• Title/Summary/Keyword: MAE

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A Fast Block Matching Algorithm Using Mean Absolute Error of Neighbor Search Point and Search Region Reduction (이웃 탐색점에서의 평균 절대치 오차 및 탐색영역 줄임을 이용한 고속 블록 정합 알고리듬)

  • 정원식;이법기;한찬호;권성근;장종국;이건일
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.25 no.1B
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    • pp.128-140
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    • 2000
  • In this paper, we propose a fast block matching algorithm using the mean absolute error (MAE) of neighbor search point and search region reduction. The proposed algorithm is composed of two stages. At the first stage,the search region is divided into nonoverlapped 3$\times$3 areas and MAE of the center point of each area iscalculated. The minimum MAE value of all the calculated MAE's is determined as reference MAE. At thesecond stage, because the possibility that final motion vector exist near the position of reference MAE is veryhigh, we use smaller search region than first stage, And, using the MAE of center point of each area, the lowerbound of rest search point of each area is calculated and block matching process is performed only at the searchpoints that the lower bound is smaller than reference MAE. By doing so, we can significantly reduce thecomputational complexity while keep the increasement of motion estimation error small.

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Forecasting of Rental Demand for Public Bicycles Using a Deep Learning Model (딥러닝 모형을 활용한 공공자전거 대여량 예측에 관한 연구)

  • Cho, Keun-min;Lee, Sang-Soo;Nam, Doohee
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.19 no.3
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    • pp.28-37
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    • 2020
  • This study developed a deep learning model that predicts rental demand for public bicycles. For this, public bicycle rental data, weather data, and subway usage data were collected. After building an exponential smoothing model, ARIMA model and LSTM-based deep learning model, forecasting errors were compared and evaluated using MSE and MAE evaluation indicators. Based on the analysis results, MSE 348.74 and MAE 14.15 were calculated using the exponential smoothing model. The ARIMA model produced MSE 170.10 and MAE 9.30 values. In addition, MSE 120.22 and MAE 6.76 values were calculated using the deep learning model. Compared to the value of the exponential smoothing model, the MSE of the ARIMA model decreased by 51% and the MAE by 34%. In addition, the MSE of the deep learning model decreased by 66% and the MAE by 52%, which was found to have the least error in the deep learning model. These results show that the prediction error in public bicycle rental demand forecasting can be greatly reduced by applying the deep learning model.

Quality Characteristics of Kimchi Prepared with Major Spring Chinese Cabbage Cultivars (주요 품종별 봄배추 김치의 품질특성)

  • 김미정;김순동
    • Food Science and Preservation
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    • v.7 no.4
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    • pp.343-348
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    • 2000
  • Characteristics of major suing Chinese cabbage cultivars in Korea, Norangbom(Nor), Gonaenggiyeurum(Gon), Maereuk (Mae) and Housekumgarak (Hou), and their qualities of Kimchies were investigated. Mean weight of the cabbages was in the range of 1.39∼2.40 kg, and was higher Gon, Mae, Nor, Hou in order. Leaves number was Gon 45, Nor 56, Mae 59 and Hou 56 pieces. Sensory taste of raw Chinese cabbage was best in Nor. Decreasing rate of gumminess and chewiness by salting was the highest in Gon and the lowest in Nor. fermentation of Gon and Nor-Kimchi were faster than Mae and Hou-Kimchi. Amount of gas formation during fermentation was the highest in Mae-Kimchi and lowest in Nor-Kimchi. Decreasing rate of AIS was the fastest in Mae-Kimchi and the latest in Hou-Kimchi. Hardness and gumminess of Kimchi fermented for 21 days were to be ordered Mae-Kimchi, Hou-kimchi, Gon-Kimchi and Nor-Kimchi. Overall acceptability by the sensory test was good in Nor- and Hou-Kimchi.

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Oleoresin Content and Functional Properties of Fresh Onion by Microwave-Assisted Extraction (마이크로웨이브 추출공정에 의한 양파의 올레오레진 함량 및 기능적 특성)

  • 김현구;권영주;권중호
    • Journal of the Korean Society of Food Science and Nutrition
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    • v.28 no.4
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    • pp.876-881
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    • 1999
  • Fresh onions were extracted by two methods of conventional extraction(CE) and microwave assisted extraction(MAE) under different extraction conditions. Onion extracts obtained by CE and MAE were examined in oleoresin yield and physiological activities. The optimal extraction time of MAE was about 5 minutes, whereas that of CE was 2 hours. Therefore extraction time was shortened drastically by MAE but there was no significance in oleolesin yield. The electron donating abilities also showed negligible difference between two extracts obtained by CE and MAE, and 45% level in CE and 50% level in MAE. The nitrite scavenging effect was diminished while pH was increasing, and showed a high elimination effect over 85% at pH 1.2. The tyrosinase inhibitory effect was 20% level in both CE and MAE when water was used and 40% level when ethyl alcohol was used. The angiotensin I converting enzyme inhibitory effect showed higher activity with 70% level in MAE than 60% level in CE. The pyruvic acid content was 6.8 and 6.4 moles per 1g of fresh onion by CE and MAE when water was used, and was 4.3 and 5.6 moles by CE and MAE when ethyl alcohol was used.

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Spreading of motion aftereffect for rotational motion: Evidence of adaptation of global motion detector (회전 운동 잔여 효과의 확산 현상: 전역적 운동 탐지기의 순응에 대한 증거)

  • Kham Keetaek
    • Korean Journal of Cognitive Science
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    • v.16 no.1
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    • pp.17-27
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    • 2005
  • After prolonged viewing of a moving pattern, a stationary pattern can appear to move in the opposite direction, a phenomenon known as motion aftereffect (MAE). Unlike the classical explanation MAE was not confined to an adapted region; instead it can spread to an adjacent region, which was not adapted previously. In order to examine the relative locus of the mechanism responsible for MAE spreading, a rotating harmonic spiral pattern was presented as an adapting stimulus within an annulus window, and then the duration of MAE was measured in both the adapted annulus region and the non-adapted inner region. Two different kinds of test patterns were used: the same and mirror images of the original adapting pattern. An interesting characteristic of a harmonic spiral is that the orientation of a contour at a given location is different from thar of its mirror image by 90 degrees, and consequently the adapting effect of local motion detector is not expected to occur in the mirror image. The results showed that MAE duration in an adapted region was longer in the same image condition than in its mirror image condition, while MAE duration in an non-adapted region was not found to be different between those two different image conditions. These results suggest that MAE spreading might be produced by the adaptation of global motion detectors, not by local motion detectors.

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Two-Stage Fast Full Search Algorithm for Black Motion Estimation (블록 움직임 추정을 위한 2단계 고속 전역 탐색 알고리듬)

  • 정원식;이법기;이경환;최정현;김경규;김덕규;이건일
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.24 no.9A
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    • pp.1392-1400
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    • 1999
  • In this paper, we propose a two-stage fast full search algorithm for block motion estimation that produces the same performance to that of full search algorithm (FSA) but with remarkable computation reduction. The proposed algorithm uses the search region subsampling and the difference of adjacent pixels in the current block. In the first stage, we subsample the search region by a factor of 9, and then calculate mean absolute error (MAE) at the subsampled search points. And in the second stage, we reduce the search points that need block matching process by using the lower bound of MAE value at each search Point. We Set the lower bound of MAE value for each search point from the MAE values which are calculated at the first stage and the difference of adjacent pixels in the current block. The experimental results show that we can reduce the computational complexity considerably without any degradation of picture quality.

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Oleoresin Content and Functional Characteristics of Fresh Garlic by Microwave-assisted Extraction (마이크로웨이브 추출공정에 의한 마늘의 올레오레진 함량 및 기능적 특성)

  • Kim, Hyun-Ku;Kwon, Young-Joo;Kwak, Hee-Jin;Kwon, Joong-Ho
    • Korean Journal of Food Science and Technology
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    • v.31 no.2
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    • pp.329-335
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    • 1999
  • The yield of oleoresin content and functionality of fresh garlic were compared according to varying extraction conditions by microwave-assisted extraction (MAE) and conventional extraction (CE) methods. When different extracting conditions were applied, there was no significant difference of extraction methods in the oleoresin content. However, in the case of the CE, the optimum extraction time was two hours, while the other was about five minutes which meant that the extraction time was shortened drastically. The electron donating abilities showed a similar level which was 64% by both methods, using water. And, in the case of ethanol extraction, it resulted 63% and 51% by CE and MAE, respectively. The nitrite scavenging effect diminished while pH was increasing and especially, in the case of pH 1.2, it showed a high elimination effect of more than 90%. There was no difference of extraction methods. The tyrosinase inhibitory effect was 47% and 60% by CE and MAE, respectively in the case of the water extract. The ethanol extract showed similar or a slight lower inhibition of 45% and 39%. The angiotensin I-converting enzyme inhibitory effect showed more powerful activity in the case of MAE extract than CE extract, but there was not an increase relating to reaction time of enzyme. Also, pyruvic acid content was $44.8\;and\;36.0{\mu}moles$ per one gram of a garlic by CE and MAE, respectively when water was used, and was $28.6\;and\;32.0{\mu}moles$ by CE and MAE when ethanol was used. Again, there was no big difference between CE and MAE methods.

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On the Study of Perfect Coverage for Recommender System

  • Lee, Hee-Choon;Lee, Seok-Jun
    • Journal of the Korean Data and Information Science Society
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    • v.17 no.4
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    • pp.1151-1160
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    • 2006
  • The similarity weight, the pearson's correlation coefficient, which is used in the recommender system has a weak point that it cannot predict all of the prediction value. The similarity weight, the vector similarity, has a weak point of the high MAE although the prediction coverage using the vector similarity is higher than that using the pearson's correlation coefficient. The purpose of this study is to suggest how to raise the prediction coverage. Also, the MAE using the suggested method in this study was compared both with the MAE using the pearson's correlation coefficient and with the MAE using the vector similarity, so was the prediction coverage. As a result, it was found that the low of the MAE in the case of using the suggested method was higher than that using the pearson's correlation coefficient. However, it was also shown that it was lower than that using the vector similarity. In terms of the prediction coverage, when the suggested method was compared with two similarity weights as I mentioned above, it was found that its prediction coverage was higher than that pearson's correlation coefficient as well as vector similarity.

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Usage of Indigenous Material for Sustainable Construction at Mae-Hae, Thailand - Focused on Rammed Earth Method - (태국 매해 지역에서의 지속가능한 건축재료 활용연구 - 흙다짐 공법을 중심으로 -)

  • Kim, Doo-Soon;Jeong, Sang-Mo
    • KIEAE Journal
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    • v.13 no.2
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    • pp.33-38
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    • 2013
  • Limited resources for construction material in the Mae-Hae region, a remote Northern Thailand, acted as an impetus to introduce a new way for constructing their dwellings. The new construction material brought new construction methodology, namely, using earth and bamboo which are indigenous materials, readily available for them to use. Using indigenous material at Mae-Hae region was most ecological and logical method for establishing sustainable dwellings both in terms of monetary and ecological reasons. Prior to the construction at Mae-Hae, Thailand, series of experimental tests on the strength of rammed earth were performed off site at our university and also brought soil samples from the actual job site at Mae-Hae for detailed soil analysis. Through the tests, integrity of the earth and characteristics of the soil were established to build a small senior citizen center as an example. This appropriate technology is expected to contribute to the sustainable construction at Mae-Hae.

A review study on the prevention of presyncope or syncope by acupuncture of "Geum Chim Mae Hwa Si Cho" (김침매화시초(金鍼梅花詩鈔)의 방훈법(防暈法)에 관(關)한 연구(硏究))

  • Lee, Bong-Hyo
    • Korean Journal of Acupuncture
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    • v.26 no.3
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    • pp.121-132
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    • 2009
  • Objectives : The purpose of this study is to review the prevention of pre- or syncope by acupuncture of "Geum Chim Mae Hwa Si Cho" Methods : 1. The authors reviewed "Geum Chim Mae Hwa Si Cho" and several literatures related with pre- or syncope by acupuncture. 2. We investigated the causes and signs of pre- or syncope by acupuncture, and the mechanism and clinical usefulness of the prevention of pre- or syncope by acupuncture. Results and Conclusions : 1. Pre- or syncope by acupuncture is a kind of Myung Hyun phenomenon resulted from patients' failure of reception of acupuncture treatment. 2. "Geum Chim Mae Hwa Si Cho" said not to be confused by pre- or syncope, and suggested 8 items for prevention of pre- or syncope by acupuncture. 3. "Geum Chim Mae Hwa Si Cho" especially argued to give doctor's whole mind to patients, and relax the mental tension of patients. 4. Yang Myoung meridian occupies the biggest part in acupoints used for the first aid.

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