• Title/Summary/Keyword: C4.5 algorithm

Search Result 296, Processing Time 0.031 seconds

Development of MR Compatible Coaxial-slot Antenna for Microwave Hyperthermia (초고주파 가열치료를 위한 MR 호환 동축 슬롯 안테나의 개발)

  • Kim, T.H.;Chun, S.I.;Han, Y.H.;Kim, D.H.;Mun, C.W.
    • Journal of Biomedical Engineering Research
    • /
    • v.30 no.4
    • /
    • pp.333-340
    • /
    • 2009
  • MR compatible coaxial-slot antenna for microwave hyperthermia was developed while its structure and size of each part were determined by computer simulation using finite element method(FEM). Its local heating performance was evaluated using tissue-mimic phantom and swine muscles. 2% agarose gel mixed with 6mM/$\ell$ $MnCl_2$ as a biological tissue-mimic phantom was heated by the proposed antenna driven by a 2.45GHz microwave generator. The temperature changes of the phantom were monitored using multi-channel digital thermometer at the distance of 0mm, 5mm, 10mm and 20mm from the tip center of the antenna. Also muscle tissue of swine was heated for 2 and 5minutes with 50W and 30W of microwave generator powers, respectively, to evaluate the local heating performance of the antenna. MRI compatibility was also verified by acquiring MR images and MR temperature map. MR signals were acquired from the agarose gel phantom using $T2^*$ GRE sequence with 1.5T clinical MRI scanner(Signa Echospeed, GE, Milwaukee, WI, U.S.A.) at Pusan Paik Hospital and were transferred to PC in order to reconstruct MR images and temperature map using proton resonance frequency(PRF) method and laboratory-developed phase unwrapping algorithm. Authors found that it has no severe distortion due to the antenna inserted into the phantom. Finally, we can conclude that the suggested coaxial-slot antenna has an excellent local heating performance for both of tissue-mimic phantom and swine muscle, and it is compatible to 1.5T MRI scanner.

A Study on Laser Scan Path Generation for Improving the Precision of Stereolithographic Parts (광조형물의 정밀도 향상을 위한 Laser주사경로 생성에 관한 연구)

  • Park, H.T.;Lee, S.H.
    • Journal of the Korean Society for Precision Engineering
    • /
    • v.13 no.12
    • /
    • pp.142-150
    • /
    • 1996
  • Nowadays, as the development paeiod of new products becomes even shorter, the importance of Rapid Prototyping Technology(RPT) has been rapidly increased. The major application of RPT is an early verification of product designs and quick production of prototypes for testing. Moreover, RPT is applied not only as a second tooling process such as mold making and investment casting but also as a creating some physical structure in medical field. Despite the remarkable progress of RPT, it is required to improve various problems resulting from application such as production time, accuracy and materials. This paper presents a laser scan path generation for accuracy of stereolithographicparts The methodology of laser scan path generation is discussed based on the stereolithography, The procedure of this research is as follows : 1) Input laser scanning conditions such as a laser beam diameter and a laser scanning interval, 2) Reconstruct original contours without self intersecting offset, 3) Calculate offset about reconstructed contours, 4) Calculate intersection points between horizontal or vertical lines and offset contours for internal hatch, 5) Decide laser shutter on/off points. The algorithm developed and programmed by C language is verified as an efficient method after testing a number of STL files of mechanical parts.

  • PDF

Neural network rule extraction for credit scoring

  • Bart Baesens;Rudy Setiono;Lille, Valerina-De;Stijn Viaene
    • Proceedings of the Korea Inteligent Information System Society Conference
    • /
    • 2001.01a
    • /
    • pp.128-132
    • /
    • 2001
  • In this paper, we evaluate and contrast four neural network rule extraction approaches for credit scoring. Experiments are carried our on three real life credit scoring data sets. Both the continuous and the discretised versions of all data sets are analysed The rule extraction algorithms, Neurolonear, Neurorule. Trepan and Nefclass, have different characteristics, with respect to their perception of the neural network and their way of representing the generated rules or knowledge. It is shown that Neurolinear, Neurorule and Trepan are able to extract very concise rule sets or trees with a high predictive accuracy when compared to classical decision tree(rule) induction algorithms like C4.5(rules). Especially Neurorule extracted easy to understand and powerful propositional if -then rules for all discretised data sets. Hence, the Neurorule algorithm may offer a viable alternative for rule generation and knowledge discovery in the domain of credit scoring.

  • PDF

A Study on Ventilation Characteristics of LNG Carrier Hood room by PIV and CFD (PIV와 CFD에 의한 LNG선박의 Hood room 환기특성에 관한 연구)

  • Cho, D.H.;Kim, D.C.;Kim, M.E.;Lee, Y.H.
    • Proceedings of the KSME Conference
    • /
    • 2000.04b
    • /
    • pp.673-679
    • /
    • 2000
  • LNG Carriers are currently known as sole commercial means of shipping natural gas on the sea. They are designed to proven dangerous explosion for shipping a lot of gas over long distance. In this study. In this study, a scaled model chamber was made to investigate ventilation characteristics of the hood room in LNG carrier. Experimental study was performed in model using visualization equipments with laser apparatus and image intensifier CCD camera gated by an AOM controller Twelve different kinds of measuring area were selected as experimental condition. Instant simultaneous velocity vectors at whole field were measured by using 2-D PIV system which software adopts two-frame grey-level cross correlation algorithm. To look into stagnation area of hood room for LNG carrier, a three-dimensional numerical simulation with standard ${\kappa}-{\varepsilon}$ model was carried out by using PHOENICS for three kinds of Reynolds number, $6.5{\times}10^3$, $9.7{\times}10^3\;and\;1.29{\times}10^4$, based on the cavity inlet velocity and cavity height. The flow pattern showed the large scale counter-clockwise forced-vortex rotated at center area, small eddies at each corner and stagnation area located at left-back upper side of model.

  • PDF

A Novel Feature Selection Method in the Categorization of Imbalanced Textual Data

  • Pouramini, Jafar;Minaei-Bidgoli, Behrouze;Esmaeili, Mahdi
    • KSII Transactions on Internet and Information Systems (TIIS)
    • /
    • v.12 no.8
    • /
    • pp.3725-3748
    • /
    • 2018
  • Text data distribution is often imbalanced. Imbalanced data is one of the challenges in text classification, as it leads to the loss of performance of classifiers. Many studies have been conducted so far in this regard. The proposed solutions are divided into several general categories, include sampling-based and algorithm-based methods. In recent studies, feature selection has also been considered as one of the solutions for the imbalance problem. In this paper, a novel one-sided feature selection known as probabilistic feature selection (PFS) was presented for imbalanced text classification. The PFS is a probabilistic method that is calculated using feature distribution. Compared to the similar methods, the PFS has more parameters. In order to evaluate the performance of the proposed method, the feature selection methods including Gini, MI, FAST and DFS were implemented. To assess the proposed method, the decision tree classifications such as C4.5 and Naive Bayes were used. The results of tests on Reuters-21875 and WebKB figures per F-measure suggested that the proposed feature selection has significantly improved the performance of the classifiers.

Progress Report : Quantifying and Classifying Peculiarity of Cluster Galaxies

  • Oh, Seulhee;Yi, Sukyoung K.;Sheen, Yun-Kyeong;Kyeong, Jaemann;Sung, Eon-Chang;Ho, Luis C.;Kim, Minjin;Park, Byeong-Gon
    • The Bulletin of The Korean Astronomical Society
    • /
    • v.38 no.1
    • /
    • pp.42.1-42.1
    • /
    • 2013
  • In the LCDM paradigm, hierarchical merging is thought to play a key role in the formation and evolution of massive galaxies. Theoretical and observational studies suggest that massive galaxies started forming at high redshifts and were assembled via numerous mergers. Galaxy clusters are the sites where the most massive galaxies are found and the most dramatic merger histories are embedded. The previous work of Sheen et al. (2012) identified via visual inspection many massive galaxies with merger features in clusters, which surprised the community. In this study we aim to quantify peculiarity of galaxies to pin down the merger frequency in cluster environments more objectively. We have performed optical deep imaging of 4 Abell clusters by using IMACS f/2 on a Magellan Badde 6.5-m telescope. For the galaxies in our data, we applied GALFIT algorithm, which fits analytic models to galaxy data, and we analyzed their residuals. We present the preliminary results of our sample galaxies.

  • PDF

Data Clustering Algorithm Adaptive to Data Forms (데이터 형태에 적응하는 클러스터링 알고리즘)

  • Lee, K.H.;Lee, K.C.
    • Proceedings of the Korea Information Processing Society Conference
    • /
    • 2000.10b
    • /
    • pp.1433-1436
    • /
    • 2000
  • 클러스터링에 있어서 k-means[7], DBSCAN[2], CURE[4], ROCK[5], PAM[8], 같은 기존의 알고리즘은 원형이나 타원형 등의 어느 고정된 모양에 의해 클러스터를 결정한다. 만약 클러스터 하려는 데이터의 분포가 우연히 알고리즘의 결정된 모양과 일치하면 정확한 해를 얻을 수 있다. 하지만 자연적인 데이터의 분포에서는 발생하기 어렵다. 데이터의 형태를 추적하여 이러한 문제점을 해결한 CHAMELEON[1] 알고리즘이 최근에 발표되었다. 하지만 모양에는 독립적이나 데이터의 양이 증가함에 따라 소요되는 시간이 폭발적으로 증가한다. 이것은 기존의 마이닝 데이터들이 대용량이라는 것을 고려하면 현실에 적용하기 힘든 문제점이 있다. 이러한 문제점을 해결하기 위해 본 논문에서는 K-means[7]]를 이용한 대표를 선출하는 방법으로 CHAMELEON[1]의 문제점 개선(EF-CHAMELEON)을 시도하였으며 여러 자연적인 형태의 도형들은 아주 작은 원형들의 집합으로 구성 될 수 있다는 생각을 기본으로 잡음에 영향을 받지 않을 정도로 아주 작은 초기 다수의 소형 클러스터를 K-mean을 이용하여 구성하고 이를 다시 크러스터간의 상대적인 거리를 이용하여 다시 머지 하는 방법으로 모양에 의존적인 문제를 해결하며 비교사 학습(unsupervised learning)에 충실하기 위해 임계값을 적용 적정 단계에서 알고리즘을 멈추게 한 ADF 알고리즘을 소개한다. 실험 데이터는 기존의 여러 클러스터링 알고리즘이 판별 할 수 없었던 다양한 모양을 가지고있는 2차원 배열을 사용하여 ADF. CHAMELEON[1], EF-CHAMELEON,의 성능을 비교하였다.

  • PDF

Evaluating efficiency of Coaxial MLC VMAT plan for spine SBRT (Spine SBRT 치료시 Coaxial MLC VMAT plan의 유용성 평가)

  • Son, Sang Jun;Mun, Jun Ki;Kim, Dae Ho;Yoo, Suk Hyun
    • The Journal of Korean Society for Radiation Therapy
    • /
    • v.26 no.2
    • /
    • pp.313-320
    • /
    • 2014
  • Purpose : The purpose of the study is to evaluate the efficiency of Coaxial MLC VMAT plan (Using $273^{\circ}$ and $350^{\circ}$ collimator angle) That the leaf motion direction aligned with axis of OAR (Organ at risk, It means spinal cord or cauda equine in this study.) compare to Universal MLC VMAT plan (using $30^{\circ}$ and $330^{\circ}$ collimator angle) for spine SBRT. Materials and Methods : The 10 cases of spine SBRT that treated with VMAT planned by Coaxial MLC and Varian TBX were enrolled. Those cases were planned by Eclipse (Ver. 10.0.42, Varian, USA), PRO3 (Progressive Resolution Optimizer 10.0.28) and AAA (Anisotropic Analytic Algorithm Ver. 10.0.28) with coplanar $360^{\circ}$ arcs and 10MV FFF (Flattening filter free). Each arc has $273^{\circ}$ and $350^{\circ}$ collimator angle, respectively. The Universal MLC VMAT plans are based on existing treatment plans. Those plans have the same parameters of existing treatment plans but collimator angle. To minimize the dose difference that shows up randomly on optimizing, all plans were optimized and calculated twice respectively. The calculation grid is 0.2 cm and all plans were normalized to the target V100%=90%. The indexes of evaluation are V10Gy, D0.03cc, Dmean of OAR (Organ at risk, It means spinal cord or cauda equine in this study.), H.I (Homogeneity index) of the target and total MU. All Coaxial VMAT plans were verified by gamma test with Mapcheck2 (Sun Nuclear Co., USA), Mapphan (Sun Nuclear Co., USA) and SNC patient (Sun Nuclear Co., USA Ver 6.1.2.18513). Results : The difference between the coaxial and the universal VMAT plans are follow. The coaxial VMAT plan is better in the V10Gy of OAR, Up to 4.1%, at least 0.4%, the average difference was 1.9% and In the D0.03cc of OAR, Up to 83.6 cGy, at least 2.2 cGy, the average difference was 33.3 cGy. In Dmean, Up to 34.8 cGy, at least -13.0 cGy, the average difference was 9.6 cGy that say the coaxial VMAT plans are better except few cases. H.I difference Up to 0.04, at least 0.01, the average difference was 0.02 and the difference of average total MU is 74.1 MU. The coaxial MLC VMAT plan is average 74.1 MU lesser then another. All IMRT verification gamma test results for the coaxial MLC VMAT plan passed over 90.0% at 1mm / 2%. Conclusion : Coaxial MLC VMAT treatment plan appeared to be favorable in most cases than the Universal MLC VMAT treatment planning. It is efficient in lowering the dose of the OAR V10Gy especially. As a result, the Coaxial MLC VMAT plan could be better than the Universal MLC VMAT plan in same MU.

Hybrid Error Concealment Algorithm for Intra-Frame in H.264 (H.264의 인트라 프레임을 위한 하이브리드 에러 은닉 알고리즘)

  • Yim Chang-Hoon;Kim Won-Jung;Lim Hye-Sook
    • The Journal of Korean Institute of Communications and Information Sciences
    • /
    • v.31 no.8C
    • /
    • pp.777-785
    • /
    • 2006
  • H.264 is the prominent video coding standard in various applications such as real-time video streaming and digital multimedia broadcasting, since it provides enhanced compression performance, error resilience tools, and network adaptation. Since compressed video stream is vulnerable to packet loss, error resilience and error concealment(EC) tools are essential for the transmission of video over the Internet. In this paper, we first propose a simple temporal EC method that improves the EC performance for intra-frame in H.264 when the amount of motion is relatively small. Then we propose a new hybrid EC method for intra-frame in H.264, which combines the spatial EC and temporal EC adaptively. The simulations are performed in packet-lossy environments, and the proposed hybrid EC method shows about 0.5-4dB PSNR improvement compared to the conventional spatial EC method that is used for intra-frame in H.264.

A Study on the Development, Performance and Reliability Certification for Fire Detection System in Outdoor Area (옥외형 화재경보시스템의 개발과 성능시험에 관한 연구)

  • Baek, Dong-Hyun;Ghil, Min-Sik
    • Fire Science and Engineering
    • /
    • v.27 no.5
    • /
    • pp.15-18
    • /
    • 2013
  • This paper is concerned with the Performance and Reliability Certification for fire detection system in outdoor area such small and middle sized cultural assets, natural monument and outdoor facilities. Especially, if a fire were to occur in vulnerable area, it is difficulty to detect a fire. therefore we propose a high efficiency and low cost unmanned fire detection system in capable of an early detection regardless spontaneously fire or firebug. for Adoption of Intelligent Fire Detection System with movable and unmanned function breaking from the existing Conventional Fire Detection System, this Range of R&D includes the Performance test, Function test, Field test, Flame Detection test and EMI/EMS Compliance test. the Result data of Performance test, Function test and Field test is generally good during 3 months. also we checked that thermal variation test and EMI/EMS compliance test are good result data within allowable range. As a result of general test, we verified improvement results that the measure distance of fire detection extend 75 m, the Power of waiting time increase 4 hours, the Power of operation time increase 3 days and the context awareness with video as well as sensors.