• 제목/요약/키워드: level matching

검색결과 593건 처리시간 0.024초

양방향 인재매칭을 위한 BERT 기반의 전이학습 모델 (A BERT-based Transfer Learning Model for Bidirectional HR Matching)

  • 오소진;장문경;송희석
    • Journal of Information Technology Applications and Management
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    • 제28권4호
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    • pp.33-43
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    • 2021
  • While youth unemployment has recorded the lowest level since the global COVID-19 pandemic, SMEs(small and medium sized enterprises) are still struggling to fill vacancies. It is difficult for SMEs to find good candidates as well as for job seekers to find appropriate job offers due to information mismatch. To overcome information mismatch, this study proposes the fine-turning model for bidirectional HR matching based on a pre-learning language model called BERT(Bidirectional Encoder Representations from Transformers). The proposed model is capable to recommend job openings suitable for the applicant, or applicants appropriate for the job through sufficient pre-learning of terms including technical jargons. The results of the experiment demonstrate the superior performance of our model in terms of precision, recall, and f1-score compared to the existing content-based metric learning model. This study provides insights for developing practical models for job recommendations and offers suggestions for future research.

의미적 유사성에 기반한 온톨로지 선택 랭킹 모델 (Ontology Selection Ranking Model based on Semantic Similarity Approach)

  • 오선주;안중호;박진수
    • 한국전자거래학회지
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    • 제14권2호
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    • pp.95-116
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    • 2009
  • 지식 재사용 측면에서 기존의 온톨로지를 재사용할 수 있다면 많은 자원을 절약할 수 있을 것이다. 그러나 기존의 온톨로지를 활용하기 위해서는 보다 발전된 온톨로지 검색 기능이 요구된다. 현재까지 이루어진 관련 연구들에서는 주로 렉시컬 매칭기법을 사용하여 온톨로지를 검색하였다. 그러나 의미적 측면에서 문제점이 있으므로 본 연구에서는 관계의 의미적 유사성에 기반한 온톨로지 선택 랭킹 모델을 제안한다. 본 연구는 개념간 계층 구조와 관계를 온톨로지 검색에 이용함으로써 온톨로지의 선택 랭킹을 효과적이며 실질적으로 개선하였다. 또한 실험을 통해 연구 모델의 결과와 선행 연구의 결과, 온톨로지 전문가의 랭킹 결과를 비교 분석하고 연구 모델의 타당성을 검증하였다. 본 연구 결과는 온톨로지 검색 연구를 이론적으로 발전시켰을 뿐 아니라 실무적인 측면에서 실무자들이 온톨로지를 쉽게 찾아 재사용할 수 있도록 한다.

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파수영역매칭을 통한 링 형상의 음향집적공간 형성 (Ring-shaped Sound Focusing using Wavenumber Domain Matching)

  • 박진영;김양한
    • 한국소음진동공학회:학술대회논문집
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    • 한국소음진동공학회 2006년도 추계학술대회논문집
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    • pp.506-509
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    • 2006
  • Shaped Sound Focusing is defined as the generation of acoustically bright shape in space using multiple sources. The acoustically bright shape is a spatially focused region with relatively high acoustic potential energy level. In view of the energy transfer, acoustical focusing is essential because acoustic energy is very small to use other type of energy. Practically, focused sound shape control not a point is meaningful because there are so many needs to enlarge the focal region especially in clinical uses and others. If focused sound shape can be controlled, it offers various kinds of solutions for clinical uses and others because a regional focusing is essentially needed to reduce a treatment time and enhance the performance of transducers. For making the shaped-sound field, control variables, such as a number of sources, excitation frequency, source positioning, etc., should be taken according to geometrical sound shape. To verify these relations between them, wavenumber domain matching method is suggested because wavenumber spectrum can provide the information of control variables of sources. In this paper, the procedures of shaped sound focusing using wavenumber domain matching and relations between control variables and geometrical sound shape are covered in case of an acoustical ring.

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Dynamic Element Matching을 적용한 Sigma Delta ADC에 관한 연구 (A Study on Sigma Delta ADC using Dynamic Element Matching)

  • 김화영;유장우;이용희;성만영;김규태
    • 한국전기전자재료학회:학술대회논문집
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    • 한국전기전자재료학회 2004년도 하계학술대회 논문집 Vol.5 No.2
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    • pp.1222-1225
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    • 2004
  • This paper presents multibit Sigma-Delta ADC using noise-shaped dynamic element matching(DEM). 5-bit flash ADC for multibit quantization in Sigma Delta modulator offers the following advantages such as lower quantization noise, more accurate white-noise level and more stability over single quantization. For the feedback paths consisting of DAC, the DAC element should have a high matching requirement in order to maintain the linearity performance which can be obtained by the modulator with a multibit quantizer. The DEM algorithm is implemented in such a way as to minimize additional delay within the feedback loop of the modulator Using this algorithm, distortion spectra from DAC linearity errors are shaped. Sigma Delta ADC achieves 82dB signal to noise ratio over 615H7z bandwidth, and 62mW power dissipation at a sampling frequency of 19.6MHz. This Sigma Delta ADC is designed to use 0.25um CMOS technology with 2.5V supply voltage and verified by HSPICE simulation.

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영상 대 영상 매칭을 이용한 한글 문서 영상에서의 단어 검색 (Keyword Spotting on Hangul Document Images Using Image-to-Image Matching)

  • 박상철;손화정;김수형
    • 정보처리학회논문지B
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    • 제12B권3호
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    • pp.357-364
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    • 2005
  • 본 논문에서는 두 단계 이미지 매칭을 이용하여 한글 문서영상에서 사용자 검색어를 빠르고 정확하게 검색할 수 있는 시스템을 제안한다. 본 시스템은 문자 분리, 검색어 영상 생성, 특징 추출 그리고 이미지 매칭 과정으로 구성된다. 매칭 과정에서 차원이 다른 두 가지 특징 벡터를 이용한다. 8쪽 분량의 문서 영상을 한국정보과학회 웹사이트에서 다운로드하였고, 그 문서로부터 1600개의 한글단어 영상을 획득하여 실험데이터로 사용하였다 그 결과 제안한 시스템은 기존에 제안된 영상-기반 한글 단어 검색 시스템보다 성능이 크게 향상되었음을 알 수 있었다.

Influence of Credit on the Income of Households Borrowing from Banks: Evidence from Vietnam Bank for Agriculture and Rural Development, Kien Giang Province

  • Quang Vang, DANG;Viet Thanh Truc, TRAN;Hieu, PHAM;Van Nam, MAI;Quoc Duy, VUONG
    • The Journal of Asian Finance, Economics and Business
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    • 제10권2호
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    • pp.257-265
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    • 2023
  • This paper investigates the determinants of credit accessibility and the effect of credit on the income of farm households borrowing from Vietnam Bank for Agriculture and Rural Development, Giong Rieng District Branch, Kien Giang Province. Based on the primary data of 200 farming households who are the customer of the bank, the study applied the Probit regression model to examine determinant factors of credit accessibility of farm households and employed the Propensity score matching method to investigate the impact of credit on households' income. The findings of the Probit regression shown that three independent variables that significantly influence the access to credit of households are household size, income source, and farm size. Besides that, the Propensity score matching method results showed a difference of 23.799 million VND/year between the income of borrowing households and that of non-borrowing households at the significance level of 1%. The difference in the imcome from the interval and central matching methods are VND 24.700 million VND/year and VND 24.633 million VND/year, respectively. Given empirical findings suggetsted that several recommendations to increase the credit accessibility of farm households, thereby creating favorable conditions for improving their income.

User-to-User Matching Services through Prediction of Mutual Satisfaction Based on Deep Neural Network

  • Kim, Jinah;Moon, Nammee
    • Journal of Information Processing Systems
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    • 제18권1호
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    • pp.75-88
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    • 2022
  • With the development of the sharing economy, existing recommender services are changing from user-item recommendations to user-user recommendations. The most important consideration is that all users should have the best possible satisfaction. To achieve this outcome, the matching service adds information between users and items necessary for the existing recommender service and information between users, so higher-level data mining is required. To this end, this paper proposes a user-to-user matching service (UTU-MS) employing the prediction of mutual satisfaction based on learning. Users were divided into consumers and suppliers, and the properties considered for recommendations were set by filtering and weighting. Based on this process, we implemented a convolutional neural network (CNN)-deep neural network (DNN)-based model that can predict each supplier's satisfaction from the consumer perspective and each consumer's satisfaction from the supplier perspective. After deriving the final mutual satisfaction using the predicted satisfaction, a top recommendation list is recommended to all users. The proposed model was applied to match guests with hosts using Airbnb data, which is a representative sharing economy platform. The proposed model is meaningful in that it has been optimized for the sharing economy and recommendations that reflect user-specific priorities.

웨이브렛 변환에 기반한 위성 영상의 영역 정합 (Region Matching of Satellite Images based on Wavelet Transformation)

  • 박정호;조성익
    • 한국지리정보학회지
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    • 제8권4호
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    • pp.14-23
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    • 2005
  • 본 논문에서는 서로 다른 두 개의 영상, 특히 위성영상을 정합하기 위한 방안을 제안 하였다. 일반적인 영상 정합 분야에서는 하나의 영상을 크기와 영상이 포함하고 있는 내용 그리고 밝기가 같지 않은 다른 영상과 비교하게 된다. 만일 비교하고자 하는 영상내에 잡음이 없다면, 즉 두 개의 영상이 동등한 화소값을 갖거나 에지의 변화가 없다면 단순히 화소단위의 비교가 될 것이다. 그러나 많은 응용분야에서 정합을 위해 사용되는 대부분의 영상은 상당히 다른 특성을 갖게 된다. 본 논문에서는 취득 시기가 서로 다른 위성영상을 정합하기 위한 효율적인 방법을 제안하다. 이 방식은 GCP chip을 원 영상과 정합하여 기하보정 된 영상을 얻기 위해 사용될 수 있다. 제안한 방식은 웨이브렛 변환에 기반을 두고 있으며, 기존의 다른 방식과는 달리 영상분석이나 히스토그램 평활화와 같은 전처리를 필요로 하지 않는다.

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Sectional corner matching for automatic relative orientation

  • Seo, Ji-Hun;Bang, Ki-In;Kim, Kyung-Ok
    • 대한원격탐사학회:학술대회논문집
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    • 대한원격탐사학회 2002년도 Proceedings of International Symposium on Remote Sensing
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    • pp.74-74
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    • 2002
  • This paper describes a corner matching technique for automatic relative orientation. Automatically matched corner points from stereo aerial images are used to a data set and help to improve automation of relative orientation process. A general corner matching process of overall image to image has very heavy operation and repetitive computation, so very time-consuming. But aerial stereo images are approximately seventy percent overlapped and little rotated. Based this hypothesis, we designed a sectional corner matching technique calculating correlation section by section between stereo images. Although the overlap information is not accurate, if we know it approximately, the matching process can be lighter. Since the size of aerial image is very large, corner extraction process is performed hierarchically by creating image pyramid, and corners extracted are refined at the higher level image. Extracted corners at the final step are matched section by section. Matched corners are filtered using positional information and their relation and distribution. Filtering process is applied over several steps because the thing affecting to get good result-good relative orientation parameter- is not the number of matched corner points but the accuracy of them. Filtered data is filtered one more during the process calculating relative orientation parameters. When the process is finished, we can get the well matched corner points and the refined Von-Gruber areas besides relative orientation parameters. This sectional corner matching technique is efficient by decreasing unnecessarily repetitive operations and contributes to improve automation for relative orientation.

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Evaluation of the repeatability and matching accuracy between two identical intraoral spectrophotometers: an in vivo and in vitro study

  • Kim, Hee-Kyung
    • The Journal of Advanced Prosthodontics
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    • 제10권3호
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    • pp.252-258
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    • 2018
  • PURPOSE. The purpose of this study was to evaluate the repeatability and matching accuracy between two identical intraoral spectrophotometers. MATERIALS AND METHODS. The maxillary right central incisor, canine, and mandibular left central incisor of each of 30 patients were measured using 2 identical intraoral spectrophotometers with different serial numbers (EasyShade V). The color of each shade tab from 3 shade guides (VITA 3D-Master) was also determined with both devices. All measurements were performed by a single operator. Statistical analyses were performed to verify the repeatability, accuracy, and the differences between the devices with paired t-tests, one-way ANOVA, and intra-class correlation coefficients (ICCs) (${\alpha}=.05$). RESULTS. A high level of measurement repeatability (ICC>0.90) among $L^*$, $a^*$, and $b^*$ color components was observed within and between devices (P<.001). Intra-device matching agreement rates were 80.00% and 81.11%, respectively, while inter-device matching agreement rate was 51.85%. ANOVA revealed no significant different color values within each device, while paired t-test provided significant different color values between both devices. The CIEDE2000 color differences between both devices were $2.28{\pm}1.61$ ${\Delta}E_{00}$ for in-vivo readings. Regarding the clinical matching accuracy of both devices, ${\Delta}E_{00}$ values between teeth and matching shade tabs were $3.05{\pm}1.19$ and $2.86{\pm}1.02$, respectively. CONCLUSION. Although two EasyShade V devices with different serial numbers show high repeatability of CIE $L^*$, $a^*$, and $b^*$ measurements, they could provide different color values and shade for the same tooth.