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2017 2nd International conferences on Information Technology, Information Systems and Electrical Engineering (ICITISEE)最新文献

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Performance analysis of neural networks-based multi-criteria recommender systems 基于神经网络的多准则推荐系统性能分析
Mohammed Hassan, Mohamed Hamada
Frequent use of Internet applications and rapid growth of volumes of online resources have made it difficult for users to effectively make decisions on the kinds of information or items to select. Recommender systems (RSs) are intelligent decision-support tools that exploit users' preferences and suggest items that might be interesting to them. They are one of the various solutions used by online users to overcome the problem of information overload. Traditionally, RSs use single ratings to predict and represent preferences of users for items that are not yet seen. Multi-criteria RSs use multiple ratings to various items' attributes for improving prediction and recommendation accuracy of the systems. However, one major challenge of multi-criteria RSs is the choice of an efficient approach for modelling the criteria ratings. Therefore, this paper aimed at employing artificial neural networks to model the criteria ratings and determine the predictive performance of the systems based on aggregation function approach. Seven evaluation metrics have been used to evaluate and the accuracy of the systems. The empirical results of the study have shown that the proposed technique has the highest prediction and recommendation than the corresponding traditional technique.
互联网应用程序的频繁使用和在线资源数量的快速增长使得用户很难有效地决定要选择的信息或项目的种类。推荐系统(RSs)是一种智能决策支持工具,它利用用户的偏好并建议他们可能感兴趣的项目。它们是在线用户用来克服信息过载问题的各种解决方案之一。传统上,RSs使用单个评级来预测和表示用户对尚未看到的项目的偏好。多标准RSs对不同项目的属性使用多个评级,以提高系统的预测和推荐精度。然而,多标准RSs的一个主要挑战是选择一种有效的方法来对标准评级进行建模。因此,本文旨在利用人工神经网络对标准评级进行建模,并基于聚合函数方法确定系统的预测性能。七个评价指标已被用来评估和系统的准确性。实证研究结果表明,本文提出的技术比相应的传统技术具有最高的预测和推荐率。
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引用次数: 5
New model of e-learning based on knowledge management system 基于知识管理系统的电子学习新模式
N. Karna
Managing knowledge has become common practice in many companies in Indonesia. However, this is not the same thing in education institution like a university. Each business process in the university will most likely be disrupted whenever a staff takes a leave or even resign. Several reasons arise to justify this behavior, like all other staffs are already busy, that is not my KPI (Key Performance Indicator) to be concerned, and I do not have the knowledge to perform such job. The third reason explains the absence of knowledge management in the business process. Since each university has a unique process business, a system for managing knowledge should be flexible enough to accommodate every possible process. One of the advantages of using knowledge management is the possibility to provide eLearning on top of the knowledge management system. While eLearning should also be flexible to accommodate every possible business process, it should also support reusability to ensure effective and efficient process with minimum time-to-deploy. This research proposes a model to ensure flexibility and reusability of eLearning on top of Knowledge Management System.
管理知识已经成为印尼许多公司的普遍做法。然而,在像大学这样的教育机构里,情况就不一样了。每当员工请假甚至辞职时,大学的每一个业务流程都很可能被打乱。有几个原因可以证明这种行为是合理的,比如所有其他员工都已经很忙了,这不是我的KPI(关键绩效指标)所关心的,而且我不具备执行这项工作的知识。第三个原因解释了业务流程中知识管理的缺失。由于每所大学都有独特的流程业务,因此知识管理系统应该足够灵活,以适应每种可能的流程。使用知识管理的优点之一是可以在知识管理系统之上提供电子学习。虽然电子学习也应该灵活地适应每一个可能的业务流程,但它还应该支持可重用性,以确保在最短的部署时间内有效和高效的流程。本研究在知识管理系统的基础上,提出了一个保证电子学习灵活性和可重用性的模型。
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引用次数: 0
Deployment of cloud computing for higher education using google apps 使用谷歌应用程序为高等教育部署云计算
Endy Sjaiful Alim, Hai Jin
Cloud computing is a technology that can provide many benefits in the field of education. The utilization of cloud computing technology is a necessity in the college environment, where collaborative learning is a main feature. Google Apps is one of the largest cloud computing service providers, offering multiple collaboration facilities. Measurable and planned adaptations to Google Apps can provide many benefits for higher education institutions. How is measurable and planned adaptation of cloud computing technology in higher education institutions? How to implement Google Apps to support collaboration activities at higher education institutions? With the five-step method of adopting cloud computing strategies at higher education institutions, it can be explored the benefits of using Google Apps to support collaborative activities at higher education institutions.
云计算是一种可以在教育领域提供许多好处的技术。云计算技术的应用在协同学习的大学环境中是必要的。b谷歌Apps是最大的云计算服务提供商之一,提供多种协作设施。b谷歌应用程序的可衡量和有计划的调整可以为高等教育机构提供许多好处。高等教育机构如何对云计算技术进行可衡量和有计划的适应?如何实施b谷歌Apps以支持高等教育机构的协作活动?通过在高等教育机构采用云计算策略的五步方法,可以探索使用谷歌应用程序支持高等教育机构协作活动的好处。
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引用次数: 5
Implementation of data mining technique for customer relationship management (CRM) on online shop tokodiapers.com with fuzzy c-means clustering 基于模糊c均值聚类的tokodiapers.com客户关系管理数据挖掘技术的实现
L. Zahrotun
Online business competition is very tight. One strategy that can be done is to retain customers. By applying the concept of CRM (Customer Relationship Management), the online shop can identify customers, so customers can get special facilities in the appropriate marketing strategies according to their needs. This research discusses about how data mining process from customer data at shop online tokodiapers.com. The process of data mining begins with clustering process using Fuzzy C-Means (FCM) method which is then tested by clustering using purity test. The result of this research is a web-based data mining application that is able to segment customer data on tokodiapers.com using fuzzy C-Means clustering method. The test is done using purity test showed that the best grouping is found on the grouping with 4 clusters with the valueof purity test 0.79.
网上商业竞争非常激烈。一个可行的策略是留住客户。通过运用CRM (Customer Relationship Management,客户关系管理)的概念,网店可以识别客户,使客户能够根据自己的需求,在相应的营销策略中获得特殊的设施。本研究讨论了如何从tokodiapers.com网上商店的客户数据中进行数据挖掘。数据挖掘过程首先使用模糊c均值(FCM)方法进行聚类,然后使用纯度测试进行聚类测试。本研究的结果是一个基于web的数据挖掘应用程序,该应用程序能够使用模糊c均值聚类方法对tokodiapers.com上的客户数据进行分割。用纯度测试法进行测试,结果表明,4个簇的组为最佳组,纯度测试值为0.79。
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引用次数: 8
Combination of case-based reasoning and nearest neighbour for recommendation of volcano status 基于案例推理与最近邻相结合的火山状态推荐
F. Tempola, A. Arief, Miftah Muhammad
Reasoning by relying on old data or commonly known as the Case-Based Reasoning has been implemented in many cases. Case-Based Reasoning is one method by utilizing previous cases to produce a solution. This study implements a combination of Case-Based Reasoning and Nearest Neighbor for the determination of the status of the volcano. There are 5 features that serve as a criterion for determining the status of the shallow volcanic, deep tectonic, deep volcanic, earthquake blow and previous mountain status. While the recommended status of the form of Normal, standby and alert. From the test results with 20 data as a case base and 30 test data obtained on average accuracy of the system amounted to 80,91%.
依赖旧数据的推理或通常称为基于案例的推理已经在许多情况下实现。基于案例的推理是一种利用以前的案例来产生解决方案的方法。本研究采用基于案例推理和最近邻相结合的方法来确定火山的状态。有5个特征可作为判定浅火山状态、深部构造状态、深部火山状态、地震冲击状态和前山状态的判据。而建议状态的形式为正常、待机和警报。从以20个数据为例库和30个测试数据获得的测试结果来看,该系统的平均准确率达到8091%。
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引用次数: 7
Designing kano-based e-service quality model to improve user satisfaction 设计基于kano的电子服务质量模型,提高用户满意度
Dinda Lestarini, K. Surendro
E-service utilizing internet as a mean to interact and deliver services to users. The use of internet in e-service leads to increasing demands toward e-service providers. E-service providers are required to provide high-quality e-services and ensure that users get the best experience when using e-service. This study utilized Kano method to identify the impact of factors on the quality of e-services. Many studies suggested that Kano model is a better method to capture user needs. This study generated e-service quality measurement model. This model can be used by e-service provider as a tool to measure current e-service quality and as a guidance in developing a better e-service.
电子服务是指利用互联网与用户进行互动和提供服务的一种方式。在电子服务中使用互联网导致对电子服务提供者的需求不断增加。电子服务供应商必须提供高质素的电子服务,并确保用户在使用电子服务时获得最佳的体验。本研究运用Kano方法,找出影响电子服务品质的因素。许多研究表明,Kano模型是一种更好的捕捉用户需求的方法。本研究建立了电子服务质量测量模型。此模式可供电子服务提供者用作衡量现时电子服务质素的工具,并作为发展更优质电子服务的指引。
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引用次数: 4
Lightweight and compact antenna design for navigation radar application 用于导航雷达应用的轻量化和紧凑型天线设计
F. Oktafiani, Y. P. Saputera, Y. Wahyu
This paper describes about the antenna design for navigation radar application which has compact dimension and lightweight. Microstrip planar with rectangular patch is selected as an antenna design. A radar antenna is composed of 4 unit antenna module. An antenna module consists of 12 patches that are arranged in vertical and horizontal directions. Antenna feeding is located in the center of antenna module using one SMA connector. The simulation and measurement shows that the antenna design has a performance in accordance with the desired specifications. The antenna design is suitable for the application of navigation radar due to the simplicity in structure, lightweight and ease of fabrication.
介绍了一种体积小、重量轻的导航雷达天线设计方法。天线采用矩形贴片微带平面设计。雷达天线由4个单元天线模块组成。天线模块由12个贴片组成,贴片沿垂直方向和水平方向排列。天线馈电位于天线模块的中心,使用一个SMA连接器。仿真和测试结果表明,天线设计的性能符合设计要求。该天线设计结构简单,重量轻,易于制造,适合导航雷达的应用。
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引用次数: 0
Stabilizing Two-wheeled robot using linear quadratic regulator and states estimation 利用线性二次型调节器和状态估计稳定两轮机器人
N. Uddin, Teguh Aryo Nugroho, Wahyu Agung Pramudito
A control design for two-wheeled robot (TWR) stabilization using linear quadratic regulator (LQR) method and states estimation is presented. A two-wheeled robot is an unstable system such that a control system is required to stabilize it. LQR is a control design method where the control gain is calculated by minimizing a performance index. The LQR method results in a full states feedback control law. Applying the LQR method for TWR stabilization will require feedback from pitching angle and pitching rate angle measurements. However, the common available sensor in the TWR is only a rate gyro which measures the pitching rate angle. Theoretically, time integration of the pitching rate angle results in pitching angle but it is not practically applicable because the time integration of measurement data may result in an accumulation of error and noise. Instead of the time integration, a Luenberger observer is applied to estimate the pitching angle based on the pitching rate angle measurement. Simulations of the TWR stabilization using the designed controller are presented through two scenarios: 1) both required state feedback are assumed to be available, and 2) both required state feedback are obtained through estimation using Luenberger observer. The first scenario is representing an ideal condition, while the second scenario is representing a practical condition. Simulation results show that the TWR is stabilized for the both scenarios, where the control system performance in the second scenario is slightly less than the first scenario but still acceptable.
提出了一种基于线性二次型调节器(LQR)和状态估计的两轮机器人(TWR)镇定控制设计。两轮机器人是一个不稳定的系统,需要一个控制系统来稳定它。LQR是一种控制设计方法,其中控制增益是通过最小化性能指标来计算的。LQR方法得到了一个全状态反馈控制律。将LQR方法应用于TWR稳定需要俯仰角和俯仰速率角测量的反馈。然而,TWR中常用的传感器只是测量俯仰速率角的速率陀螺仪。理论上,对俯仰速度角进行时间积分得到俯仰角,但由于测量数据的时间积分可能导致误差和噪声的积累,因此在实际应用中并不适用。在俯仰速率角测量的基础上,采用Luenberger观测器来估计俯仰角,而不是时间积分。利用所设计的控制器对TWR稳定化进行了仿真:1)假设两个所需状态反馈都是可用的,2)两个所需状态反馈都是通过Luenberger观测器估计得到的。第一个场景代表理想情况,而第二个场景代表实际情况。仿真结果表明,两种情况下的TWR都是稳定的,其中第二种情况下的控制系统性能略低于第一种情况,但仍然可以接受。
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引用次数: 9
CBIR for classification of cow types using GLCM and color features extraction 利用GLCM和颜色特征提取对奶牛类型进行CBIR分类
T. Sutojo, D. Setiadi, Pungky Septiana Tirajani, C. A. Sari, E. H. Rachmawanto
Cow is one of the animals that have many benefits for humans. There are various types of cows based on benefits such as dairy cows, beef cattle, worker cattle, and others. Cattle breeding should be tailored to the needs of the public. Less knowledge about different types of cattle can reduce the benefits of farmed cattle. Content Based Image Retrieval (CBIR) can be applied to help the problem of distinguishing or knowing the type of cow. The first step of the method proposed in this research is preprocessing by changing the background color, resizing and conversion of color space. Color feature extraction calculates the average and standard deviation of the color intensity of each color component. Next extract the texture feature using Gray Level Cooccurrence Matrix (GLCM) to look for contrast, energy, correlation, homogeneity and entropy at each angle 0°, 45°, 90° and 135° with a mean of 1 averaged. Six color features and five texture features are used as attributes to perform calculations with Euclidean Distance, so it can be known the similarity between images. Cattle types used include Limousin, Simental, Brangus, Peranakan Ongole (PO), and Frisien Holstein (FH). With 100 training images and 20 test images. To measure the accuracy of the proposed CBIR is used Confusion Matrix. Based on the measurement results obtained accuracy of 95% while the precision and recall obtained 100%.
牛是对人类有很多好处的动物之一。奶牛的种类根据效益有不同,如奶牛、肉牛、工人牛等。养牛应根据公众的需要进行调整。对不同种类牛的了解不足会降低养殖牛的效益。基于内容的图像检索(Content Based Image Retrieval, CBIR)可以用来帮助识别或了解奶牛的类型。本研究提出的方法的第一步是通过改变背景颜色、调整大小和转换颜色空间进行预处理。颜色特征提取计算每个颜色分量的颜色强度的平均值和标准差。然后利用灰度共生矩阵(GLCM)提取纹理特征,分别在0°、45°、90°和135°角度寻找对比度、能量、相关性、均匀性和熵,平均值为1。以6个颜色特征和5个纹理特征作为属性,利用欧几里得距离进行计算,从而知道图像之间的相似度。使用的牛类型包括利穆赞(Limousin)、西蒙塔尔(Simental)、布兰格斯(Brangus)、Peranakan Ongole (PO)和Frisien Holstein (FH)。有100个训练图像和20个测试图像。为了衡量所提出的CBIR的准确性,使用了混淆矩阵。测量结果表明,该方法的准确度为95%,精密度和召回率均为100%。
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引用次数: 42
Constant envelope DCT- and FFT-based OFDM systems with continuous phase chirp modulation over fading channels 在衰落信道上具有连续相位啁啾调制的恒包络DCT和fft OFDM系统
R. Alsisi, R. Rao
Orthogonal Frequency Division Multiplexing (OFDM) systems with Continuous Phase Chirp Modulation (CPCM) are considered. In these systems, this modulation is used to realize constant envelope OFDM signals. Both Discrete Cosine Transform (DCT)- and Fast Fourier Transform (FFT)-based OFDM systems are considered and their Bit Error Rate (BER) performances over AWGN and fading channels are presented. Expressions for BER over Ricean and Rayleigh channels are derived and illustrated as function of modulation parameters. Results indicate that use of DCT instead of FFT in an OFDM system with CPCM results in better BER performance.
研究了连续相位啁啾调制(CPCM)的正交频分复用(OFDM)系统。在这些系统中,这种调制被用来实现恒包络OFDM信号。研究了基于离散余弦变换(DCT)和快速傅立叶变换(FFT)的OFDM系统,给出了它们在AWGN和衰落信道下的误码率(BER)性能。推导了riean和Rayleigh信道上的误码率表达式,并以调制参数的函数表示。结果表明,在具有CPCM的OFDM系统中使用DCT代替FFT可以获得更好的误码率性能。
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引用次数: 0
期刊
2017 2nd International conferences on Information Technology, Information Systems and Electrical Engineering (ICITISEE)
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