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Effect Analysis of Data Imbalance for Emotion Recognition Based on Deep Learning (딥러닝기반 감정인식에서 데이터 불균형이 미치는 영향 분석)

  • Hajin Noh;Yujin Lim
    • KIPS Transactions on Computer and Communication Systems
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    • v.12 no.8
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    • pp.235-242
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    • 2023
  • In recent years, as online counseling for infants and adolescents has increased, CNN-based deep learning models are widely used as assistance tools for emotion recognition. However, since most emotion recognition models are trained on mainly adult data, there are performance restrictions to apply the model to infants and adolescents. In this paper, in order to analyze the performance constraints, the characteristics of facial expressions for emotional recognition of infants and adolescents compared to adults are analyzed through LIME method, one of the XAI techniques. In addition, the experiments are performed on the male and female groups to analyze the characteristics of gender-specific facial expressions. As a result, we describe age-specific and gender-specific experimental results based on the data distribution of the pre-training dataset of CNN models and highlight the importance of balanced learning data.

The Effect of the Impacted Position of Palatally Inverted Mesiodens on the Selection of Sedation Method

  • Soojin Choi;Jihyun Song
    • Journal of Korean Dental Science
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    • v.16 no.1
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    • pp.63-73
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    • 2023
  • Purpose: Hyperdontia is a developmental disorder of the oral cavity. Mesiodens refers to the hyperdontia located between the maxillary central incisors. During the surgical procedure, the anesthetic method for pain control should be considered along with factors related to the surgery itself. The purpose of this study was to evaluate the effect of the impacted position of the mesiodens on the selection of sedation method and to suggest incisive foramen as a brief reference. Materials and Methods: This study included 126 patients who were scheduled for extraction of mesiodens. The selection criteria included patients with one palatally impacted inverted mesiodens accessible from the palatal gingival margin, and those with good cooperation potential in order to control for clinical information. Using cone beam computed tomography, vertical, horizontal, and palatal positional factors were measured, and the anesthetic method was determined by two examiners. The patients were grouped into vertical and horizontal groups based on the position of the incisive foramen. Data were statistically analyzed using the Mann-Whitney test, the chi-square test, and logistic regression analysis. Result: All positional factors differed between the outpatient and inpatient anesthetic groups. The vertical minimum distance from the alveolar ridge to the mesiodens (Va) and the minimum distance from the palatal surface to the crown tip of the mesiodens (Tc) were factors affecting the choice of anesthetic method. The distribution of the vertical and horizontal positional groups differed between the outpatient and inpatient anesthetic groups. Conclusion: The incisive foramen can be used as a brief reference to determine the appropriate anesthetic method. Referral for inpatient anesthesia may be a priority if they are in the V2H2 group with Va ≥5 mm, and Tc ≥6 mm, and outpatient sedation may be considered if they are in the V1H1 group with Va ≤1.5 mm, and Tc ≤2.5 mm.

Quantification of Turbulence Characteristics on the Concentration Distributions of Traffic-related Pollutants Near Roadways (도로변 난류특성과 교통량에 따른 차량유발 난류강도 정량화: 도로변 풍상/풍하 측에서의 3차원 풍속 동시 측정에 기반)

  • Yongmi Park;Subin Han;HanGyeol Song;Seung-Bok Lee;Kyung-Hwan Kwak;Changhyuk Kim;Wonsik Choi
    • Atmosphere
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    • v.33 no.4
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    • pp.343-354
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    • 2023
  • Turbulence produced on roadways is one of the major factors determining the dilution rates at the initial stage of traffic emissions of air pollutants and, thus, the distribution of air pollutants near the roadways. Field experiments were conducted on Gyeongbu Highway, one of the busiest highways in Korea, for 4~7 days in winter, spring, and summer. Two three-dimensional ultrasonic anemometers were installed on both sides of the highway to estimate turbulence intensities (vertical wind fluctuation and kinetic turbulence energy) induced by the roadway. Roadway-induced turbulence consists of three components: structural road-induced turbulence (S-RIT), thermal road-induced turbulence (T-RIT), and vehicle-induced turbulence (VIT). The contribution of T-RIT to the total RIT was insignificant (less than 10%), and the majority of RIT was S-RIT (by the highway embankment) and VIT. In this study, we propose the empirical relationships of VIT as a function of traffic density and wind speed under free-flow traffic conditions. Although this empirical relationship appears to underestimate the VIT, it can be applied to the air quality models easily because the relationship is simple and only needs readily obtainable input variables (wind speed and traffic information).

Analysis of Female Body Types in Their 20s and 30s for Modeling Korean Standard Avatar (한국인 표준 아바타 모델링을 위한 20-30대 여성 체형 분석)

  • Eun-Hee Hong;Ji-Won Yoon
    • Journal of the Korea Fashion and Costume Design Association
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    • v.24 no.4
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    • pp.57-72
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    • 2022
  • This study categorized and analyzed the body types of adult women in their 20s and 30s using 3D human measurement data from the 8th Size Korea, and intended to construct body shape and dimension data necessary for modeling Korean standard avatars. Data analysis considered data from 1302 adult women in their 20s and 30s, and a total of 49 index values, drop values, and angle items were subjected to factor analysis and one-way ANOVA to categorize the body type, and Duncan test to post-verify significant differences by type. As a result of conducting factor analysis, 13 factors were extracted and were categorized into 4 body types. Type 1 is short in the upper torso, long in the lower torso, long in the arms and legs, and has a upright body shape and sagging shoulder. Type 2 is short in the torso, arms and legs, and has large torso flexion and lower body circumference. Type 3 has abdominal obesity with small torso flexion and lower body circumference. Type 4 is a small body bending forward type. For the distribution of body types by age among those in their 20s and 30s, the highest appearance rate was Type 1 and was therefore selected as the represntative body type. The body type information of this study will be used as basic data for developing standard avatars.

A study on the characteristics of patients with facial palsy treated with Korean medicine - Based on the Korean National Health Insurance statistical yearbook (한의치료를 받은 안면마비 환자의 진료비 특성 분석 - 건강보험통계연보를 중심으로)

  • Hae-chang Yoon
    • The Journal of Korean Medicine
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    • v.44 no.2
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    • pp.10-19
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    • 2023
  • Objectives: This study aimed to find out the characteristics of patients with facial palsy based on the National Health Insurance(NHI) statistical yearbook and provide the information pertaining to supplement Coverage of NHI. Methods: Based on the data of NHI between 2004 to 2021 for facial palsy(G51) obtained from the Ministry of Health and Welfare, the analyses were carried out according to the distribution of gender and the number of patients, visits, reimbursed days, and medical expenses by using the SAS 9.4. Results: The crude rate of facial palsy was reported as 361.71(2021) comparable with 419.60(2004) and 534.11(2009). The rate of men increased from 293.96(2004) to 302.27(2021) but the rate of women decreased from 450.88(2014) to 420.80(2021). The number of patients maintained around 190,000, however, it declined for patients treated Korean medicine(KM) after 2010. As the medical expenses were elevated, especially Western medicine(WM), that of WM exceeded KM's since 2018. The expenses of women were higher than men's in KM. By contrast, there was no difference with gender in WM. For reimbursed days per visits, it has been increased in WM but there was no difference in KM. Conclusion: Although the rate of patients with facial palsy in KM was high with no difference in the whole number of patients and reimbursed days per visits in KM annually, the number of patients in KM decreased but medical expenses elevated. According to this, it is necessary for reinforcing Coverage of NHI to research other factors related to KM.

Technology Adoption Issues and Challenges for Micro, Small and Medium Enterprises: A Case Study of the Food and Beverage Sub-Sector in Indonesia

  • PRANATA, Nika;SOEKARNI, Muhammad;MYCHELISDA, Erla;NOVANDRA, Rio;NUGROHO, Agus Eko;RIFAI, Bahtiar;BUHAERAH, Pihri;ZULHAMDANI, Muhammad;YULIANA, Retno Rizki Dini
    • The Journal of Asian Finance, Economics and Business
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    • v.9 no.3
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    • pp.265-274
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    • 2022
  • MSMEs in the food and beverage industry play a critical role in the Indonesian economy since they account for the majority of the manufacturing sector's GDP. Despite its importance, it is unable to compete on a worldwide scale due to a lack of technological adoption. As a result, the purpose of this study is to look into the concerns and challenges that F&B MSMEs have when it comes to technology adoption. An online survey of 626 MSMEs and in-depth interviews as well as focus groups with diverse stakeholders from four provinces, namely West Java, East Java, South Sulawesi, and North Sumatera, provided the data for this study. To be thorough, the approach used in the study is based on the Technology, Organization, and Environment (TOE) framework. According to the findings, the majority of MSMEs use technology for marketing and sales, mainly through e-commerce. Meanwhile, for a variety of reasons, most of them continue to rely on traditional and semi-automatic technologies for production. According to the TOE framework, MSMEs lack those three parts of the technology adoption framework, particularly the environmental aspect, which is mostly due to a lack of cooperation among stakeholders. Finally, as a policy proposal, we offer a comprehensive technology adoption strategy based on the findings through an integrated MSMEs development information system including many important stakeholders.

Study of Reduction of Mismatch Loss of a Thermoelectric Generator (열전발전 시스템의 부정합손실 저감방안 연구)

  • Choi, Taeho;Kim, Tae Young
    • Journal of Convergence for Information Technology
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    • v.12 no.3
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    • pp.294-301
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    • 2022
  • In this study, a multi-layer cascade (MLC) electrical array configuration method for thermoelectric generator consisting of plural number of thermoelectric modules (TEMs) was proposed to reduce mismatch loss caused by temperature maldistribution on the surfaces of the TEMs. To validate the effect of MLC on the mismatch loss reduction, a numerical model capable of reflecting multi-physics phenomena occuring in the TEMs was developed. MLC can be employed by placing a group of TEMs experiencing relatively low temperature differences in an electric layer with more electrical branches while locating a group of TEMs experiencing relatively high temperature differences in an electric layer with less electrical branches. The TEMs were classified using the temperature distribution obtained by the numerical model. A MLC with an optimal electrical branch ratio showed a 96.5% of electric power generation compared to an ideal case.

Factors Affecting Online Reservation Decisions Through Hotel Websites: An Empirical Study from Can Tho City, Vietnam

  • NGUYEN, Hai Quynh Tram;LE, Yen Nhi;LAM, Ly Giau;LE, Thi Yen Nhi;NGUYEN, Trieu Di;PHAM, Thi Kim Yen;NGUYEN, Trong Luan
    • The Journal of Asian Finance, Economics and Business
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    • v.9 no.5
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    • pp.519-529
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    • 2022
  • Many consumers are opting for online booking over traditional booking systems. Customers can actively seek out information about hotels and lodging services, as well as book rooms, at any time and from any location. Customers also feel more supported when they interact with virtual assistants or professionals. Recognizing this issue, several hotels have focused on improving their websites by incorporating aspects that encourage customers to book directly through the hotel's website. The study's goal is to discover what factors impact people's decisions to book a hotel stay through the hotel's website. Therefore, hotel managers and owners can make decisions to improve the hotel website to attract residents to Can Tho City. The factors are website quality, affective commitment, social presence, and e-trust that affect customers' decision to book through the hotel website. The study uses quantitative methods to collect data from 180 residents living in Can Tho. Through data analysis on SPSS and Amos software, the research results show that three factors considered, namely website quality, affective commitment, and social presence, positively influence customers' booking decisions. This finding also suggests that e-trust is less critical to residents in Can Tho City, different from what the study had predicted.

HI gas kinematics of paired galaxies in the cluster environment from ASKAP pilot observations

  • Kim, Shin-Jeong;Oh, Se-Heon;Kim, Minsu;Park, Hye-Jin;Kim, Shinna
    • The Bulletin of The Korean Astronomical Society
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    • v.46 no.2
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    • pp.70.1-70.1
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    • 2021
  • We examine the HI gas kinematics and distributions of galaxy pairs in group or cluster environments from high-resolution Australian Square Kilometer Array Pathfinder (ASKAP) WALLABY pilot observations. We use 32 well-resolved close pair galaxies from the Hydra, Norma, and NGC 4636, two clusters and a group of which are identified by their spectroscopy information and additional visual inspection. We perform profile decomposition of HI velocity profiles of the galaxies using a new tool, BAYGAUD which allows us to separate a line-of-sight velocity profile into an optimal number of Gaussian components based on Bayesian MCMC techniques. Then, we construct super profiles via stacking of individual HI velocity profiles after aligning their central velocities. We fit a model which consists of double Gaussian components to the super profiles, and classify them as kinematically cold and warm HI gas components with respect to their velocity dispersions, narrower or wider 𝜎, respectively. The kinematically cold HI gas reservoir (M_cold/M_HI) of the paired galaxies is found to be relatively higher than that of unpaired control samples in the clusters and the group, showing a positive correlation with the HI mass in general. Additionally, we quantify the gravitational instability of the HI gas disk of the sample galaxies using their Toomre Q parameters and HI morphological disturbances. While no significant difference is found for the Q parameter values between the paired and unpaired galaxies, the paired galaxies tend to have larger HI asymmetry values which are derived using their moment0 map compared to those of the non-paired control sample galaxies in the distribution.

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Analysis of Surface Water Temperature Fluctuation and Empirical Orthogonal Function in Cheonsu Bay, Korea

  • Hyo-Sang Choo;Jin-Young Lee;Kyeung-Ho Han;Dong-Sun Kim
    • Journal of the Korean Society of Marine Environment & Safety
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    • v.29 no.3
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    • pp.255-269
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    • 2023
  • Surface water temperature of a bay (from the south to the north) increases in spring and summer, but decreases in autumn and winter. Due to shallow water depth, freshwater outflow, and weak current, the water temperature in the central to northern part of the bay is greatly affected by the land coast and air temperature, with large fluctuations. Water temperature variations are large in the north-east coast of the bay, but small in the south-west coast. The difference between water temperature and air temperature is greater in winter and in the south-central part of the bay than that in the north to the eastern coast of the bay where sea dykes are located. As the bay goes from south to north, the range of water temperature fluctuation and the phase show increases. When fresh water is released from the sea dike, the surrounding water temperature decreases and then rises, or rises and then falls. The first mode of empirical orthogonal function (EOF) represents seasonal variation of water temperature. The second mode represents the variability of water temperature gradient in east-west and north-south directions of the bay. In the first mode, the maximum and the minimum are shown in autumn and summer, respectively, consistent with seasonal distribution of surface water temperature variance. In the second mode, phases of the coast of Seosan~Boryeong and the east coast of Anmyeon Island are opposite to each other, bordering the center of the deep bay. Periodic fluctuation of the first mode time coefficient dominates in the one-day and half-day cycle. Its daily fluctuation pattern is similar to air temperature variation. Sea conditions and topographical characteristics excluding air temperature are factors contributing to the variation of the second mode time coefficient.