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The Tourist Attractions Recommender System for Bangkok Thailand 泰国曼谷旅游景点推荐系统
Pub Date : 2020-01-01 DOI: 10.7763/ijcte.2020.v12.1258
Pasapitch Chujai, Jatsada Singthongchai, Surakirat Yasaga, Netirak Suratthara, Khatthaliya Buranakutti
Abstract—The objective of this research is to design and develop a tool to evaluate tourists' satisfaction with the attractions recommendation system in Bangkok, Thailand. We have four main stages for the tourist attraction recommendation system. The first stage is to fill imputed missing values with association rules and multiple imputations. The second stage is constructing the tourist attractions recommendation model by ranking the tourist attractions with a ranking method and similarity measurements based on a personal recommender system with cosine algorithm. The third stage is to design and develop the personal recommender website. And the last stage is to evaluate the personal recommender system with four measurements: accuracy, precision, f-measure, and g-mean. The experiment results from a sampling of thirty people found that the tourist attraction recommendation system can: 1) make a positive recommendation 340 times, but 105 times will not meet the needs, and 2) make a negative recommendation 708 times, but 77 times will meet the needs. The results show that the tourist attractions recommendation system has satisfactory performance and reliability with high accuracy, precision, and f-measure, and g-mean values of 85.20%, 76.40%, 78.89%, and 84.26%, respectively. In addition, it was found that the users’ satisfaction towards the system was at a high level with a value of 4.60. This means that the proposed tourist attractions recommendation system can be used to recommend personal preferences as well.
摘要:本研究的目的是设计和开发一个工具来评估游客对泰国曼谷景点推荐系统的满意度。我们将旅游景点推荐系统分为四个主要阶段。第一阶段是用关联规则和多重插值填充缺失值。第二阶段是基于余弦算法的个人推荐系统,通过排序法和相似性度量对旅游景点进行排序,构建旅游景点推荐模型。第三阶段是设计和开发个人推荐网站。最后一个阶段是评估个人推荐系统的四个度量:准确度,精度,f-measure和g-mean。从30人的抽样实验结果中发现,旅游景点推荐系统可以:1)正面推荐340次,但105次不会满足需求;2)负面推荐708次,但77次会满足需求。结果表明,该旅游景点推荐系统具有良好的性能和可靠性,准确率、精密度、f-measure值和g-mean值分别为85.20%、76.40%、78.89%和84.26%。此外,发现用户对系统的满意度处于较高水平,为4.60。这意味着所提出的旅游景点推荐系统也可以用于推荐个人偏好。
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引用次数: 7
Gnutella-Based P2P Applications for SDN over TWDM-PON Architecture 基于gnutella的基于TWDM-PON架构的SDN P2P应用
Pub Date : 2019-09-18 DOI: 10.7763/ijcte.2020.v12.1260
A. Sah, I. Hwang, Ardian Rianto, Andrew Fernando Pakpahan, A. T. Liem
Demands for Peer-to-peer (P2P) applications are rapidly growing to become the most popular bandwidth consumers in the world. Among the various P2P applications, Gnutella is the most popular unstructured P2P networks allowing the sharing of files at a very high rate. TWDM-PON has been regarded as the promising solution to meet the higher bandwidth demands next-generation passive optical network (NG-PON2). It provides flexibility to support multiple services to multiple organization on the same fiber. SDN (software-defined networking) is the emerging technology that decouples the control and data plane and centralized the network intelligence at one place. As a result, the operators get programmability, automation and network control to manage a network that freely adapts the changes needed to the business. In this paper, a new Gnutella application for SDN over TWDM-PON architecture is proposed that the OLT and ONU are capable of handling the Gnutella traffic generated by Gnutella applications, and the Gnutella Engine Manager is controlled by SD-controller. The proposed mechanism is able to reduce the huge bandwidth waste caused by flooding controlling messages, guarantee the success of query and also localize the Gnutella inter and intra traffic between PON which improve the quality of services (QoS) in terms of the mean packet delay, jitter, system throughput and packet dropping.
对点对点(P2P)应用程序的需求正在迅速增长,成为世界上最流行的带宽消费者。在各种P2P应用程序中,Gnutella是最流行的非结构化P2P网络,允许以非常高的速率共享文件。TWDM-PON被认为是满足下一代无源光网络(NG-PON2)更高带宽需求的有前途的解决方案。它提供了在同一光纤上支持多个组织的多个服务的灵活性。软件定义网络(SDN)是一种将控制平面和数据平面解耦,将网络智能集中在一个地方的新兴技术。因此,运营商获得了可编程性、自动化和网络控制来管理一个网络,该网络可以自由地适应业务所需的变化。本文提出了一种基于TWDM-PON架构的Gnutella SDN新应用,OLT和ONU能够处理Gnutella应用产生的Gnutella流量,Gnutella引擎管理器由sd控制器控制。该机制减少了洪水控制消息造成的巨大带宽浪费,保证了查询的成功,并将Gnutella PON间和内部的流量进行了局部化,从平均数据包延迟、抖动、系统吞吐量和丢包等方面提高了服务质量(QoS)。
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引用次数: 1
Capacitated Vehicle Routing Problems: Nearest Neighbour vs. Tabu Search 有能力车辆路径问题:最近邻与禁忌搜索
Pub Date : 2019-08-01 DOI: 10.7763/ijcte.2019.v11.1246
I. Masudin, Risma F. Sa’diyah, D. M. Utama, D. Restuputri, F. Jie
The purpose of the Vehicle Routing Problem is to obtain a vehicle route with a minimum mileage in meeting customer demand according to their respective locations. One variant of the Vehicle Routing Problem (VRP) is the Capacitated Vehicle Routing Problem (CVRP), namely VRP with vehicle capacity constraints. Problems with Capacitated Vehicle Routing Problems (CVRP), can be solved by using the nearest neighbour and Tabu Search Algorithm. The step to complete the Tabu Search Algorithm begins with the determination of the initial solution using Nearest Neighbour, determining alternative solutions with exchange, namely to move two points in the solution, evaluate alternative solutions with Tabu list, choose the best solution and set the optimum solution, update tabu list, then if the discharge criteria are met then the process stops and if not, then returns to the determination of alternative solutions. Based on the results of calculations using the Tabu Search Algorithm, the traveling distance is less about 10.01% than the nearest neighbor.
车辆路线问题的目的是根据客户各自的位置,获得满足客户需求的最小行驶里程的车辆路线。车辆路线问题(VRP)的一种变体是有能力车辆路线问题(CVRP),即有车辆容量约束的车辆路线问题。有能力车辆路径问题(CVRP)可以用最近邻算法和禁忌搜索算法来解决。完成禁忌搜索算法的步骤是从使用最近邻确定初始解开始,通过交换确定备选解,即在解中移动两个点,使用禁忌列表评估备选解,选择最佳解并设置最优解,更新禁忌列表,然后如果满足排放标准则停止进程,如果不满足则返回到确定备选解。根据禁忌搜索算法的计算结果,移动距离比最近的邻居少10.01%左右。
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引用次数: 6
An Overview of Cycle-Accurate, Event-Driven and Full Systems Simulators for Chip-Multiprocessors 周期精确、事件驱动和全系统芯片多处理器模拟器概述
Pub Date : 2019-05-05 DOI: 10.7763/ijcte.2019.v11.1251
Ahmed H Janabi, Michael Opoku Agyeman
Due to the growing number of Chip-Multiprocessors, the researchers have proposed new designs and architectures. So, there is a constant need to know the most accurate simulators used in this scope, which should be used to identify their outcomes. Computer System Architecture (CSA) simulators are usually used to validate the designs, architectures that new discovered and developments. This paper is to provide an overview and insight into the most critical simulations used in Computer System Architecture and possible standards that distinguish simulators from the other. The essential aspects and parameters that determine these simulators are accuracy, speed, performance, flexibility, and functionality as well. Cycle-Accurate, Event-Driven and Full Systems Simulators of CSA, this taxonomy of simulators that w discusses in this paper.
由于芯片多处理器的数量不断增加,研究人员提出了新的设计和架构。因此,我们一直需要知道在这个范围内使用的最精确的模拟器,这些模拟器应该用来确定它们的结果。计算机系统体系结构(CSA)模拟器通常用于验证新发现和开发的设计、体系结构。本文旨在概述和洞察计算机系统体系结构中使用的最关键的仿真,以及区分仿真器的可能标准。决定这些模拟器的基本方面和参数是精度、速度、性能、灵活性和功能。循环精确的、事件驱动的和全系统的CSA模拟器,这是本文讨论的模拟器的分类。
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引用次数: 0
An Application of Open Government Data: An Evidence on Physical Activity Environment and Non-communicable Diseases 开放政府数据的应用:体育活动环境与非传染性疾病的证据
Pub Date : 2017-08-01 DOI: 10.7763/IJCTE.2017.V9.1158
Hsin-Yen Yen, Ching Li
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引用次数: 0
Analysis of User Experience (UX) on Health-Tracker Mobile Apps 健康追踪手机应用的用户体验分析
Pub Date : 2017-08-01 DOI: 10.7763/IJCTE.2017.V9.1148
A. Suzianti, Rizky Puti Minanga, Felisa Fitriani
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引用次数: 3
Cuffless Blood Pressure Estimation Based on Photoplethysmography Signal and Its Second Derivative 基于光电容积脉搏波信号及其二阶导数的无袖带血压估计
Pub Date : 2017-06-01 DOI: 10.7763/IJCTE.2017.V9.1138
Mengyang Liu, L. Po, Hongyuan Fu
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引用次数: 95
An efficient algorithm for stereo correspondence matching 一种高效的立体对应匹配算法
Pub Date : 2017-02-01 DOI: 10.7763/IJCTE.2017.V9.1114
Chowdhury Mozammel Mozammel, Junbin Gao, R. Islam
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引用次数: 2
3D Interaction in Virtual Environments for Systems Engineering 系统工程虚拟环境中的三维交互
Pub Date : 2016-12-01 DOI: 10.7763/IJCTE.2016.V8.1089
Mohammed Bougaa, S. Bornhofen, H. Kadima, A. Rivière
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引用次数: 5
Probabilistic Demand Prediction Model for En-Route Sector 航线扇区需求概率预测模型
Pub Date : 2016-12-01 DOI: 10.7763/IJCTE.2016.V8.1095
Wenhua Tian, Ying Zhang, Yinfeng Li, Huili Zhang
Although airspace congestion is becoming more and more serious with the increase of the air traffic flow, there have been still no mature and effective methods and models developed for measuring the uncertainty of the air traffic flow, so that the air traffic prediction is lack of accuracy. Thus, in this paper we extract the numerical characteristics of the random variables during the flight process, and then establish the probability density functions and en-route sector demand prediction model based on the probability distributions. Through comparing the actual operation data and the prediction data of the aircraft, the variation of the sector traffic flow demand and its probability can be obtained based on the model proposed in the paper. The model in this paper remedies the insufficiency of the traditional flow prediction methods which merely provide static prediction results, and thus can be a useful decision support tool for the air traffic flow managers to dynamically know about the sector traffic demand and its accuracy in the future.
随着空中交通流量的增加,空域拥堵问题日益严重,但目前尚无成熟有效的测量空中交通流量不确定性的方法和模型,导致空中交通预测的准确性不足。因此,本文提取飞行过程中随机变量的数值特征,建立基于概率分布的概率密度函数和航路扇区需求预测模型。通过对比飞机的实际运行数据和预测数据,可以得到扇区交通流需求的变化及其概率。该模型弥补了传统流量预测方法只能提供静态预测结果的不足,可以为空中交通流管理者动态了解未来扇区交通需求及其准确性提供有用的决策支持工具。
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引用次数: 7
期刊
International Journal of Computer Theory and Engineering
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