• Title/Summary/Keyword: Greedy 기법

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An Information Diffusion Maximization Algorithm Based on Diffusion Probability and Node Degree for Social Networks (소셜 네트워크를 위한 확산 확률과 노드 연결성 기반의 정보 확산 최대화 알고리즘)

  • Linh, Nguyen Duy;Quan, Wenji;Hwang, Junho;Yoo, Myungsik
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.38B no.6
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    • pp.485-491
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    • 2013
  • Recently, with the proliferation of social network services, users and many companies hope that their information spread more faster. In order to study the information diffusion in the social networks, many algorithms such as greedy algorithm and heuristic algorithm have been proposed. However, the greedy algorithm is too complicated to use in real-life social network, and the heuristic algorithms have been studied under the uniform distribution of diffusion probability, which is different from the real social network property. In this paper, we propose an heuristic information diffusion maximization algorithm based on diffusion probability and node degree. For performance evaluation, we use real social network database, and it is verified that our proposed algorithm activates more active nodes than existing algorithms, which enables faster and wider information diffusion.

Cross-layer Design of Packet Scheduling for Real-Time Multimedia Streaming (실시간 멀티미디어 스트리밍을 위한 계층 통합 패킷 스케줄링 기법)

  • Hong, Sung-Woo;Won, You-Jip
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.34 no.11B
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    • pp.1151-1168
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    • 2009
  • Improving packet loss does not necessarily coincide with the improvement in user perceivable QoS because each frame carries different degree of importance. We propose Significance-aware packet scheduling (SAPS) to maximize user perceivable QoS. SAPS carries out two fundamental issues of packet scheduling: "What to transmit" and "When to transmit?" To adapt to the available bandwidth, it is necessarily to transmit the subset of the data packets if the entire set of packets can not be transmitted. "Packet Significance" quantifies the importance of the frame by elaborately incorporating frames' dependency. Greedy approach is used in selecting packets and transmission schedule is determined based on the Packet Significance. The proposed scheme is tested using publicly available MPEG-4 video clips. Decoding engine is embedded in the simulation software and user perceivable QoS is exposeed in termstermiSNR. Throughout the simulation based experiment, the performance of the proposed scheme is compared two other schemes: Size-based packet scheduling and Bit-rate based best effort packet scheduling. SAPS successfully incorporates the semantics of a packet and improves user perceivable QoS significantly. It successfully provides unequal protection to more important packets.

Joint Subcarrier and Power Allocation for a Downlink OFDMA Relay Network in Multi-Cell Environments (다중 셀 환경에서 하향 링크 OFDMA 중계 네트워크를 위한 부반송파 및 전력 할당 기법)

  • Choi, Dong-Wook;Lee, Jae-Hong
    • Journal of Broadcast Engineering
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    • v.15 no.2
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    • pp.173-181
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    • 2010
  • In this paper, we propose a new resource allocation scheme for an OFDMA relay network with multicells. In the proposed scheme, by sharing the channel state information (CSI) between base stations, resources are allocated to users and relays to maximize the overall sum of the achievable rate under fairness constraints. In order to reduce the computational complexity, a resource allocation scheme is proposed by separating subcarrier allocation and power allocation into two parts. First of all, by considering inter-cell interference (ICI), a subcarrier is allocated to a user-relay pair, and power is allocated relays. Simulation results show that the proposed scheme achieves higher spectral efficiency per subcarrier than the static scheme and reduces the outage probability compared to the static and greedy schemes.

Garbage Collection Method for NAND Flash Memory based on Analysis of Page Ratio (페이지 비율 분석 기반의 NAND 플래시 메모리를 위한 가비지 컬렉션 기법)

  • Lee, Seung-Hwan;Ok, Dong-Seok;Yoon, Chang-Bae;Lee, Tae-Hoon;Chung, Ki-Dong
    • Journal of KIISE:Computing Practices and Letters
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    • v.15 no.9
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    • pp.617-625
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    • 2009
  • NAND flash memory is widely used in embedded systems because of many attractive features, such as small size, light weight, low power consumption and fast access speed. However, it requires garbage collection, which includes erase operations. Erase operation is very slow. Besides, the number of the erase operations allowed to be carried out for each block is limited. The proposed garbage collection method focuses on minimizing the total number of erase operations, the deviation value of each block and the garbage collection time. NAND flash memory consists of pages of three types, such as valid pages, invalid pages and free pages. In order to achieve above goals, we use a page rate to decide when to do garbage collection and to select the target victim block. Additionally, We implement allocating method and group management method. Simulation results show that the proposed policy performs better than Greedy or CAT with the maximum rate at 82% of reduction in the deviation value of erase operation and 75% reduction in garbage collection time.

Sentence Recommendation Using Beam Search in a Military Intelligent Image Analysis System (군사용 지능형 영상 판독 시스템에서의 빔서치를 활용한 문장 추천)

  • Na, Hyung-Sun;Jeon, Tae-Hyeon;Kang, Hyung-Seok;Ahn, Jinhyun;Im, Dong-Hyuk
    • KIPS Transactions on Software and Data Engineering
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    • v.10 no.11
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    • pp.521-528
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    • 2021
  • Existing image analysis systems in use in the military field are carried out by readers analyzing and identifying images themselves, writing and disseminating related content, and in this process, repetitive tasks are frequent, resulting in workload. In this paper, to solve the previous problem, we proposed an algorithm that can operate the Seq2Seq model on a word basis, which operates on a sentence basis, and applied the Attention technique to improve accuracy. In addition, by applying the Beam Search technique, we would like to recommend various current identification sentences based on the past identification contents of a specific area. It was confirmed through experiments that the Beam Search technique recommends sentences more effectively than the existing greedy Search technique, and confirmed that the accuracy of recommendation increases when the size of Beam is large.

A Statistical Detection Method to Detect Abnormal Cluster Head Election Attacks in Clustered Wireless Sensor Networks (클러스터 기반 WSN에서 비정상적인 클러스터 헤드 선출 공격에 대한 통계적 탐지 기법)

  • Kim, Sumin;Cho, Youngho
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.32 no.6
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    • pp.1165-1170
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    • 2022
  • In WSNs, a clustering algorithm groups sensor nodes on a unit called cluster and periodically selects a cluster head (CH) that acts as a communication relay on behalf of nodes in each cluster for the purpose of energy conservation and relay efficiency. Meanwhile, attack techniques also have emerged to intervene in the CH election process through compromised nodes (inside attackers) and have a fatal impact on network operation. However, existing countermeasures such as encryption key-based methods against outside attackers have a limitation to defend against such inside attackers. Therefore, we propose a statistical detection method that detects abnormal CH election behaviors occurs in a WSN cluster. We design two attack methods (Selfish and Greedy attacks) and our proposed defense method in WSNs with two clustering algorithms and conduct experiments to validate our proposed defense method works well against those attacks.

Improving Classification Accuracy in Hierarchical Trees via Greedy Node Expansion

  • Byungjin Lim;Jong Wook Kim
    • Journal of the Korea Society of Computer and Information
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    • v.29 no.6
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    • pp.113-120
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    • 2024
  • With the advancement of information and communication technology, we can easily generate various forms of data in our daily lives. To efficiently manage such a large amount of data, systematic classification into categories is essential. For effective search and navigation, data is organized into a tree-like hierarchical structure known as a category tree, which is commonly seen in news websites and Wikipedia. As a result, various techniques have been proposed to classify large volumes of documents into the terminal nodes of category trees. However, document classification methods using category trees face a problem: as the height of the tree increases, the number of terminal nodes multiplies exponentially, which increases the probability of misclassification and ultimately leads to a reduction in classification accuracy. Therefore, in this paper, we propose a new node expansion-based classification algorithm that satisfies the classification accuracy required by the application, while enabling detailed categorization. The proposed method uses a greedy approach to prioritize the expansion of nodes with high classification accuracy, thereby maximizing the overall classification accuracy of the category tree. Experimental results on real data show that the proposed technique provides improved performance over naive methods.

Greedy Precedent Frame Transmission Technique in VOD System (VoD 시스템에서 탐욕적 선행 전송 기법)

  • Lee, Joa-Hyoung;Jung, In-Bum
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.14 no.3
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    • pp.603-612
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    • 2010
  • Recently, with the advance of computing and networking technique, the high speed internet becomes widespread, however, it is still hard job to do streaming the media which requires high network bandwidth over the internet. Previous VoD system researches for streaming over the internet mainly proposed techniques that controls the QoS(Quality of Service) of the media in proportion to the network status. Though, this could be the solution for the service provider while the service user who wants constant QoS may not satisfy with variable QoS. In the paper, we propose greedy precedent frame transmission technique, GPFT, for guarantee of constant QoS. In GPFT, Streaming VoD server prefetches precedent frames and transmits the frame greedily by increasing the frame transmission rate while the available network bandwidth is high. The GPFT uses the prefetched precedent frames to guarantee the QoS while the available network bandwidth is low. The experiment result shows that the proposed GPFT could guarantee the constant QoS by prefetching the frames adaptively to the network bandwidth with the characteristic of video stream.

An Enhanced Greedy Message Forwarding Protocol for High Mobile Inter-vehicular Communications (고속으로 이동하는 차량간 통신에서 향상된 탐욕 메시지 포워딩 프로토콜)

  • Jang, Hyun-Hee;Yu, Suk-Dae;Park, Jae-Bok;Cho, Gi-Hwan
    • Journal of the Institute of Electronics Engineers of Korea TC
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    • v.46 no.3
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    • pp.48-58
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    • 2009
  • Geo-graphical routing protocols as GPSR are known to be very suitable and useful for vehicular ad-hoc networks. However, a corresponding node can include some stale neighbor nodes being out of a transmission range, and the stale nodes are pone to get a high priority to be a next relay node in the greedy mode. In addition, some useful redundant information can be eliminated during planarization in the recovery mode. This paper deals with a new recovery mode, the Greedy Border Superiority Routing(GBSR), along with an Adaptive Neighbor list Management(ANM) scheme. Each node can easily treat stale nodes on its neighbor list by means of comparing previous and current Position of a neighbor. When a node meets the local maximum, it makes use of a border superior graph to recover from it. This approach improve the packet delivery ratio while it decreases the time to recover from the local maximum. We evaluate the performance of the proposed methods using a network simulator. The results shown that the proposed protocol reveals much better performance than GPSR protocol. Please Put the of paper here.

A Multi Path Routing Scheme for Data Aggregation in Wireless Sensor Networks (무선 센서 네트워크에서 데이터 병합을 위한 다중 경로 라우팅 기법)

  • Son, Hyeong-Seo;Kim, Yeong-Gyun;Lee, Won-Joo;Jeon, Chang-Ho
    • Proceedings of the Korean Information Science Society Conference
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    • 2007.06d
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    • pp.379-383
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    • 2007
  • 무선 센서 네트워크에서는 네트워크 부하를 줄이기 위해 다수의 소스 노드가 전송한 데이터를 중간 노드에서 병합하여 전송하는 라우팅 기법을 사용한다. 기존의 DD-G(Directed Diffusion-Greedy) 데이터 병합 라우팅 기법은 데이터 병합 노드의 에너지 효율을 고려하여 단일 경로를 구축함으로써 에너지 소모를 줄일 수 있었다. 하지만 싱크 노드에 근접할수록 에너지 소모가 집중되거나 통신 지연이 증가하는 문제점이 있다. 이러한 문제점을 해결하기 위해 본 논문에서는 부하 분산을 고려하여 다중 데이터 병합 경로를 구축하는 새로운 데이터 병합 라우팅 기법을 제안한다. 이 기법은 싱크 노드 주변의 네트워크 부하집중을 분산시키고, 데이터 손실에 대한 재전송 비용을 감소시키기 위해 다중 경로를 이용한다.

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