a typical multi-criteria decision-making problem under uncertainty. Moreover, interval-valued intuitionistic fuzzy set (IVIFS) is a useful tool for depicting uncertainty of the multi-criteria decision-making (MCDM) problems. In this paper, the authors consider the PPM selection under IVIFS circumstance. Firstly, they introduce the concept of Spearman rank correlation coefficient (SRCC) between two IVIFSs and then calculate the SRCC between the ideal alternative and each alternative. The ideal option of PPM is determined according to the computed value of SRCC. Overall, the proposed method can avoid the calculation of the criteria weights, and the selection process is simple and straightforward. Finally, a real-world infrastructure project PPM selection has been illustrated the applicability and effectiveness of this methodology.
项目采购方法(PPM)定义了参与建设项目的各参与方的角色和职责。选择合适的PPM是建设项目取得成功的关键问题之一。PPM的选择是一个典型的不确定条件下的多准则决策问题。此外,区间值直觉模糊集(IVIFS)是描述多准则决策问题不确定性的有效工具。本文考虑了体外受精条件下的PPM选择问题。首先,他们引入了两个ivifs之间的Spearman等级相关系数(SRCC)的概念,然后计算了理想方案与各方案之间的SRCC。根据SRCC的计算值确定PPM的理想选择。总体而言,该方法避免了标准权重的计算,且选择过程简单直接。最后,一个现实世界的基础设施项目PPM选择说明了该方法的适用性和有效性。
{"title":"Project Procurement Method Decision-Making With Spearman Rank Correlation Coefficient Under Uncertainty Circumstances","authors":"Limin Su, Huimin Li","doi":"10.4018/IJDSST.2021040102","DOIUrl":"https://doi.org/10.4018/IJDSST.2021040102","url":null,"abstract":"A project procurement method (PPM) defines the roles and responsibilities of the participates involved in the construction project. Selecting a suitable PPM is one of the critical issues to achieve the success of a construction project. The selection of PPM is a typical multi-criteria decision-making problem under uncertainty. Moreover, interval-valued intuitionistic fuzzy set (IVIFS) is a useful tool for depicting uncertainty of the multi-criteria decision-making (MCDM) problems. In this paper, the authors consider the PPM selection under IVIFS circumstance. Firstly, they introduce the concept of Spearman rank correlation coefficient (SRCC) between two IVIFSs and then calculate the SRCC between the ideal alternative and each alternative. The ideal option of PPM is determined according to the computed value of SRCC. Overall, the proposed method can avoid the calculation of the criteria weights, and the selection process is simple and straightforward. Finally, a real-world infrastructure project PPM selection has been illustrated the applicability and effectiveness of this methodology.","PeriodicalId":42414,"journal":{"name":"International Journal of Decision Support System Technology","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2021-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"83393534","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: 4
Pallet Scheduling Models Under Deterministic and Non-Deterministic Scenarios Using a Hybrid GA Method: Pallet Scheduling Models 基于混合遗传算法的确定性和非确定性情景下的托盘调度模型
IF 1.1 Q3 Computer Science Pub Date : 2021-04-01 DOI: 10.4018/IJDSST.2021040101
F. Zhou, Yandong He
This study examines the pallet scheduling problem considering random demands under the novel pallet operation mechanism by resources sharing among the pallet sharing system. Two nonlinear integer pallet scheduling models under deterministic and non-deterministic environment are formulated in terms of the pallet demand variable. To solve the pallet programming model, the hybrid genetic algorithm (HGA) integrating local search strategy is designed to derive the optimal pallet scheduling solution. Besides, the fixed sample size sampling strategy is employed to deal with the uncertain demand during the non-deterministic programming model, realized by the Monte Carlo simulation. The two models can assist decision makers arrange a scientific pallet scheduling solution under deterministic and non-deterministic atmosphere. Finally, the numerical case is implemented to testify the effectiveness of the two models and efficiency of the hybrid algorithms.
本文研究了基于资源共享的新型托盘运行机制下考虑随机需求的托盘调度问题。基于托盘需求变量,建立了确定性和非确定性环境下的非线性整型托盘调度模型。为了求解托盘规划模型,设计了结合局部搜索策略的混合遗传算法(HGA),得到托盘调度的最优解。此外,采用固定样本量的采样策略处理非确定性规划模型中的不确定需求,并通过蒙特卡罗仿真实现。这两个模型可以帮助决策者在确定性和非确定性环境下制定科学的托盘调度方案。最后通过数值算例验证了两种模型的有效性和混合算法的有效性。
{"title":"Pallet Scheduling Models Under Deterministic and Non-Deterministic Scenarios Using a Hybrid GA Method: Pallet Scheduling Models","authors":"F. Zhou, Yandong He","doi":"10.4018/IJDSST.2021040101","DOIUrl":"https://doi.org/10.4018/IJDSST.2021040101","url":null,"abstract":"This study examines the pallet scheduling problem considering random demands under the novel pallet operation mechanism by resources sharing among the pallet sharing system. Two nonlinear integer pallet scheduling models under deterministic and non-deterministic environment are formulated in terms of the pallet demand variable. To solve the pallet programming model, the hybrid genetic algorithm (HGA) integrating local search strategy is designed to derive the optimal pallet scheduling solution. Besides, the fixed sample size sampling strategy is employed to deal with the uncertain demand during the non-deterministic programming model, realized by the Monte Carlo simulation. The two models can assist decision makers arrange a scientific pallet scheduling solution under deterministic and non-deterministic atmosphere. Finally, the numerical case is implemented to testify the effectiveness of the two models and efficiency of the hybrid algorithms.","PeriodicalId":42414,"journal":{"name":"International Journal of Decision Support System Technology","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2021-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"87124287","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: 1
Traffic Change Forecast and Decision Based on Variable Structure Dynamic Bayesian Network: Traffic Decision 基于变结构动态贝叶斯网络的交通变化预测与决策:交通决策
IF 1.1 Q3 Computer Science Pub Date : 2021-04-01 DOI: 10.4018/IJDSST.2021040103
Yinglian Zhou, Jifeng Chen
The rapid development of internet of things (IoT) and in-stream big data processing technology has brought new opportunities for the research of intelligent transportation systems. Traffic forecasting has always been a key issue in the smart transportation system. Aiming at the problem that a fixed model cannot adapt to multiple environments in traffic flow prediction and the problem of model updating for data flow, a traffic flow prediction method is proposed based on variable structure dynamic Bayesian network. Based on the complex event processing and event context, this method divides historical data through context clustering and supports cluster update through online clustering of event streams. For different clustered data, a search-scoring method is used to learn the corresponding Bayesian network structure, and a Bayesian network is approximated based on a Gaussian mixture model. When forecasting online, a suitable model or combination of models is selected according to the current context for prediction.
物联网和流内大数据处理技术的快速发展,为智能交通系统的研究带来了新的机遇。交通预测一直是智能交通系统中的一个关键问题。针对交通流预测中固定模型不能适应多种环境以及数据流的模型更新问题,提出了一种基于变结构动态贝叶斯网络的交通流预测方法。该方法基于复杂事件处理和事件上下文,通过上下文聚类对历史数据进行划分,并通过事件流在线聚类支持集群更新。针对不同的聚类数据,采用搜索评分方法学习相应的贝叶斯网络结构,并基于高斯混合模型逼近贝叶斯网络。当在线预测时,根据当前的预测环境选择合适的模型或模型组合。
{"title":"Traffic Change Forecast and Decision Based on Variable Structure Dynamic Bayesian Network: Traffic Decision","authors":"Yinglian Zhou, Jifeng Chen","doi":"10.4018/IJDSST.2021040103","DOIUrl":"https://doi.org/10.4018/IJDSST.2021040103","url":null,"abstract":"The rapid development of internet of things (IoT) and in-stream big data processing technology has brought new opportunities for the research of intelligent transportation systems. Traffic forecasting has always been a key issue in the smart transportation system. Aiming at the problem that a fixed model cannot adapt to multiple environments in traffic flow prediction and the problem of model updating for data flow, a traffic flow prediction method is proposed based on variable structure dynamic Bayesian network. Based on the complex event processing and event context, this method divides historical data through context clustering and supports cluster update through online clustering of event streams. For different clustered data, a search-scoring method is used to learn the corresponding Bayesian network structure, and a Bayesian network is approximated based on a Gaussian mixture model. When forecasting online, a suitable model or combination of models is selected according to the current context for prediction.","PeriodicalId":42414,"journal":{"name":"International Journal of Decision Support System Technology","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2021-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"79162522","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: 1
Two Problem Formulations for Process Innovation Based on Operations Sophistication 基于操作复杂度的工艺创新的两种问题表述
IF 1.1 Q3 Computer Science Pub Date : 2021-01-01 DOI: 10.4018/ijdsst.2021010105
Pavlos Delias, Daniela Grigori
Process innovation is assumed to require a more intrinsic rethinking of business processes, which is typically a creative process. Nevertheless, in this creative, prolific process, there can be artifacts derived from rational practices that are capable to provide insightful recommendations. In this work, the authors claim that an event log, a file that registers the execution of the relevant business processes, can be the source of such an artifact. They describe the fundamental elements of two problem formulations, namely the set of alternatives; the set of potential actions that the decision-maker may undertake; the set of points of view (dimensions) from which the potential actions are observed, analyzed, evaluated, compared, etc.; and the problem statement (what is expected to be done with the alternatives) for two cases.
流程创新被认为需要对业务流程进行更内在的重新思考,这通常是一个创造性的流程。然而,在这个创造性的、多产的过程中,可以有从能够提供深刻建议的理性实践中衍生出来的工件。在这项工作中,作者声称事件日志(一个注册相关业务流程执行的文件)可以作为此类工件的来源。它们描述了两个问题表述的基本要素,即一组备选方案;决策者可能采取的一系列潜在行动;对潜在行为进行观察、分析、评估、比较等的一系列观点(维度);以及两种情况下的问题陈述(期望如何处理备选方案)。
{"title":"Two Problem Formulations for Process Innovation Based on Operations Sophistication","authors":"Pavlos Delias, Daniela Grigori","doi":"10.4018/ijdsst.2021010105","DOIUrl":"https://doi.org/10.4018/ijdsst.2021010105","url":null,"abstract":"Process innovation is assumed to require a more intrinsic rethinking of business processes, which is typically a creative process. Nevertheless, in this creative, prolific process, there can be artifacts derived from rational practices that are capable to provide insightful recommendations. In this work, the authors claim that an event log, a file that registers the execution of the relevant business processes, can be the source of such an artifact. They describe the fundamental elements of two problem formulations, namely the set of alternatives; the set of potential actions that the decision-maker may undertake; the set of points of view (dimensions) from which the potential actions are observed, analyzed, evaluated, compared, etc.; and the problem statement (what is expected to be done with the alternatives) for two cases.","PeriodicalId":42414,"journal":{"name":"International Journal of Decision Support System Technology","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2021-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"78469922","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
Multi-Criteria Analysis and Consequential Lifecycle Assessment of Solid Waste Management: An Integrated Approach 固体废物管理的多准则分析和相应的生命周期评估:一种综合方法
IF 1.1 Q3 Computer Science Pub Date : 2021-01-01 DOI: 10.4018/IJDSST.2021070101
A. B. Saraiva, J. Clímaco, R. Valle, C. Mahler
Based on a case study comparing different approaches for management of organic waste generated in the city of Rio de Janeiro, Brazil, this study proposes the combination of consequential lifecycle assessment (CLCA) and multicriteria decision analysis (MCDA). Compared approaches were landfilling with energy recovery from landfill gas, source segregation of organics for anaerobic digestion and use of digestate as fertilizer, and finally, post-sorting of organics and landfilling of residual bio-solids. Seven different impact categories were assessed in the CLCA. In addition, recovery of electricity and macro nutrients were included as additional impact categories. The use of VIP analysis facilitates the interpretation of results aggregating them under different conditions. Furthermore, approaches for ranking of considered impact categories could be carried out both for a local or a global perspective. This, and the possibility of easily including additional context derived evaluation parameters, clearly highlights the combination of CLCA and VIP analysis for decision support.
本研究通过对巴西里约热内卢市有机废物不同管理方法的比较研究,提出了相应生命周期评估(CLCA)和多标准决策分析(MCDA)相结合的方法。比较的方法有垃圾填埋气能量回收、有机物源分离厌氧消化和消化液作为肥料、有机物后分类和剩余生物固体填埋。CLCA评估了七个不同的影响类别。此外,电力的恢复和宏观营养物质被列入附加影响类别。VIP分析的使用有助于在不同条件下汇总结果的解释。此外,可以从当地或全球的角度对所考虑的影响类别进行排序。这一点,以及很容易包括额外的上下文派生的评估参数的可能性,清楚地强调了CLCA和VIP分析对决策支持的结合。
{"title":"Multi-Criteria Analysis and Consequential Lifecycle Assessment of Solid Waste Management: An Integrated Approach","authors":"A. B. Saraiva, J. Clímaco, R. Valle, C. Mahler","doi":"10.4018/IJDSST.2021070101","DOIUrl":"https://doi.org/10.4018/IJDSST.2021070101","url":null,"abstract":"Based on a case study comparing different approaches for management of organic waste generated in the city of Rio de Janeiro, Brazil, this study proposes the combination of consequential lifecycle assessment (CLCA) and multicriteria decision analysis (MCDA). Compared approaches were landfilling with energy recovery from landfill gas, source segregation of organics for anaerobic digestion and use of digestate as fertilizer, and finally, post-sorting of organics and landfilling of residual bio-solids. Seven different impact categories were assessed in the CLCA. In addition, recovery of electricity and macro nutrients were included as additional impact categories. The use of VIP analysis facilitates the interpretation of results aggregating them under different conditions. Furthermore, approaches for ranking of considered impact categories could be carried out both for a local or a global perspective. This, and the possibility of easily including additional context derived evaluation parameters, clearly highlights the combination of CLCA and VIP analysis for decision support.","PeriodicalId":42414,"journal":{"name":"International Journal of Decision Support System Technology","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2021-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"89731002","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
MCDM Model for Natural Gas Pressure Reducing Station Site Selection 天然气减压站选址的MCDM模型
IF 1.1 Q3 Computer Science Pub Date : 2021-01-01 DOI: 10.4018/ijdsst.2021010104
Naylil Liria Baldin de Lacerda, João Batista Sarmento dos Santos-Neto, C. Martins
Considering the increasing scenario of natural gas consumption, it is necessary that all agents in the chain use methods that structure decision-making and problem-solving processes. This paper proposes a multicriteria decision model to solve a site selection problem for a pressure reducing station. A natural gas distribution company was selected to test the model and the preference modeling was conducted through the flexible interactive tradeoff (FITradeoff) approach, according to the preferences of the decision maker (DM). FITradeoff's decision support system was used to assess the alternatives of the model, through the inference of the criteria scale constants. The results proved the robustness of the model and the DM evidenced consistency in its preferences. Also, the FITradeoff method demonstrated to be intuitive to apply, since a smaller effort is required from the DM and this is because the procedure does not require complete information in the scale constants elicitation process.
考虑到天然气消费量的增加,链中的所有代理都有必要使用结构决策和解决问题过程的方法。针对某减压站选址问题,提出了一个多准则决策模型。选择一家天然气分销公司对模型进行测试,并根据决策者的偏好,通过灵活交互权衡(FITradeoff)方法进行偏好建模。通过标准尺度常数的推断,使用fitradoff决策支持系统来评估模型的备选方案。结果证明了模型的鲁棒性,DM证明了其偏好的一致性。此外,FITradeoff方法的应用证明是直观的,因为DM需要的工作量较小,这是因为该过程在尺度常数的推导过程中不需要完整的信息。
{"title":"MCDM Model for Natural Gas Pressure Reducing Station Site Selection","authors":"Naylil Liria Baldin de Lacerda, João Batista Sarmento dos Santos-Neto, C. Martins","doi":"10.4018/ijdsst.2021010104","DOIUrl":"https://doi.org/10.4018/ijdsst.2021010104","url":null,"abstract":"Considering the increasing scenario of natural gas consumption, it is necessary that all agents in the chain use methods that structure decision-making and problem-solving processes. This paper proposes a multicriteria decision model to solve a site selection problem for a pressure reducing station. A natural gas distribution company was selected to test the model and the preference modeling was conducted through the flexible interactive tradeoff (FITradeoff) approach, according to the preferences of the decision maker (DM). FITradeoff's decision support system was used to assess the alternatives of the model, through the inference of the criteria scale constants. The results proved the robustness of the model and the DM evidenced consistency in its preferences. Also, the FITradeoff method demonstrated to be intuitive to apply, since a smaller effort is required from the DM and this is because the procedure does not require complete information in the scale constants elicitation process.","PeriodicalId":42414,"journal":{"name":"International Journal of Decision Support System Technology","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2021-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"72841495","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: 4
Representativeness of Taxi GPS-Enabled Travel Time Data Using Gamma Generalized Linear Model 基于Gamma广义线性模型的出租车gps行驶时间数据的代表性
IF 1.1 Q3 Computer Science Pub Date : 2021-01-01 DOI: 10.4018/IJDSST.2021070103
Glykeria Myrovali, T. Karakasidis, Maria Morfoulaki, Georgia Ayfantopoulou
The sensor-era has brought rapid changes in transportation; the abundance of data has started changing the traditional way in which planners and engineers approach mobility. Nowadays, traffic monitoring and information provision systems heavily rely on floating car data usually of special vehicles (e.g., trucks, taxi), and the question that arises is whether such sources can provide reliable data for the whole traffic in a complex urban environment. The current paper, through Thessaloniki's (GR) case study, seeks to evaluate the reliability of taxi data compared to the overall traffic. The analysis reveals that for the examined critical urban road paths, there is a strong relation among floating taxi data with the overall traffic that is additionally influenced by other significant factors (e.g., number of lanes, day, time period). Furthermore, a modelling approach with a generalized linear model (gamma with log link) seems appropriate when dealing with skewed and heteroscedastic traffic data.
传感器时代给交通运输带来了迅速的变化;丰富的数据已经开始改变规划师和工程师处理交通问题的传统方式。目前,交通监测和信息提供系统严重依赖于浮动车辆数据,通常是特殊车辆(如卡车、出租车),而问题是这些来源能否为复杂的城市环境中的整个交通提供可靠的数据。当前的论文,通过塞萨洛尼基(GR)的案例研究,试图评估与整体交通相比出租车数据的可靠性。分析表明,对于所检查的关键城市道路,浮动出租车数据与总体交通量之间存在很强的关系,并且受其他重要因素(例如车道数,天数,时间段)的影响。此外,在处理倾斜和异方差交通数据时,使用广义线性模型(带日志链接的伽马)的建模方法似乎是合适的。
{"title":"Representativeness of Taxi GPS-Enabled Travel Time Data Using Gamma Generalized Linear Model","authors":"Glykeria Myrovali, T. Karakasidis, Maria Morfoulaki, Georgia Ayfantopoulou","doi":"10.4018/IJDSST.2021070103","DOIUrl":"https://doi.org/10.4018/IJDSST.2021070103","url":null,"abstract":"The sensor-era has brought rapid changes in transportation; the abundance of data has started changing the traditional way in which planners and engineers approach mobility. Nowadays, traffic monitoring and information provision systems heavily rely on floating car data usually of special vehicles (e.g., trucks, taxi), and the question that arises is whether such sources can provide reliable data for the whole traffic in a complex urban environment. The current paper, through Thessaloniki's (GR) case study, seeks to evaluate the reliability of taxi data compared to the overall traffic. The analysis reveals that for the examined critical urban road paths, there is a strong relation among floating taxi data with the overall traffic that is additionally influenced by other significant factors (e.g., number of lanes, day, time period). Furthermore, a modelling approach with a generalized linear model (gamma with log link) seems appropriate when dealing with skewed and heteroscedastic traffic data.","PeriodicalId":42414,"journal":{"name":"International Journal of Decision Support System Technology","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2021-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"87656080","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
Public Security Sentiment Analysis on Social Web: A Conceptual Framework for the Analytical Process and a Research Agenda 社交网络上的治安情绪分析:分析过程的概念框架与研究议程
IF 1.1 Q3 Computer Science Pub Date : 2021-01-01 DOI: 10.4018/ijdsst.2021010101
Victor Diogho Heuer de Carvalho, A. Costa
This article presents (1) the results of a literature review on social web mining and sentiment analysis on public security; (2) the idea of a framework for the analytical process involved in the literature review themes; and (3) a research agenda with a perspective for future studies, considering some elements of the analytical process. The literature review was based on searches of five databases: Scopus, IEEE Xplore, Web of Science, ScienceDirect, and Springer Link. Search strings were applied to retrieve literature material of four kinds, without defining an initial time milestone, to get the historical register of publications associated with the main thematic. After some filtering, primary and secondary findings were separated, enabling the identification of elements for the framework. Finally, the research agenda is presented, containing a set of three research artifacts related to the proposed framework.
本文介绍了(1)社会网络挖掘和公共安全情感分析的文献综述结果;(2)文献综述主题中涉及的分析过程框架的构想;(3)考虑到分析过程中的一些要素,为未来的研究提出了一个研究议程。文献综述基于五个数据库的搜索:Scopus, IEEE Xplore, Web of Science, ScienceDirect和Springer Link。检索字符串用于检索四种文献资料,不定义初始时间里程碑,以获得与主要主题相关的出版物的历史记录。经过一些筛选后,主要和次要发现被分离,从而能够识别框架的元素。最后,提出了研究议程,其中包含与所提议的框架相关的一组三个研究工件。
{"title":"Public Security Sentiment Analysis on Social Web: A Conceptual Framework for the Analytical Process and a Research Agenda","authors":"Victor Diogho Heuer de Carvalho, A. Costa","doi":"10.4018/ijdsst.2021010101","DOIUrl":"https://doi.org/10.4018/ijdsst.2021010101","url":null,"abstract":"This article presents (1) the results of a literature review on social web mining and sentiment analysis on public security; (2) the idea of a framework for the analytical process involved in the literature review themes; and (3) a research agenda with a perspective for future studies, considering some elements of the analytical process. The literature review was based on searches of five databases: Scopus, IEEE Xplore, Web of Science, ScienceDirect, and Springer Link. Search strings were applied to retrieve literature material of four kinds, without defining an initial time milestone, to get the historical register of publications associated with the main thematic. After some filtering, primary and secondary findings were separated, enabling the identification of elements for the framework. Finally, the research agenda is presented, containing a set of three research artifacts related to the proposed framework.","PeriodicalId":42414,"journal":{"name":"International Journal of Decision Support System Technology","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2021-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"75444939","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: 4
A Text Mining Approach Agent-Based DSS for IT Infrastructure Maintenance 基于agent的IT基础设施维护决策支持系统的文本挖掘方法
IF 1.1 Q3 Computer Science Pub Date : 2021-01-01 DOI: 10.4018/IJDSST.2021070105
S. Elandaloussi, P. Zaraté, N. Taghezout
Information technology (IT) infrastructure refers to the combined set of network, software, hardware, applications, and all the information technology-related equipment for an enterprise IT environment. In addition, it provides the entire skeleton for an organization to continue delivering several services to its internal members (employees) and external ones (customers/partners). The interruption of services leads to a significant deterioration of the infrastructure, and at the same time, it slows down their functioning. Additionally, it can result in important loss of user trust. Therefore, we need to proactively help the technician teams to assess the quality and availability of their IT infrastructure. This study may help to build an approach for an IT infrastructure called MAITD-2 in order to classify, analyze, and take problems to closure in a short time face to a multi-criteria decision-making problem.
信息技术(IT)基础设施是指企业IT环境中网络、软件、硬件、应用程序和所有与信息技术相关的设备的组合。此外,它还为组织提供了完整的框架,以便继续向其内部成员(员工)和外部成员(客户/合作伙伴)交付多个服务。服务的中断会导致基础设施的严重恶化,同时也会减慢其运行速度。此外,它还可能导致用户信任的严重丧失。因此,我们需要主动帮助技术团队评估其IT基础设施的质量和可用性。本研究可能有助于建立一种名为MAITD-2的IT基础设施方法,以便在面对多标准决策问题时,在短时间内对问题进行分类、分析和解决问题。
{"title":"A Text Mining Approach Agent-Based DSS for IT Infrastructure Maintenance","authors":"S. Elandaloussi, P. Zaraté, N. Taghezout","doi":"10.4018/IJDSST.2021070105","DOIUrl":"https://doi.org/10.4018/IJDSST.2021070105","url":null,"abstract":"Information technology (IT) infrastructure refers to the combined set of network, software, hardware, applications, and all the information technology-related equipment for an enterprise IT environment. In addition, it provides the entire skeleton for an organization to continue delivering several services to its internal members (employees) and external ones (customers/partners). The interruption of services leads to a significant deterioration of the infrastructure, and at the same time, it slows down their functioning. Additionally, it can result in important loss of user trust. Therefore, we need to proactively help the technician teams to assess the quality and availability of their IT infrastructure. This study may help to build an approach for an IT infrastructure called MAITD-2 in order to classify, analyze, and take problems to closure in a short time face to a multi-criteria decision-making problem.","PeriodicalId":42414,"journal":{"name":"International Journal of Decision Support System Technology","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2021-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"75757786","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
International Journal of Decision Support System Technology
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