• Title/Summary/Keyword: Classification for Each

Search Result 3,953, Processing Time 0.035 seconds

The weight analysis research in developing a similarity classification problem of malicious code based on attributes (속성기반 악성코드 유사도 분류 문제점 개선을 위한 가중치 분석 연구)

  • Chung, Yong-Wook;Noh, Bong-Nam
    • Journal of the Korea Institute of Information Security & Cryptology
    • /
    • v.23 no.3
    • /
    • pp.501-514
    • /
    • 2013
  • A grouping process through the similarity comparison is required to effectively classify and respond a malicious code. When we have a use of the past similarity criteria to be used in the comparison method or properties it happens a increased problem of false negatives and false positives. Therefore, in this paper we apply to choose variety of properties to complement the problem of behavior analysis on the heuristic-based of 2nd step in malicious code auto analysis system, and we suggest a similarity comparison method applying AHP (analytic hierarchy process) for properties weights that reflect the decision-making technique. Through the similarity comparison of malicious code, configured threshold is set to the optimum point between detection rates and false positives rates. As a grouping experiment about unknown malicious it distinguishes each group made by malicious code generator. We expect to apply it as the malicious group information which includes a tracing of hacking types and the origin of malicious codes in the future.

COMPARATIVE STUDY OF PANORAMIC MANDIBULAR PARAMETERS IN POSTMENOPAUSAL OSTEOPOROTIC WOMEN (폐경후 골다공증 여성환자에 있어서 파노라마상 하악골 지표에 관한 비교연구)

  • Kim, Cheol-Hun;Shin, Sang-Hun;Yang, Dong-Kyu
    • Journal of the Korean Association of Oral and Maxillofacial Surgeons
    • /
    • v.26 no.5
    • /
    • pp.519-526
    • /
    • 2000
  • Osteoporosis has recently been recognized as a major health problem in the elderly population. The disorder is manifested as a loss of bone mass accompanied by structural alteration of bone and increased incidence of fracture. Mandible also may be affected. So, I evaluated panoramic views of 66 postmenopausal women for finding the possibility of useful diagnostic mandibular parmeters of osteoporosis. To know the correlationship between skeleton and mandible, the average of the bone mineral density of lumbar from 2nd to 4th by the dual energy X-ray absorptiometry(DEXA, LUNAR DPZ. USA), and age and mandibular parameters, that is, the number of residual teeth, alveolar ridge resorption ratio, panoramic mandibular index (PMI), mandibular cortical width (MCW), angular cortical thickness (ACT), ramus cortical thickness (RCT), morphology of mandibular inferior cortical (MIC) were compared. And I divided the all tested women to the osteoporotic group and non-osteoporotic group by the use of T-score -2.0, which was derived from skeletal bone mineral density (BMD). To find the correlationship of the each group with mandibular parameters, t-test and discriminant analysis were done. The results of the t-test were that all parameters were highly related with 2 groups (p<0.05). Especially ACT, MIC, age have had even higher correlationship than others (p<0.001). The results of the discriminant analysis by the use of these ACT, MIC and age were that the discriminant function was Z = -2.973+(-1.447)$\times$(ACT)+1.131$\times$(MIC score)+(0.052)$\times$(age), the cutting score was 0.257 and the classification accuracy was 84.8%. Therefore I suggest that the consideration of the angular cortical thickness (ACT), the age of patient and the morphology of mandibular inferior cortical(MIC) may help find the osteoporosis.

  • PDF

Speech Recognition on Korean Monosyllable using Phoneme Discriminant Filters (음소판별필터를 이용한 한국어 단음절 음성인식)

  • Hur, Sung-Phil;Chung, Hyun-Yeol;Kim, Kyung-Tae
    • The Journal of the Acoustical Society of Korea
    • /
    • v.14 no.1
    • /
    • pp.31-39
    • /
    • 1995
  • In this paper, we have constructed phoneme discriminant filters [PDF] according to the linear discriminant function. These discriminant filters do not follow the heuristic rules by the experts but the mathematical methods in iterative learning. Proposed system. is based on the piecewise linear classifier and error correction learning method. The segmentation of speech and the classification of phoneme are carried out simutaneously by the PDF. Because each of them operates independently, some speech intervals may have multiple outputs. Therefore, we introduce the unified coefficients by the output unification process. But sometimes the output has a region which shows no response, or insensitive. So we propose time windows and median filters to remove such problems. We have trained this system with the 549 monosyllables uttered 3 times by 3 male speakers. After we detect the endpoint of speech signal using threshold value and zero crossing rate, the vowels and consonants are separated by the PDF, and then selected phoneme passes through the following PDF. Finally this system unifies the outputs for competitive region or insensitive area using time window and median filter.

  • PDF

Bearing Multi-Faults Detection of an Induction Motor using Acoustic Emission Signals and Texture Analysis (음향 방출 신호와 질감 분석을 이용한 유도전동기의 베어링 복합 결함 검출)

  • Jang, Won-Chul;Kim, Jong-Myon
    • Journal of the Korea Society of Computer and Information
    • /
    • v.19 no.4
    • /
    • pp.55-62
    • /
    • 2014
  • This paper proposes a fault detection method utilizing converted images of acoustic emission signals and texture analysis for identifying bearing's multi-faults which frequently occur in an induction motor. The proposed method analyzes three texture features from the converted images of multi-faults: multi-faults image's entropy, homogeneity, and energy. These extracted features are then used as inputs of a fuzzy-ARTMAP to identify each multi-fault including outer-inner, inner-roller, and outer-roller. The experimental results using ten times trials indicate that the proposed method achieves 100% accuracy in the fault classification.

The Developement of Liver cancer Vital Sign Information Prediction System using Aptamer Protein Biochip (압타머 단백질 바이오칩을 이용한 간암 진단 생체 정보 예측 시스템 개발)

  • Kim, Gwang-Jun;Lee, Hyoung-Keun
    • The Journal of the Korea institute of electronic communication sciences
    • /
    • v.6 no.6
    • /
    • pp.965-971
    • /
    • 2011
  • As the liver cancer in our country cancerous occurrence frequency to be the gastric cancer in the common cancer, If the case which will be discovered in early rising the treatment record was considered seriously about under the early detection. The system which it sees with the system for the early detection of the liver cancer reacts the blood of the control group other than the patient who is confirmed as the liver cancer and the liver cancer to the biochip and aptamer protein biochip profiles mechanical studying leads and it is a system which it classifies. 1149 each other it reacted blood samples of the control group other than the liver cancer patient who is composed of the total 85 samples and the liver cancer which is composed of 310 samples to the biochip which is composed with different oligo from the present paper and it was a data which it makes acquire worker the neural network it led and it analyzes the classification efficiency of the result 95.38 ~ 97.95% which it was visible.

Correction of Sesamoid after Proximal Metatarsal Osteotomy and Distal Soft Tissue Procedure in Hallux Valgus (무지외반증 치료에서 근위 중족골 절골술과 원위 연부조직 교정술 후 종자골의 교정정도)

  • Jung, Hwa-Jae;Shin, Hun-Kyu;Chang, Il-Sung;Lee, Jong-Keun
    • Journal of Korean Foot and Ankle Society
    • /
    • v.9 no.1
    • /
    • pp.74-80
    • /
    • 2005
  • Purpose: A retrospective review of the radiographs of the proximal metatarsal osteotomy and distal soft tissue procedure for hallux valgus, evaluating the correction of the tibial sesamoid, was undertaken. We evaluated the correlation between the reduction of the tibial sesamoid and the clinical outcomes. Materials and Methods: 17 patients (23 cases) with moderate to severe hallux valgus deformity underwent the proximal metatarsal osteotomy and distal soft tissue procedure. The preoperative and last follow-up radiographs were reviewed according to the tibial sesamoid grade classification recommended by the Research Committee of the American Orthopedic Foot and Ankle Society (AOFAS). We divided them into two groups according to the reduction of the tibial sesamoid. We anaylyzed the clinical outcomes in each group according to Mayo Clinic Forefoot Scoring System (FFSS). Results: In all of the patients, the preoperative tibial sesamoid position were grade 2 or greater. At the last follow-up, 52% (n=12) were grade 1 or less (Group I) and 48% (n=11) were grade 2 or greater (Group II). In group I, the forefoot score was improved from preoperative mean value of 32.0 points to final follow-up value of 66.3 points. In group II, the forefoot score was improved from preoperative mean value of 31.7 points to final follow-up value of 65.9 points. There was no statistical significance between postoperative, average scores in group I and II (p>0.05). Conclusion: The position of the tibial sesamoid was corrected insufficiently in almost half of all cases. In view of clinical outcomes, there was no significant difference between the corrected group and the other group.

  • PDF

Clinicopathological Features and Surgical Treatment of Gastric Cancer in South Korea: The Results of 2009 Nationwide Survey on Surgically Treated Gastric Cancer Patients

  • Jeong, Oh;Park, Young-Kyu
    • Journal of Gastric Cancer
    • /
    • v.11 no.2
    • /
    • pp.69-77
    • /
    • 2011
  • Purpose: In an effort to examine the clinicopathological characteristics of GC and the status of its surgical treatment, the Korean Gastric Cancer Association (KGCA) conducted a nationwide survey targeting surgically-treated gastric cancer patients in 2009. Materials and Methods: A standardized electrical case report was sent to every member institution of the KGCA via E-mail with detailed instructions regarding the survey data. Completed data forms were retrieved from each institution and analyzed by the KGCA information committee. Results: Data on 14,658 patients was collected from 59 institutions. The mean patient age was $59.2{\pm}11.9$ years with a male to female ratio of 2.05 : 1. Lower third cancer (56.0%) was the most common among all gastric cancers. The histological type revealed poorly differentiated adenocarcinoma (34.1%) to be the most common, and the Lauren classification revealed the intestinal type (50.0%) to be the most prevalent. Curative surgery was performed in 92.4% of patients with laparoscopic surgery in 25.8% of patients. A Billroth I reconstruction was performed most frequently after a distal gastrectomy (63.4% of distal gastrectomy). T1 cancers accounted for 57.6% of all cases, and 62.6% of patients showed no lymph node metastasis. Compared to previous reports, it was found that patients are becoming older, laparoscopic surgery is being performed increasingly, and the proportion of T1 cancer is increasing with time. Conclusions: This survey presented the clinicopathological characteristics and current status of the surgical treatment of gastric cancer in Korea. This survey is expected aid research studies as well as planning and evaluation programs targeting cancer control.

Multi-focus Image Fusion Technique Based on Parzen-windows Estimates (Parzen 윈도우 추정에 기반한 다중 초점 이미지 융합 기법)

  • Atole, Ronnel R.;Park, Daechul
    • The Journal of the Institute of Internet, Broadcasting and Communication
    • /
    • v.8 no.4
    • /
    • pp.75-88
    • /
    • 2008
  • This paper presents a spatial-level nonparametric multi-focus image fusion technique based on kernel estimates of input image blocks' underlying class-conditional probability density functions. Image fusion is approached as a classification task whose posterior class probabilities, P($wi{\mid}Bikl$), are calculated with likelihood density functions that are estimated from the training patterns. For each of the C input images Ii, the proposed method defines i classes wi and forms the fused image Z(k,l) from a decision map represented by a set of $P{\times}Q$ blocks Bikl whose features maximize the discriminant function based on the Bayesian decision principle. Performance of the proposed technique is evaluated in terms of RMSE and Mutual Information (MI) as the output quality measures. The width of the kernel functions, ${\sigma}$, were made to vary, and different kernels and block sizes were applied in performance evaluation. The proposed scheme is tested with C=2 and C=3 input images and results exhibited good performance.

  • PDF

Real-Time Object Recognition Using Local Features (지역 특징을 사용한 실시간 객체인식)

  • Kim, Dae-Hoon;Hwang, Een-Jun
    • Journal of IKEEE
    • /
    • v.14 no.3
    • /
    • pp.224-231
    • /
    • 2010
  • Automatic detection of objects in images has been one of core challenges in the areas such as computer vision and pattern analysis. Especially, with the recent deployment of personal mobile devices such as smart phone, such technology is required to be transported to them. Usually, these smart phone users are equipped with devices such as camera, GPS, and gyroscope and provide various services through user-friendly interface. However, the smart phones fail to give excellent performance due to limited system resources. In this paper, we propose a new scheme to improve object recognition performance based on pre-computation and simple local features. In the pre-processing, we first find several representative parts from similar type objects and classify them. In addition, we extract features from each classified part and train them using regression functions. For a given query image, we first find candidate representative parts and compare them with trained information to recognize objects. Through experiments, we have shown that our proposed scheme can achieve resonable performance.

A Study on Crowns of the Sassanian Dynasty, Persia (페르시아 사산조 왕관의 연구)

  • Yi-Chang, Young-Soo
    • Journal of the Korean Society of Costume
    • /
    • v.60 no.6
    • /
    • pp.117-138
    • /
    • 2010
  • This study tries to analyse the type of sasanian crowns by looking into the icons and meanings of various motifs that changed the archetype and shape of the crowns, and the social and political factors that affected those motifs. Based on such analysis, the study is aimed at completing the periodic typology of the sasanian crown. For this study the literature research is combined with the empirical analysis of information. Korymbos which symbolizes globe represented the authority and power of the sasanian kings, but the motif with such meaning was replaced by star motif in the late-sasanian crowns. The basic motifs embellishing the sasanian crown represent Gods, which is interpreted as an attempt to symbolize the relations between Gods and kings. These motifs are found on each king's crown in a different and individual way, which seems because the kings at the time chose the motif that can symbolize their own political intention or spirit. At the early days of the sasanian dynasty, Korymbos motif was highly emphasized on the crowns, and was used throughout the end of the dynasty and then was replaced by star motif. From the mid-4th century, Crescent motif started to be used, which was always shown as the shape supporting Korymbos and star motif on it. Bird wing motif was intermittently used in the early and middle days of the dynasty, and was highly emphasized in the crowns of all the kings in the end of the dynasty. Star motif started to be used in the end of sasanian dynasty.