• Journal of Korea Artificial Intelligence Association
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• v.2 no.1
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• pp.1-6
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• 2024

In this paper, we develop an AI-based recommendation system that matches the specifications of smartphones from company 'S'. The system aims to simplify the complex decision-making process of consumers and guide them to choose the smartphone that best suits their daily needs. The recommendation system analyzes five specifications of smartphones (price, battery capacity, weight, camera quality, capacity) to help users make informed decisions without searching for extensive information. This approach not only saves time but also improves user satisfaction by ensuring that the selected smartphone closely matches the user's lifestyle and needs. The system utilizes unsupervised learning, i.e. clustering (K-MEANS, DBSCAN, Hierarchical Clustering), and provides personalized recommendations by evaluating them with silhouette scores, ensuring accurate and reliable grouping of similar smartphone models. By leveraging advanced data analysis techniques, the system can identify subtle patterns and preferences that might not be immediately apparent to consumers, enhancing the overall user experience. The ultimate goal of this AI recommendation system is to simplify the smartphone selection process, making it more accessible and user-friendly for all consumers. This paper discusses the data collection, preprocessing, development, implementation, and potential impact of the system using Pandas, crawling, scikit-learn, etc., and highlights the benefits of helping consumers explore the various options available and confidently choose the smartphone that best suits their daily lives.

• Proceedings of the IEEK Conference
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• 2000.11a
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• pp.145-148
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• 2000

This paper presents the performance of a GHICW(Group-wise Hybrid Interference Cancellation scheme based on Wiener filtering) receiver for the multi-rate DS-CDMA system. Our scheme has a small processing delay and a simple hardware complexity compared to ordinary interference cancellation schemes by grouping users with the same date rate. The performance improvement of the low rate user is obtained by using a Wiener filter which precisely estimates the high rate users' bit.

• Proceedings of the ESK Conference
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• 1995.10a
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• pp.62-74
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• 1995

This study surveys four characteristics (overall density, local density, grouping, complexity) to effect user's performance on the on-line terminal displays of commercial banks, and makes the new screen by the screen design procedure. The new screen includes to increase the number of groups and to arrange the items on the screen. And then, this study carrys out experiments to compare performance(operating time and error number ) by each screen. The result is described that the operating time decreases about 20% at the new OUT-screen than the existing OUT-screens; about 25% at the new IN-screen.

• Proceedings of the Korean Information Science Society Conference
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• 2002.04a
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• pp.13-15
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• 2002

생물정보학 관련 프로그램들은 대부분 인터넷을 통해서 많은 생물학자, 생화학자 들에게 생물 정보 검색 및 처리 서비스를 제공한다. 이런 서비스를 제공하는 많은 프로그램들은 데이터베이스로부터 유전자 등의 데이터를 검색하고 처리한다. 이때 각각 클라이언트의 요청마다 매번 데이터베이스의 검색을 수행한다면 많은 시간이 걸리게 된다. 또한 서버에 과부하를 초래하여 응답시간이 길어질 수 있다. 본 논문에서는 서버의 과부하와 응답시간을 줄이기 위해 사용자의 요청을 그룹화하여 일정 시간 간격으로 일괄 처리하는 방법을 제안한다.

• Proceedings of the Korea Multimedia Society Conference
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• 2001.11a
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• pp.541-546
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• 2001

현재 많은 사용자들이 네트워크 게임을 즉시고 있다. 네트워크 게임은 동시에 많은 사용자들이 하나의 서버에 접속하여 게임을 하므로, 많은 사용자특이 접속하는 경우 서버의 부하 증가와 네트워크 트래픽 증가로 인한 데이터 전송 지연이나 데이터 손실이 발생하여 게임을 원활히 진행하지 못하는 문제가 있다. 본 논문에서는 이러한 지연을 줄이기 위해서 그룹화 방법을 이용하여 서버가 전송하는 데이터의 개수를 줄임으로써 서버의 부하 감소 및 네트워크 트래픽을 줄이는 방법을 제안한다.

• Journal of KIISE:Computer Systems and Theory
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• v.28 no.12
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• pp.660-673
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• 2001

In Video-on-Demand (VoD) servers, disk throughput is an important system design parameter because it is directly related to the number of user requests that can be served simultaneously. In this paper, we propose an efficient periodic request grouping scheme for disk array-based VoD servers that reduces the disk seek time, thus improving the disk throughput of VoD disk arrays. To reduce the disk seek time, the proposed scheme groups the periodic requests that access data blocks stored in adjacent regions into one, and arranges these groups in a pre-determined order (e.g., in left-symmetric or right-symmetric fashion). Our simulation result shows that the proposed scheme reduces the average disk bandwidth required by a single video stream and can serve more user requests than existing schemes. For a data block size of 192KB, the number of simultaneously served user requests is increased by 8% while the average waiting time for a user request is decreased by 20%. We also propose an adaptation technique that conforms the proposed scheme to the user preference changes for video streams.

• Proceedings of the Computational Structural Engineering Institute Conference
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• 1998.04a
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• pp.165-172
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• 1998

The development of Reinforced Concrete member design modules is necessary for user to design structures easily. The purpose of this paper is to be available for a integrated system used structure design. This module is linked with central database for the benefit of minimizing time of design and user's efforts. In order to minimize memory space, all of data is stored in central database. Member design modules applied Object-Oriented concepts are possible to be reusible, flexible for member functions in classes. This modules can be operated both independent member design modules and a part of integrated system. Sooner or later, this modules will be related to member grouping modules by data.

• Journal of Korean Society of Industrial and Systems Engineering
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• v.19 no.39
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• pp.155-162
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• 1996

It is a common tool to use alphanumeric displays on CRT for documentation, search, and communication. So, it is very important to design ergonomic displays for enhancing user performance. This paper concerns with a method of quantifing the four VDT design parameters such as total density, local density, grouping and layout complexity. A case study to demonstrate the pocedure of quantifing parameters and a comparative analysis between the ready made and the newly designed displays are provided in this paper. Concludingly, ergonomic displays which were designed in accordance with the scientific procedure were much more better than the ready made exampled displays in both of processing time and error rate.

• International conference on construction engineering and project management
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• 2009.05a
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• pp.1453-1462
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• 2009

It is very important for performance of information system that we make an effort to raise user's satisfaction by continuously grasping user's requirement by evaluation of PMIS based on ASP service quality and reflecting this to information system. However, It is lack that developments of suitable evaluation index of PMIS based on ASP service quality. Hereupon, In this study, we propose the evaluation indicators. First, The evaluation area is classified by form the foundation of D & M IS Success Model (2003); system quality, information quality, service quality. Second, The detail evaluation item which include considerations which are gotten through investigation of the construction industry and PMIS based on ASP is grouping by form the foundation SERVQUAL which is a service quality evaluation tool proposed PZB(1988). It is suitable to evaluate PMIS based on ASP service quality in construction industry and able to evaluate various aspects.

• The Journal of Korean Institute of Communications and Information Sciences
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• v.40 no.8
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• pp.1532-1541
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• 2015

D2D(Device-to-Device) communication is a promising technology to improve the system capacity and spectral efficiency. By sharing the same radio resources with cellular user equipments, D2D communications can significantly enhance the overall spectral efficiency. However, it may cause interference between D2D link and cellular link. So, careful resource allocation and interference coordination between them are very important and need to be properly handled. This paper proposes a radio resource allocation scheme that decreases interference through the use of area grouping and D2D pair grouping. Simulations results are provided to verify the performance improvement of the proposed scheme in terms of the number of assigned resource blocks and computational complexity.