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Performance Enhancement of Android Malware Classification using PCA (주성분 분석을 활용한 안드로이드 악성코드 분류 성능 향상 방안)

  • Jeon, Dong-Ha;Lee, Soo-Jin
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2022.07a
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    • pp.249-250
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    • 2022
  • 최근 API Call을 기반으로 하는 악성코드 탐지 및 분류에 대한 연구가 활발히 진행되고 있다. 그러나 API Call 기반의 데이터는 방대한 양과 다양한 차원의 특성으로 인해 분석과 학습 모델 구축 측면에서 비효율적인 한계가 있다. 이에 본 연구에서는 방대한 API Call 정보를 포함하고 있는 CICAndMal2020 데이터 세트를 대상으로 기존의 특성 선택 기법이 아닌 주성분 분석(Principal Component Analysis)을 사용하여 차원을 대폭 축소 시킨 후 머신러닝 기법을 적용하여 분류를 시도하였다. 실험 결과 전체 9,503개의 특성을 25개의 주성분(전체 대비 약 0.26% 수준)으로 축소시키고 다중 분류 기준 약 84%의 정확도를 나타냈다. 결과적으로 기존 연구에서의 탐지 모델 대비 정확도, F1-score 등의 성능 향상은 물론 차원 축소 측면에서 매우 향상된 결과를 달성하였다.

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ON THE OPTION PRICES OF EUROPEAN ASIAN ARITHMETICAL OPTION

  • Choi, Won
    • Journal of applied mathematics & informatics
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    • v.7 no.2
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    • pp.597-603
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    • 2000
  • In this paper, we deal with the European Asian Arithmetical option and find the unique rational price associated with option and Asian arithmetical call-put parity.

TDX-1의 호처리용량

  • 유재년;임주환
    • Proceedings of the Korean Institute of Communication Sciences Conference
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    • 1986.04a
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    • pp.151-155
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    • 1986
  • In this paper, we present the test result of TDX-1 call handling capacity. This result shown that the TDX-1 call handling capacity is appriximately 135, 000 BHCA.

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Object-Size and Call-Site Tracing based Shared Memory Allocator for False Sharing Reduction in DSM Systems (분산 공유 메모리 시스템에서 거짓 공유를 줄이는 객체-크기 및 호출지-추적 기반 공유 메모리 할당 기법)

  • Lee, Jong-Woo;Park, Young-Ho;Yoon, Yong-Ik
    • Journal of Digital Contents Society
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    • v.9 no.1
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    • pp.77-86
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    • 2008
  • False sharing is a result of co-location of unrelated data in the same unit of memory coherency, and is one source of unnecessary overhead being of no help to keep the memory coherency in multiprocessor systems. Moreover, the damage caused by false sharing becomes large in proportion to the granularity of memory coherency. To reduce false sharing in page-based DSM systems, it is necessary to allocate unrelated data objects that have different access patterns into the separate shared pages. In this paper we propose sized and call-site tracing-based shared memory allocator, shortly SCSTallocator. SCSTallocator places each data object requested from the different call-sites into the separate shared pages, and at the same time places each data object that has different size into different shared pages. Consequently data objects that have the different call-site and different object size prohibited from being allocated to the same shared page. Our observations show that our SCSTallocator outperforms the existing dynamic shared memory allocators. By combining the two existing allocation technique, we can reduce a considerable amount of false sharing misses.

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A Study on Service Process Modeling for the Performance of the Non-face-to-face Call Center (비대면 접점 콜센터의 성과 제고를 위한 서비스 프로세스 모델링에 관한 연구)

  • Cho, Seong-Ho;Park, Kwang-Ho
    • Journal of Digital Convergence
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    • v.12 no.1
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    • pp.149-161
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    • 2014
  • According to the economic advancement, the position of service industry in GDP has increased. Development of service industry has solved the employment issue and derived the activation of the internal market. It has contributed to demand creation in health care, education, and culture, enhancing competition of the manufacturing industry and entire economic development. By the development of information communication technologies, improvement of the quality of life from those, and changes in the competitive environment, customers, from businesses and public agencies, or the customer's needs are increasing. In these circumstances, companies are operating non-face-to-face contact call center for the purpose to communicate with customers, handle customer complaints, attract and retain new customers. In this study, to improve the performance of the non-face-to-face contact call center, this study tried to derive the call center's 'Service Process Modeling' and future policy assignment by analyzing the problem from the research of the service and process summary, performance evaluation, call center evaluation and etc.

Call Admission Control Techniques of Mobile Communication System using SRN Models (SRN 모델을 이용한 이동통신 시스템의 호 수락 제어 기법)

  • 로철우
    • Journal of the Institute of Electronics Engineers of Korea TC
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    • v.39 no.12
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    • pp.529-538
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    • 2002
  • Conventional method to reduce the handoff call blocking probability(PBH) in mobile communication system is to reserve a predetermined number of channels only for handoff calls. To determine the number of reserved channels, an optimization problem, which is generally computationally heavily involved, must be solved. In this Paper, we propose a call admission control (CAC) scheme that can be used to reduce the PBH without reserving channels in advance. For this, we define a new measure, gain, which depends on the state of the system upon the arrival of a new call. The proposed CAC decision rule relies on the gain computed when a new call arrives. SRN, an extended stochastic Petri nets, provides compact modeling facilities for system analysis can be calculated performance index by appropriate reward to the model. In this Paper, we develop SRN models which can perform the CAC with gain. The SRN models are 2 level hierarchical models. The upper layer models are the structure state model representing the CAC and channel allocation methods considering QoS with multimedia traffic The lower layer model Is to compute the gain under the state of the upper layer models.

A Study on Malware Clustering Technique Using API Call Sequence and Locality Sensitive Hashing (API 콜 시퀀스와 Locality Sensitive Hashing을 이용한 악성코드 클러스터링 기법에 관한 연구)

  • Goh, Dong Woo;Kim, Huy Kang
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.27 no.1
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    • pp.91-101
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    • 2017
  • API call sequence analysis is a kind of analysis using API call information extracted in target program. Compared to other techniques, this is advantageous as it can characterize the behavior of the target. However, existing API call sequence analysis has an issue of identifying same characteristics to different function during the analysis. To resolve the identification issue and improve performance of analysis, this study includes the method of API abstraction technique in addition to existing analysis. From there on, similarity between target programs is computed and clustered into similar types by applying LSH to abstracted API call sequence from analyzed target. Thus, this study can attribute in improving the accuracy of the malware analysis based on discovered information on the types of malware identified.

A Study on the Influence of Emotional Labor and Social Support on Airline Call Center Agent Burnout (항공사 콜센터 상담원의 감정노동과 사회적 지원이 소진에 미치는 영향 연구)

  • Kwon, Mi-Kyung;Yoon, Sun-Young
    • Journal of Advanced Navigation Technology
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    • v.15 no.5
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    • pp.808-822
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    • 2011
  • In the subject experiment of this paper, contrary to the existing thesis about the emotional labor of people in the face-to-face service industry, I have chosen call center agents as they are primary first point of contact with customers in the airline industry. The main purpose of this experiment is to understand the relationship in between workplace burnout and emotional labor. In this study, I have investigated the following concepts; the effect of mediation on emotional labor, the different levels of emotional labor, and recommendations for improvement of competitive power to the call center agent as a member of the organization. The main results of experiment are as follows. First, the emotional labor given by the airline call center agents affects the rate of burnout. Second, support from workplace superiors showed that mediation had an effect on the relationship between emotional labor and burnout, however support from co-workers had no effect whatsoever. It is hope that this paper would supply information to give a competitive edge for airline call centers and their agents.

Location Area Design of a Cellular Network with Time-dependent Mobile flow and Call Arrival Rate (시간에 따른 인구유동/호 발생의 변화를 고려한 이동통신 네트워크의 위치영역 설계)

  • Hong Jung-Sik;Jang Jae-Song;Kim Ji-Pyo;Lie Chang-Hoon;Lee Jin-Seung
    • Journal of the Korean Operations Research and Management Science Society
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    • v.30 no.3
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    • pp.119-135
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    • 2005
  • Design of location erea(LA) in a cellular network is to partition the network into clusters of cells so as to minimize the cost of location updating and paging. Most research works dealing with the LA design problem assume that the call. arrival rate and mobile flow rate are fixed parameters which can be estimated independently. In this aspect, most Problems addressed so far are deterministic LA design problems(DLADP), known to be NP hard. The mobile flow and call arrival rate are, however, varying with time and should be treated simultaneously because the call arrival rate in a cell during a day is influenced by the change of a population size of the cell. This Paper Presents a new model on IA design problems considering the time-dependent call arrival and mobile flow rate. The new model becomes a stochastic LA design problem(SLADP) because It takes into account the possibility of paging waiting and blocking caused by the changing call arrival rate and finite paging capacity. Un order to obtain the optimal solution of the LA design problem, the SIADP is transformed Into the DLADP by introducing the utilization factor of paging channels and the problem is solved iteratively until the required paging quality is satisfied. Finally, an illustrative example reflecting the metropolitan area, Seoul, is provided and the optimal partitions of a cell structure are presented.

A Protocol Compression Scheme for Improving Call Processing of Push-To-Talk Service over IMS (IMS망에서 PTT서비스의 통화 처리 성능 향상을 위한 프로토콜 압축 기법)

  • Jung, In-Hwan
    • Journal of Korea Multimedia Society
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    • v.12 no.2
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    • pp.257-271
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    • 2009
  • In this paper, we propose a protocol compression scheme for enhancing the performance of call processing of PTT(Push-to-Talk) which is one of the important services in IMS(IP Multimedia Subsystem), a next generation integrated wired/wireless packet communication network. To service the PTT on an IMS network, it should use the same call setup procedure as legacy Mobile and TRS(Trunked Radio System) networks and have a fast call setup time and enough communication bandwidth because a number of terminals should be able to exchange same data in real time. The proposed A+SigComp scheme reduces the initial call setup delay of SIP by about 10%, which is used by PTT service for call setup. In addition, the A+ROHC scheme is proposed to compress the header of RTP packets transferred during PTT voice transmission and, as a result, about 5% of increase in communication efficiency is observed.

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