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Hot Topic Prediction Scheme Using Modified TF-IDF in Social Network Environments (소셜 네트워크 환경에서 변형된 TF-IDF를 이용한 핫 토픽 예측 기법)

  • Noh, Yeonwoo;Lim, Jongtae;Bok, Kyoungsoo;Yoo, Jaesoo
    • KIISE Transactions on Computing Practices
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    • v.23 no.4
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    • pp.217-225
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    • 2017
  • Recently, the interest in predicting hot topics has grown significantly as it has become more important to find and analyze meaningful information from a large amount of data flowing in social networking services. Existing hot topic detection schemes do not consider a temporal property, so they are not suitable to predict hot topics that are rapidly issued in a changing society. This paper proposes a hot topic prediction scheme that uses a modified TF-IDF in social networking environments. The modified TF-IDF extracts a candidate set of keywords that are momentarily issued. The proposed scheme then calculates the hot topic prediction scores by assigning weights considering user influence and professionality to extract the candidate keywords. The superiority of the proposed scheme is shown by comparing it to an existing detection scheme. In addition, to show whether or not it predicts hot topics correctly, we evaluate its quality with Korean news articles from Naver.

An Optimal Path Search Method based on Traffic Information for Telematics Terminals (텔레매틱스 단말기를 위한 교통 정보를 활용한 최적 경로 탐색 기법)

  • Kim, Jin-Deog
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.10 no.12
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    • pp.2221-2229
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    • 2006
  • Optimal path search algorithm which is a killer application of mobile device to utilize location information should consider traffic flows of the roads as well as the distance between a departure and destination. The existing path search algorithms, however, are net able to cope efficiently with the change of the traffic flows. In this paper, we propose a new optimal path search algorithm. The algorithm takes the current flows into consideration in order to reduce the cost to get destination. It decomposes the road network into Fixed Grid to get variable heuristics. We also carry out the experiments with Dijkstra and Ar algorithm in terms of the execution time, the number of node accesses and the accuracy of path. The results obtained from the experimental tests show the proposed algorithm outperforms the others. The algorithm is highly expected to be useful in a advanced telematics systems.

Rake Receiver Based on Bit Error Rate of Training Sequence Duration for Underwater Acoustic Communication (수중음향통신을 위한 훈련 신호 구간의 비트 오차율에 기반한 레이크 수신기)

  • Son, Ji-hong;Kim, Ki-man
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.20 no.5
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    • pp.887-894
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    • 2016
  • In the underwater acoustic communication channels, a multipath reflection becomes the cause of obstacle. To solve this problem, a rake receiver has been required for which one could take the time diversity. However, there is a concern about using incorrect path to recover signals with a high weighting value as underwater acoustic communication channels have severe time-variant property. In order to prevent these problem, a rake receiver is proposed which is based on BER(bit error rate) train sequence duration. The performance is evaluated through lake trials; there are three methods that are a proposed rake receiver, a conventional rake receiver, and a non-rake receiver. As a result, the number of bit errors in the proposed rake receiver, that of bit errors in the conventional rake receiver, and that of bit errors in the non-rake receiver is 8, 45, and 72, respectively.

Study on District Management of Aids to Navigation Through Manned Lighthouse (유인등대를 활용한 항로표지 소권역화 관리에 관한 연구)

  • Gug, Seung-Gi;Park, Hye-Ri;Kim, Jung-Rok;Jeong, Hae-Sang
    • Proceedings of the Korean Institute of Navigation and Port Research Conference
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    • 2016.05a
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    • pp.18-19
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    • 2016
  • At Present, Korea government run the 38 points manned lighthouse, the change of Manned lighthouse that manager live is inevitable in orger to enhanced features as aids to navigation and provide a fore efficient management system. There are "Enhancing management system for Manned Lighthouses" four standards(Function of AtoN, Functionality of wide area management, National policy, Marine culture) for evaluation of Unmanned Lighthouses. After collecting these datas, analyzing it, applying AHP and Likert Scale, we choose base manned lighthouses for shorten restoration time that can manage AtoN far from regional office of Oceans & Fisheries. This paper will support efficient management system for AtoN that were scattered in sea of korea and improvement living environment for lighthouse keepers.

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Multi-class Feedback Algorithm for Region-based Image Retrieval (영역 기반 영상 검색을 위한 다중클래스 피드백 알고리즘)

  • Ko Byoung-Chul;Nam Jae-Yeal
    • The KIPS Transactions:PartB
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    • v.13B no.4 s.107
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    • pp.383-392
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    • 2006
  • In this paper, we propose a new relevance feedback algorithm using Probabilistic Neural Networks(PNN) while supporting multi-class learning. Then, to validate the effectiveness of our feedback approach, we incorporate the proposed algorithm into our region-based image retrieval tool, FRIP(Finding Regions In the Pictures). In our feedback approach, there is no need to assume that feature vectors are independent, and as well as it allows the system to insert additional classes for detail classification. In addition, it does not have a long computation time for training because it only has four layers. In the PNN classification process, we store the user's entire past feedback actions as a history in order to improve performance for future iterations. By using a history, our approach can capture the user's subjective intension more precisely and prevent retrieval performance errors which originate from fluctuating or degrading in the next iteration. The efficacy of our method is validated using a set of 3000 images derived from a Corel-photo CD.

Evaluation of Restoration Schemes for Bi-Level Digital Image Degraded by Impulse Noise (임펄스 잡음에 의해 훼손된 이진 디지탈 서류 영상의 복구 방법들의 비교 평가)

  • Shin Hyun-Kyung;Shin Joong-Sang
    • The KIPS Transactions:PartB
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    • v.13B no.4 s.107
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    • pp.369-376
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    • 2006
  • The degradation and its inverse modeling can achieve restoration of corrupted image, caused by scaled digitization and electronic transmission. De-speckle process on the noisy document(or SAR) images is one of the basic examples. Non-linearity of the speckle noise model may hinder the inverse process. In this paper, our study is focused on investigation of the restoration methods for bi-level document image degraded by the impulse noise model. Our study shows that, on bi-level document images, the weighted-median filter and the Lee filter methods are very effective among other spatial filtering methods, but wavelet filter method is ineffective in aspect of processing speed: approximately 100 times slower. Optimal values of the weight to be used in the weighted median filter are investigated and presented in this paper.

Uncertainty Region Scheme for Query Processing of Uncertain Moving Objects (불확실 이동체의 질의 처리를 위한 불확실성 영역 기법)

  • Ban Chae-Hoon;Hong Bong-Hee;Kim Dong-Hyun
    • Journal of KIISE:Databases
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    • v.33 no.3
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    • pp.261-270
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    • 2006
  • Positional data of moving objects can be regularly sampled in order to minimize the cost of data collection in LBS. Since position data which are regularly sampled cannot include the changes of position occurred between sampling periods, sampled position data differ from the data predicted by a time parameterized linear function. Uncertain position data caused by these differences make the accuracy of the range queries for present positions diminish in the TPR tree. In this paper, we propose the uncertainty region to handle the range queries for uncertain position data. The uncertainty region is defined by the position data predicted by the time parameterized linear function and the estimated uncertainty error. We also present the weighted recent uncertainty error policy and the kalman filter policy to estimate the uncertainty error. For performance test, the query processor based by the uncertainty region is implemented in the TPR tree. The experiments show that the Proposed query processing methods are more accurate than the existing method by 15%.

Implementation of ACS-based Wireless Sensor Network Routing Algorithm using Location Information (위치 정보를 이용한 개미 집단 시스템 기반의 무선 센서 네트워크 라우팅 알고리즘 구현)

  • Jeon, Hye-Kyoung;Han, Seung-Jin;Chung, Kyung-Yong;Rim, Kee-Wook;Lee, Jung-Hyun
    • The Journal of the Korea Contents Association
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    • v.11 no.6
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    • pp.51-58
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    • 2011
  • One of the objectives of research on routing methods in wireless sensor networks is maximizing the energy life of sensor nodes that have limited energy. In this study, we tried to even energy use in a wireless sensor network by giving a weight to the transition probability of ACS(Ant Colony System), which is commonly used to find the optimal path, based on the amount of energy in a sensor and the distance of the sensor from the sink. The proposed method showed improvement by 46.80% on the average in energy utility in comparison with representative routing method GPSR (Greedy Perimeter Stateless Routing), and its residual energy after operation for a specific length of time was 6.7% more on the average than that in ACS.

A Distributed Frequency Synchronization Technique for OFDMA-Based Mesh Networks Using Bio-Inspired Algorithm (Bio-inspired 알고리즘을 이용한 OFDMA 기반 메쉬 네트워크의 분산 주파수 동기화 기법)

  • Yoo, Hyun-Jong;Lee, Mi-Na;Cho, Yong-Soo
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.37B no.11
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    • pp.1022-1032
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    • 2012
  • In OFDMA-based wireless mesh networks, synchronization of carrier frequencies among adjacent nodes is known to be difficult. In this paper, a distributed synchronization technique is proposed to solve the synchronization problem in OFDMA-based wireless mesh networks by using the bio-inspired algorithm. In the proposed approach, carrier frequencies of all nodes in a mesh network are converged into one frequency by locally synchronizing the frequencies of adjacent nodes. It may take a long time to be converged in some topologies since the convergence characteristic of carrier frequencies in a mesh network may vary depending on the size of the network and deployment of nodes. It is shown that fast frequency synchronization, not heavily depending on the topology, can be achieved through the proposed algorithm with an adjustable weight.

Applicability of K-path Algorithm for the Transit Transfer of the Mobility Handicapped (교통약자의 대중교통환승을 위한 K경로 알고리즘 적용성 연구)

  • Kim, Eung-Cheol;Kim, Tea-Ho;Choi, Eun-Jin
    • International Journal of Highway Engineering
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    • v.13 no.1
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    • pp.197-206
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    • 2011
  • The Korean government concentrates on supplying public transit facilities for the mobility handicapped. In other hands, increasing needs of transfer information when the mobility handicapped use transit facilities are substantial but not satisfactory as a whole. This study focuses on evaluating the applicability of developed K-path algorithm to provide user-customized route information that could make an active using of public transit while considering the mobility handicapped preferences. Developed algorithm reflects on requirements considering transfer attributes of the mobility handicapped. Trip attributes of the handicapped are addressed distinguished from handicapped types such as transfer walking time, transfer ratio, facility preferences and etc. This study examines the verification and application of the proposed algorithm that searches the least time K-paths by testing on actual subway networks in Seoul metropolitan areas. It is shown that the K-path algorithm is good enough to provide paths that meet the needs of the mobility handicapped and to be adoptable for the future expansion.