• Title/Summary/Keyword: Data Analysis-as-a-Web-Service

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Web-Based Data Analysis Service for Smart Farms (스마트팜을 위한 웹 기반 데이터 분석 서비스)

  • Jung, Jimin;Lee, Jihyun;Noh, Hyemin
    • KIPS Transactions on Software and Data Engineering
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    • v.11 no.9
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    • pp.355-362
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    • 2022
  • Smart Farm, which combines information and communication technologies with agriculture is moving from simple monitoring of the growth environment toward discovering the optimal environment for crop growth and in the form of self-regulating agriculture. To this end, it is important to collect related data, but it is more important for farmers with cultivation know-how to analyze the collected data from various perspectives and derive useful information for regulating the crop growth environment. In this study, we developed a web service that allows farmers who want to obtain necessary information with data related to crop growth to easily analyze data. Web-based data analysis serivice developed uses R language for data analysis and Express web application framework for Node.js. As a result of applying the developed data analysis service together with the growth environment monitoring system in operation, we could perform data analysis what we want just by uploading a CSV file or by entering raw data directly. We confirmed that a service provider could provid various data analysis services easily and could add a new data analysis service by newly adding R script.

Empirical Data Analysis of a Social Network Name-Directory Service with Advertisements (광고를 동반한 소셜 네트워크 이름-디렉터리 서비스의 실험적 데이터 분석)

  • Kim, Yung Bok
    • Journal of Information Technology Services
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    • v.13 no.4
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    • pp.189-203
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    • 2014
  • With the evolution of Internet technologies and the increasing variety of Internet devices, advertisements in various web services have also expanded. Interactive web services often go hand in hand with effective advertisements for a business model. We estimated statistical parameters of the interactive web server for service monitoring and advertisement-effect. In the web pages, we integrated the plugins of social networking services (SNSs) (e.g. Facebook, Twitter) and an advertisement scheme (e.g. Google AdSense) that regards social name-directory contents. Empirical data analysis and statistical results are presented with the implementation of estimations of parameters (e.g. utilization-level and serviceability) and advertisements in a social networking name-directory service (http://ktrip.net or http://한국.net). We found that estimated parameters were applicable to service monitoring of web-server as well as to synthesis of advertisement-effect in our social-web name-directory service.

Operating Simulation of RPS using DEVS W/S in Web Service Environment

  • Cho, Kyu-Cheol
    • Journal of the Korea Society of Computer and Information
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    • v.21 no.12
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    • pp.107-114
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    • 2016
  • Web system helps high-performance processing for big-data analysis and practical use to make various information using IT resources. The government have started the RPS system in 2012. The system invigorates the electricity production as using renewable energy equipment. The government operates system gathered big-data with various related information system data and the system users are distributed geographically. The companies have to fulfill the system, are available to purchase the REC to other electricity generation company sellers to procure REC for their duty volumes. The REC market operates single auction methods with users a competitive price. But the price have the large variation with various user trading strategy and sellers situations. This papler proposed RPS system modeling and simulation in web environment that is modeled in geographically distributed computing environment for web user with DEVS W/S. Web simulation system base on web service helps to analysis correlation and variables that act on trading price and volume within RPS big-data and the analysis can be forecast REC price.

A Study on System Applications of e-CRM to Enforcement of consumer Service (e-Commerce 쇼핑몰의 소비자 서비스 강화를 위한 활용연구)

  • Kim Yeonjeong
    • Journal of the Korean Home Economics Association
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    • v.43 no.3 s.205
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    • pp.1-10
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    • 2005
  • The purpose of this study was to investigate the enforcement strategy for Consumer Service marketing of an e-Commerce shopping mall. An e-CRM for a Cosmetic e-Commerce shopping mall, Data Warehousing(DW) component, analysis of data mining of the DW, and web applications and strategies had to developed for marketing of consumer service satisfaction. The major findings were as follows: An RFM analysis was used for consumer classification, which is a fundamental process of e-CRM application. The components of the DW were web sales data and consumer data fields. The visual process of consumer segmentations (superior consumer class) for e-CRM solutions is presented. The association analysis algorithm of data mining to up-selling and cross-selling indicates an association rule. These e-CRM results apply web DB marketing and operating principles to a shopping mall. Therefore, the system applications of e-CRM to Consumer services indicate a marketing strategy for consumer-oriented management.

sPAC(Web Services Performance Analysis Center): A performance-aware web service composition tool (sPAC(Web Service Performance Analysis Center): 성능 중심의 웹 서비스 조합 도구)

  • Chang, Hee-Jung;Song, Hyung-Ki;Lee, Kang-Sun
    • Journal of the Korea Society for Simulation
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    • v.14 no.3
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    • pp.119-127
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    • 2005
  • Web services and their composition (web processes) are promising technologies to efficiently integrate disparate software components over various types of systems. As many web services are nowadays available on Internet, quality of services (QoS) and performance/cost become increasingly important to differentiating between similar service providers. In this work, we introduce sPAC (Web Services Performance Analysis Centre) and show how customers can benefit from sPAC to consider performance in composing and commercializing web services. sPAC 1) helps users to graphically describe the workflow of web services, 2) invokes web services to test out performance for light load conditions, 3) automatically converts the web services and the flow between them into a simulation model, 4) conducts extensive simulations for heavy load conditions and various usage patterns, and 5) reports analysis results and estimation data for the web services.

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An Exploratory Study on the Semantic Network Analysis of Food Tourism through the Big Data (빅데이터를 활용한 음식관광관련 의미연결망 분석의 탐색적 적용)

  • Kim, Hak-Seon
    • Culinary science and hospitality research
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    • v.23 no.4
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    • pp.22-32
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    • 2017
  • The purpose of this study was to explore awareness of food tourism using big data analysis. For this, this study collected data containing 'food tourism' keywords from google web search, google news, and google scholar during one year from January 1 to December 31, 2016. Data were collected by using SCTM (Smart Crawling & Text Mining), a data collecting and processing program. From those data, degree centrality and eigenvector centrality were analyzed by utilizing packaged NetDraw along with UCINET 6. The result showed that the web visibility of 'core service' and 'social marketing' was high. In addition, the web visibility was also high for destination, such as rural, place, ireland and heritage; 'socioeconomic circumstance' related words, such as economy, region, public, policy, and industry. Convergence of iterated correlations showed 4 clustered named 'core service', 'social marketing', 'destinations' and 'social environment'. It is expected that this diagnosis on food tourism according to changes in international business environment by using these web information will be a foundation of baseline data useful for establishing food tourism marketing strategies.

Design and Adaptation for Internet News Data Extraction Middleware(INDEM) System

  • Sun, Bok-Keun
    • Journal of the Korea Society of Computer and Information
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    • v.21 no.4
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    • pp.55-62
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    • 2016
  • In this paper, we propose the INDEM(Internet News Data Extraction Middleware) system for the removal of the unnecessary data in internet news. Although data on the internet can be used in various fields such as source of data of IR(Information Retrieval), Data mining and knowledge information service, it contains a lot of unnecessary information. The removal of the unnecessary data is a problem to be solved prior to the study of the knowledge-based information service that is based on the data of the web page. The INDEM system parses html and explores the XPath, and it is to perform the analysis. The user simply utilize INDEM by implementing an abstract class that provides INDEM, and can obtain the analysis information. INDEM System through this process delivers the analysis information including the main contents of news site to the users. In this paper, the INDEM system was adapted in a stand-alone and web service system and it was evaluated on the basis of 16 news site. As a result, performance of the INDEM system is affected in html source data size and complexity of used html grammar than the main news data size.

A Study on the Fault Data Transmission through the Web using the XML Web Service and the Fault Type Determination of the Fault Data Received from the Web (XML Web Service를 이용한 고장 데이터의 웹 전송과 웹으로 수신된 고장 데이터의 고장 유형 판별에 관한 연구)

  • Kim In-Su;Hong Jung-Gi;Lee Hahk-Sung
    • The Transactions of the Korean Institute of Electrical Engineers A
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    • v.55 no.1
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    • pp.18-23
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    • 2006
  • Recently as the power system has been becoming massive and complicated, most of the faults bring on severe proliferation effects. Because of the complexity of the power system it is not easy to analyze faults-the calculation of current flows under fault conditions. Therefore many researches have been performed in this area. As a result of those efforts, the protective equipments for a power system have been designed to operate properly and without damage when the highest possible fault current is flowing in the power system. Most of the fault data can be also acquired from intelligent protection equipments. The fault data saved in them don't always include the fault type information. n you don't have knowledge about the fault analysis, it becomes useless. So this paper presents 3 topics to increase a reusability of them as followings. First, describes a fault data using the XML(extensible Markup Language). It would be a well-formed and valid document complied with suggested XML DTD(Document Type Definition). In this paper I suggest a standard DTD to describe the power system fault. If the XML document describes any power system faults is validated against suggested DTD, it is possible to be used in any applications. Second, sends them through the web using the XML web service. Last, presents the rapid and accurate algorithm for a fault type determination of the fault data received from the web. In the ultimate the client to request the server to analyze a fault data is provided the correct information what kind of fault is occurred.

Building of Integrated Web-GIS System for National Groundwater Data Management (지하수 정보관리체계 고찰 및 Web-GIS 기반의 국가지하수정보지도 구축 모형)

  • Kim, Gyoo-Bum;Son, Young-Chul;Kim, Jong-Wook;Kim, Dae-Ho;Lee, Chang-Won;Kim, Yang-Hee
    • Journal of the Korean Association of Geographic Information Studies
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    • v.9 no.3
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    • pp.107-122
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    • 2006
  • The main objective of this study is to develop a web-based Geographic Information System (GIS) application, IGIS(Integrated Groundwater Information Service System), for efficient management of groundwater data. This integrated system includes various groundwater measurements, monitoring data, well data, hydrogeochemical data, hydrogeological maps and diversely analyzed results including time series analysis data for water levels and quality. It will be used efficiently for local government officers to manage groundwater within their districts and also for drillers and investigators to develop wells and assess groundwater conditions. This web-based GIS system was implemented firstly for Cheonan and Daegu city. As a result, the system makes the efficient management, distribution and utilization of groundwater data possible by web-based GIS technology.

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The Characteristic of Web Map Service Using RIA Technologies (RIA기술을 적용한 웹 지도 서비스의 특징 연구)

  • Kim, Moon-Gie;Koh, June-Hwan
    • Spatial Information Research
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    • v.20 no.2
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    • pp.35-44
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    • 2012
  • Recently, Web map service is actively accomplished in both private companies and public offices. As a platform, it exists variously from desktop to smartphone. The technology being used has a trend to develop continuously. Also, Web map system provides various open API for people who use geospatial service and data mashup. In this paper, RIA technology which is popularly used recently in web map service w ill be applied to introduce the functions different language map services are mostly using. Based on users' feeling about different web browser's speed, test and analysis have been accomplished. The result is that there are different characteristics according to different functions such as JavaScript, Silverlight, Flex. Actual test has been personally carried out on map service in Seoul GIS portal system. The comprehensive conclusion is that Silverlight has more outstanding function compared with other RIA techniques under the test environment.