• 제목/요약/키워드: robust analysis

검색결과 2,101건 처리시간 0.03초

재난 후 근골격계 통증에 침치료의 유효성: 체계적 문헌고찰 (Effectiveness of Acupuncture in the Treatment of Post-Disaster Musculoskeletal Pain: A Systematic Review)

  • 김가현;최성원;홍혜원;윤주영;김용준;김정현
    • 한방재활의학과학회지
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    • 제33권3호
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    • pp.135-148
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    • 2023
  • Objectives To investigate the effectiveness of acupuncture in the treatment of post-disaster musculoskeletal pain by reviewing relevant clinical studies. Methods A systematic search was conducted across 10 electronic databases to identify relevant clinical studies on acupuncture treatment for post-disaster musculoskeletal pain until May 2023. The methodological quality was evaluated using the Cochrane Risk of Bias 2 and Risk of Bias Assessment tool for non-randomized studies tools. Results Six articles were analyzed, including two randomized controlled trials (RCTs), two before-after studies, one qualitative research, and one case series. Overall, acupuncture therapy showed some improvement in pain scale among musculoskeletal pain survivors. However, no significant improvement was observed in the Short-Form McGill Pain Questionnaire (SF-MPQ-2). Subgroup analysis of participants who completed at least four acupuncture sessions revealed a significant effect on the SFMPQ-2. Additionally, a significant improvement in 36-Item Short Form Survey (SF36P) was observed after 6 months of treatment, but the 2-month treatment period did not show statistically significant effects on SF-36P improvement. The evaluation of the methodological quality of the RCTs identified some concerns of bias. Conclusions The results suggest that acupuncture is effective in alleviating post-disaster musculoskeletal pain. However, considering the limited number of selected studies and the inclusion of subjective evaluation measures, caution should be exercised in interpreting the results. Further large-scale follow-up studies are needed to determine the optimal frequency and duration of acupuncture treatment. Well-designed controlled trials should be conducted to provide more robust evidence regarding the effectiveness of acupuncture for post-disaster musculoskeletal pain.

기상청 기후예측시스템(GloSea)의 앙상블 확대를 통해 살펴본 신호대잡음의 역설적 특징(Signal-to-Noise Paradox)과 예측 스킬의 한계 (Characteristics of Signal-to-Noise Paradox and Limits of Potential Predictive Skill in the KMA's Climate Prediction System (GloSea) through Ensemble Expansion)

  • 현유경;박연희;이조한;지희숙;부경온
    • 대기
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    • 제34권1호
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    • pp.55-67
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    • 2024
  • This paper aims to provide a detailed introduction to the concept of the Ratio of Predictable Component (RPC) and the Signal-to-Noise Paradox. Then, we derive insights from them by exploring the paradoxical features by conducting a seasonal and regional analysis through ensemble expansion in KMA's climate prediction system (GloSea). We also provide an explanation of the ensemble generation method, with a specific focus on stochastic physics. Through this study, we can provide the predictability limits of our forecasting system, and find way to enhance it. On a global scale, RPC reaches a value of 1 when the ensemble is expanded to a maximum of 56 members, underlining the significance of ensemble expansion in the climate prediction system. The feature indicating RPC paradoxically exceeding 1 becomes particularly evident in the winter North Atlantic and the summer North Pacific. In the Siberian Continent, predictability is notably low, persisting even as the ensemble size increases. This region, characterized by a low RPC, is considered challenging for making reliable predictions, highlighting the need for further improvement in the model and initialization processes related to land processes. In contrast, the tropical ocean demonstrates robust predictability while maintaining an RPC of 1. Through this study, we have brought to attention the limitations of potential predictability within the climate prediction system, emphasizing the necessity of leveraging predictable signals with high RPC values. We also underscore the importance of continuous efforts aimed at improving models and initializations to overcome these limitations.

Deep learning-based automatic segmentation of the mandibular canal on panoramic radiographs: A multi-device study

  • Moe Thu Zar Aung;Sang-Heon Lim;Jiyong Han;Su Yang;Ju-Hee Kang;Jo-Eun Kim;Kyung-Hoe Huh;Won-Jin Yi;Min-Suk Heo;Sam-Sun Lee
    • Imaging Science in Dentistry
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    • 제54권1호
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    • pp.81-91
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    • 2024
  • Purpose: The objective of this study was to propose a deep-learning model for the detection of the mandibular canal on dental panoramic radiographs. Materials and Methods: A total of 2,100 panoramic radiographs (PANs) were collected from 3 different machines: RAYSCAN Alpha (n=700, PAN A), OP-100 (n=700, PAN B), and CS8100 (n=700, PAN C). Initially, an oral and maxillofacial radiologist coarsely annotated the mandibular canals. For deep learning analysis, convolutional neural networks (CNNs) utilizing U-Net architecture were employed for automated canal segmentation. Seven independent networks were trained using training sets representing all possible combinations of the 3 groups. These networks were then assessed using a hold-out test dataset. Results: Among the 7 networks evaluated, the network trained with all 3 available groups achieved an average precision of 90.6%, a recall of 87.4%, and a Dice similarity coefficient (DSC) of 88.9%. The 3 networks trained using each of the 3 possible 2-group combinations also demonstrated reliable performance for mandibular canal segmentation, as follows: 1) PAN A and B exhibited a mean DSC of 87.9%, 2) PAN A and C displayed a mean DSC of 87.8%, and 3) PAN B and C demonstrated a mean DSC of 88.4%. Conclusion: This multi-device study indicated that the examined CNN-based deep learning approach can achieve excellent canal segmentation performance, with a DSC exceeding 88%. Furthermore, the study highlighted the importance of considering the characteristics of panoramic radiographs when developing a robust deep-learning network, rather than depending solely on the size of the dataset.

과학 교과서 개발 과정에서 교육과정 적용에의 고민과 어려움 -2022 개정 과학과 교육과정의 '통합과학'을 중심으로- (Concerns and Difficulties in Applying the National Curriculum in the Process of Developing Science Textbooks: Focused on 'Integrated Science' of the 2022 Revised National Science Curriculum)

  • 이봉우;박재용;손정우;이기영;최원호;심규철
    • 한국과학교육학회지
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    • 제44권2호
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    • pp.219-229
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    • 2024
  • 본 연구의 목적은 2022 개정 과학과 교육과정에 의한 통합과학 교과서를 개발하는 저자들이 교육과정을 이해하고 적용하는 과정에서 느낀 고민과 어려움을 분석하는 것이다. 이를 위하여 교육과정에 제시된 용어 및 서술어의 이해, 학습 내용의 구성, 탐구 및 활동, 학습내용의 수준과 범위 등으로 범주로 교과서 저자들의 의견 89개를 분석하였다. 분석 결과 교과서 저자들은 학습 내용의 수준과 범위를 정하는데 가장 많은 어려움을 나타내었다. 그리고 용어와 서술어의 중의적 표현과 모호함에 대해 많은 고민과 어려움을 나타내었다. 학습 내용의 구성 측면에서는 성취기준의 반복적 기술, 성취기준의 배열 순서가 학습의 흐름과 일치하지 않은 점과 관련한 어려움이 제시되었으며, 탐구 및 활동과 관련해서는 체험하거나 실제 구현하기 어려운 탐구 활동 제시, 학습량 적정화에 따른 활동 구성의 제약 등과 관련하여 교과서 집필의 어려움이 제시되었다. 국가적으로 양질의 교과서 개발은 양질의 과학 교육을 위해 필요하기 때문에, 교육과정 개발 주체와 교과서 저자와의 교육과정 이해를 위한 소통이 필요하며, 교과서 개발을 위한 지원 체제가 요구된다

공급업체의 흡수능력, 지식창출, 지적자본 및 경쟁우위에 관한 연구 (Research on Supplier's Absorptive Capacity, Knowledge Creation, Intellectual Capital and Competitive Advantage)

  • 왕사초;이염남
    • 디지털융복합연구
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    • 제21권3호
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    • pp.1-14
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    • 2023
  • 변기업은 변화하는 환경 속에서 생존하기 위해 다양한 전략으로 경쟁우위를 창출하고자 한다. 이에, 경쟁우위를 창출하는 방법에 대한 연구도 끊임없이 전개되고 있다. 이러한 상황은 기업의 혁신능력을 강화하도록 촉구하며 또한 지식창출의 변화가 매우 중요한 역할이 되었다는 것을 의미한다. 본 연구는 자원기반 관점을 바탕으로 지적자본과 흡수능력 프레임워크가 경쟁우위에 미치는 영향을 살펴보는 것을 목적으로 한다. 이에, 한국 중소기업의 샘플을 통해 지식흡수능력, 지식 창출, 지적 자본 및 내/외부 소스의 경쟁 우위 사이의 연계를 수행하는지 확인해보고자 한다. 이러한 목적을 검증하기 위해 15개 산업에서 106개의 공급업체의 설문이 수집되었다. 연구 모델은 SEM(구조 방정식 모델링)을 채택하고 AMOS 22를 적용하여 분석하였다. 분석 결과, 모든 가설은 채택되었다. 따라서 본 연구는 흡수 능력이 공급업체의 경쟁 우위를 키우는 데 있어 중요한 요소임을 의미한다. 또한, 지적 자본은 공급업체의 지식 재고의 중요한 구성 요소로 간주되어야 하며, 이것이 경쟁력에 대한 흡수 능력 영향을 크게 강화한다는 것을 제시한다. 향후 연구는 연구 모델을 다양한 국제적 환경이나 다국적 기업에서 검증하여 일반화 가능성을 향상시키는 것을 목표로 할 것이다.

함재기 안전임무수행범주 평가를 위한 함정갑판 공기유동의 CFD 모델링 DB 활용연구 (A Study on the Methodology for Assessment of Safe Operating Envelope on Light Aircraft Carrier Using CFD Modeling Database of Flight Deck Air-wake)

  • 정재환;박동민;조석규;홍사영
    • 대한조선학회논문집
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    • 제61권5호
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    • pp.312-323
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    • 2024
  • This study aims to evaluate the safe operating envelope (SOE) for light aircraft carriers using a computational fluid dynamics (CFD) modeling database of flight deck air-wake. Assessing the SOE is crucial for ensuring the safe operation of carrier-based aircraft, particularly during take-off and landing maneuvers. Traditional methods that only consider relative wind envelopes (RWE) provide basic information but fail to account for the complex airflow patterns over the flight deck. To address this limitation, this research utilizes CFD to analyze the air-wake and integrate these findings into the SOE assessment. Various studies on CFD modeling of airflow around naval ships and aircraft carriers were reviewed, confirming the importance of accurate airflow databases for operational safety. This study employs the KRISO-CVX1 model, a light aircraft carrier designed by the Korea Research Institute of Ships & Ocean Engineering (KRISO), to demonstrate the application of CFD data in SOE evaluations. The methodology involves a detailed analysis of turbulent flow and thermal fields around the carrier deck under different wind speed, direction, and ship speed conditions. The results indicate significant variations in air-wake characteristics depending on the relative wind speed and direction, impacting the operational safety of carrier-based aircraft. This study emphasizes the need for incorporating CFD-based airflow data into SOE assessments to enhance the accuracy and reliability of operational safety evaluations for aircraft carriers. In conclusion, the integration of CFD air-wake modeling databases provides a more comprehensive approach to assessing the SOE, offering improved safety margins for carrier-based aircraft operations. This research is expected to contribute to the development of more robust and precise operational guidelines for naval aviation.

부도예측을 위한 KNN 앙상블 모형의 동시 최적화 (Investigating Dynamic Mutation Process of Issues Using Unstructured Text Analysis)

  • 민성환
    • 지능정보연구
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    • 제22권1호
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    • pp.139-157
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    • 2016
  • 앙상블 분류기란 개별 분류기보다 더 좋은 성과를 내기 위해 다수의 분류기를 결합하는 것을 의미한다. 이와 같은 앙상블 분류기는 단일 분류기의 일반화 성능을 향상시키는데 매우 유용한 것으로 알려져 있다. 랜덤 서브스페이스 앙상블 기법은 각각의 기저 분류기들을 위해 원 입력 변수 집합으로부터 랜덤하게 입력 변수 집합을 선택하며 이를 통해 기저 분류기들을 다양화 시키는 기법이다. k-최근접 이웃(KNN: k nearest neighbor)을 기저 분류기로 하는 랜덤 서브스페이스 앙상블 모형의 성과는 단일 모형의 성과를 개선시키는 데 효과적인 것으로 알려져 있으며, 이와 같은 랜덤 서브스페이스 앙상블의 성과는 각 기저 분류기를 위해 랜덤하게 선택된 입력 변수 집합과 KNN의 파라미터 k의 값이 중요한 영향을 미친다. 하지만, 단일 모형을 위한 k의 최적 선택이나 단일 모형을 위한 입력 변수 집합의 최적 선택에 관한 연구는 있었지만 KNN을 기저 분류기로 하는 앙상블 모형에서 이들의 최적화와 관련된 연구는 없는 것이 현실이다. 이에 본 연구에서는 KNN을 기저 분류기로 하는 앙상블 모형의 성과 개선을 위해 각 기저 분류기들의 k 파라미터 값과 입력 변수 집합을 동시에 최적화하는 새로운 형태의 앙상블 모형을 제안하였다. 본 논문에서 제안한 방법은 앙상블을 구성하게 될 각각의 KNN 기저 분류기들에 대해 최적의 앙상블 성과가 나올 수 있도록 각각의 기저 분류기가 사용할 파라미터 k의 값과 입력 변수를 유전자 알고리즘을 이용해 탐색하였다. 제안한 모형의 검증을 위해 국내 기업의 부도 예측 관련 데이터를 가지고 다양한 실험을 하였으며, 실험 결과 제안한 모형이 기존의 앙상블 모형보다 기저 분류기의 다양화와 예측 성과 개선에 효과적임을 알 수 있었다.

정보시스템의 지속적 사용에서 경험의 역할에 대한 분석 (An Analysis of the Roles of Experience in Information System Continuance)

  • 이웅규
    • Asia pacific journal of information systems
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    • 제21권4호
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    • pp.45-62
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    • 2011
  • The notion of information systems (IS) continuance has recently emerged as one of the most important research issues in the field of IS. A great deal of research has been conducted thus far on the basis of theories adapted from various disciplines including consumer behaviors and social psychology, in addition to theories regarding information technology (IT) acceptance. This previous body of knowledge provides a robust research framework that can already account for the determination of IS continuance; however, this research points to other, thus-far-unelucidated determinant factors such as habit, which were not included in traditional IT acceptance frameworks, and also re-emphasizes the importance of emotion-related constructs such as satisfaction in addition to conscious intention with rational beliefs such as usefulness. Experiences should also be considered one of the most important factors determining the characteristics of information system (IS) continuance and the features distinct from those determining IS acceptance, because more experienced users may have more opportunities for IS use, which would allow them more frequent use than would be available to less experienced or non-experienced users. Interestingly, experience has dual features that may contradictorily influence IS use. On one hand, attitudes predicated on direct experience have been shown to predict behavior better than attitudes from indirect experience or without experience; as more information is available, direct experience may render IS use a more salient behavior, and may also make IS use more accessible via memory. Therefore, experience may serve to intensify the relationship between IS use and conscious intention with evaluations, On the other hand, experience may culminate in the formation of habits: greater experience may also imply more frequent performance of the behavior, which may lead to the formation of habits, Hence, like experience, users' activation of an IS may be more dependent on habit-that is, unconscious automatic use without deliberation regarding the IS-and less dependent on conscious intentions, Furthermore, experiences can provide basic information necessary for satisfaction with the use of a specific IS, thus spurring the formation of both conscious intentions and unconscious habits, Whereas IT adoption Is a one-time decision, IS continuance may be a series of users' decisions and evaluations based on satisfaction with IS use. Moreover. habits also cannot be formed without satisfaction, even when a behavior is carried out repeatedly. Thus, experiences also play a critical role in satisfaction, as satisfaction is the consequence of direct experiences of actual behaviors. In particular, emotional experiences such as enjoyment can become as influential on IS use as are utilitarian experiences such as usefulness; this is especially true in light of the modern increase in membership-based hedonic systems - including online games, web-based social network services (SNS), blogs, and portals-all of which attempt to provide users with self-fulfilling value. Therefore, in order to understand more clearly the role of experiences in IS continuance, analysis must be conducted under a research framework that includes intentions, habits, and satisfaction, as experience may not only have duration-based moderating effects on the relationship between both intention and habit and the activation of IS use, but may also have content-based positive effects on satisfaction. This is consistent with the basic assumptions regarding the determining factors in IS continuance as suggested by Oritz de Guinea and Markus: consciousness, emotion, and habit. The principal objective of this study was to explore and assess the effects of experiences in IS continuance, with special consideration given to conscious intentions and unconscious habits, as well as satisfaction. IN service of this goal, along with a review of the relevant literature regarding the effects of experiences and habit on continuous IS use, this study suggested a research model that represents the roles of experience: its moderating role in the relationships of IS continuance with both conscious intention and unconscious habit, and its antecedent role in the development of satisfaction. For the validation of this research model. Korean university student users of 'Cyworld', one of the most influential social network services in South Korea, were surveyed, and the data were analyzed via partial least square (PLS) analysis to assess the implications of this study. In result most hypotheses in our research model were statistically supported with the exception of one. Although one hypothesis was not supported, the study's findings provide us with some important implications. First the role of experience in IS continuance differs from its role in IS acceptance. Second, the use of IS was explained by the dynamic balance between habit and intention. Third, the importance of satisfaction was confirmed from the perspective of IS continuance with experience.

Studies of Molecular Breeding Technique Using Genome Information on Edible Mushrooms

  • Kong, Won-Sik;Woo, Sung-I;Jang, Kab-Yeul;Shin, Pyung-Gyun;Oh, Youn-Lee;Kim, Eun-sun;Oh, Min-Jee;Park, Young-Jin;Lee, Chang-Soo;Kim, Jong-Guk
    • 한국균학회소식:학술대회논문집
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    • 한국균학회 2015년도 춘계학술대회 및 임시총회
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    • pp.53-53
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    • 2015
  • Agrobacterium tumefaciens-mediated transformation(ATMT) of Flammulina velutipes was used to produce a diverse number of transformants to discover the functions of gene that is vital for its variation color, spore pattern and cellulolytic activity. Futhermore, the transformant pool will be used as a good genetic resource for studying gene functions. Agrobacterium-mediated transformation was conducted in order to generate intentional mutants of F. velutipes strain KACC42777. Then Agrobacterium tumefaciens AGL-1 harboring pBGgHg was transformed into F. velutipes. This method is use to determine the functional gene of F. velutipes. Inverse PCR was used to insert T-DNA into the tagged chromosomal DNA segments and conducting sequence analysis of the F. velutipes. But this experiment had trouble in diverse morphological mutants because of dikaryotic nature of mushroom. It needed to make monokaryotic fruiting varients which introduced genes of compatible mating types. In this study, next generation sequencing data was generated from 28 strains of Flammulina velutipes with different phenotypes using Illumina Hiseq platform. Filtered short reads were initially aligned to the reference genome (KACC42780) to construct a SNP matrix. And then we built a phylogenetic tree based on the validated SNPs. The inferred tree represented that white- and brown- fruitbody forming strains were generally separated although three brown strains, 4103, 4028, and 4195, were grouped with white ones. This topological relationship was consistently reappeared even when we used randomly selected SNPs. Group I containing 4062, 4148, and 4195 strains and group II containing 4188, 4190, and 4194 strains formed early-divergent lineages with robust nodal supports, suggesting that they are independent groups from the members in main clades. To elucidate the distinction between white-fruitbody forming strains isolated from Korea and Japan, phylogenetic analysis was performed using their SNP data with group I members as outgroup. However, no significant genetic variation was noticed in this study. A total of 28 strains of Flammulina velutipes were analyzed to identify the genomic regions responsible for producing white-fruiting body. NGS data was yielded by using Illumina Hiseq platform. Short reads were filtered by quality score and read length were mapped on the reference genome (KACC42780). Between the white- and brown fruitbody forming strains. There is a high possibility that SNPs can be detected among the white strains as homozygous because white phenotype is recessive in F. velutipes. Thus, we constructed SNP matrix within 8 white strains. SNPs discovered between mono3 and mono19, the parental monokaryotic strains of 4210 strain (white), were excluded from the candidate. If the genotypes of SNPs detected between white and brown strains were identical with those in mono3 and mono19 strains, they were included in candidate as a priority. As a result, if more than 5 candidates SNPs were localized in single gene, we regarded as they are possibly related to the white color. In F. velutipes genome, chr01, chr04, chr07,chr11 regions were identified to be associated with white fruitbody forming. White and Brown Fruitbody strains can be used as an identification marker for F. veluipes. We can develop some molecular markers to identify colored strains and discriminate national white varieties against Japanese ones.

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인도네시아 이슬람 극단주의 실태 연구 (A study on the recent trends of Islamic extremism in Indonesia)

  • 윤민우
    • 시큐리티연구
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    • 제50호
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    • pp.175-206
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    • 2017
  • 이 연구는 인도네시아 이슬람 극단주의 역사와 최근의 인도네시아의 국제 이슬람 극단주의의 확산 실태를 조사한다. 이 연구의 수행을 위해서는 인도네시아 이슬람 극단주의 관련 문헌조사와 관련자들의 질적 인터뷰를 병행한다. 문헌조사를 위해서는 미디어 보도, 관련 연구 보고서와 논문 등을 수집하고 활용한다. 질적 인터뷰를 위해서는 국내체류 인도네시아 학생들과 체류자들, 인도네시아인과 결혼한 한국인 배우자들, 인도네시아 현지에서 활동하는 한국인 선교사들 등을 포함한다. 이들에 대한 질적 인터뷰는 30분에서 2시간에 걸쳐 진행되었다. 연구대상의 모집단을 사실상 특정화 할 수 없으며 연구주제의 성격상 인터뷰 대상에 접근이 용이하지 않았기 때문에 편의 샘플과 눈덩이 샘플 추출 방식을 활용하였다. 연구결과에 따르면, 인도네시아의 이슬람 극단주의는 뿌리가 깊고 일반적으로 아프가니스탄, 파키스탄, 이집트, 사우디아라비아 등과 같이 이슬람 극단주의가 공고히 뿌리를 내리고 있는 다른 무슬림 국가들과 유사한 역사적 경험을 공유한다. 즉, 서방 제국주의에 대한 반작용으로 이슬람 원리주의가 시작되었으며, 독립이후 근대국가 발전과정에서 소외되었고 소련-아프간 전쟁을 거치며 극단화 폭력화 하는 과정을 거쳤다. 또한 9.11테러 이후 국제적 이슬람 극단주의 네트워크와 연결되어 글로벌 지하드에 편입되는 발전경로를 보여준다. 이러한 역사적 발전 궤적은 인도네시아의 이슬람 극단주의가 상당히 조직적이고 공고하다는 것을 알려준다. 한편, 최근 들어 IS와 알카에다 등의 국제 이슬람 극단주의 세력의 동아시아 확장전략에 따라 인도네시아로의 침투와 확장이 관찰된다. 이는 특히 인도네시아의 소외되고 낙후한 시골지역에서 보다 뚜렷이 관찰된다. 이러한 인도네시아에서의 국제 이슬람 극단주의 세력의 확산은 지리적 근접성, 국내 상당규모의 이주자 공동체의 존재 등의 사실을 고려할 때 직접적으로 우리 국가에 위협을 미치게 될 것이다. 이러한 맥락에서 인도네시아 내에서의 이슬람 극단주의 확산 동향에 대한 주의와 관심은 시기적으로 매우 필요하다고 볼 수 있다.

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