• Title/Summary/Keyword: G.711

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Selecting the optimal threshold based on impurity index in imbalanced classification (불균형 자료에서 불순도 지수를 활용한 분류 임계값 선택)

  • Jang, Shuin;Yeo, In-Kwon
    • The Korean Journal of Applied Statistics
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    • v.34 no.5
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    • pp.711-721
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    • 2021
  • In this paper, we propose the method of adjusting thresholds using impurity indices in classification analysis on imbalanced data. Suppose the minority category is Positive and the majority category is Negative for the imbalanced binomial data. When categories are determined based on the commonly used 0.5 basis, the specificity tends to be high in unbalanced data while the sensitivity is relatively low. Increasing sensitivity is important when proper classification of objects in minority categories is relatively important. We explore how to increase sensitivity through adjusting thresholds. Existing studies have adjusted thresholds based on measures such as G-Mean and F1-score, but in this paper, we propose a method to select optimal thresholds using the chi-square statistic of CHAID, the Gini index of CART, and the entropy of C4.5. We also introduce how to get a possible unique value when multiple optimal thresholds are obtained. Empirical analysis shows what improvements have been made compared to the results based on 0.5 through classification performance metrics.

Partial purification and Properties of Alkaline Cellulase from Pseudomonas sp. AC-711 (Pseudomonas sp. AC-711이 생산하는 알칼리성 Cellulase의 부분정제 및 효소적 성질)

  • Yoon, Min-Ho;Lim, Sang-Ho;Choi, Woo-Young
    • Korean Journal of Agricultural Science
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    • v.25 no.1
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    • pp.131-137
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    • 1998
  • The cellulase components were partially purified from the culture filtrate of the alkalophilic bacterium Pseudomonas sp. AC-711 and its enzymatic properties were characterized. The specific activity of the purified major enzyme component was 3.5 units/mg protein as carboxymethyl cellulase and the yield was 23% of the total activity of the culture broth. The molecular weight of the component was 46,000 and the Km and Vmax on CMC were determined as $15.4mg\;mL^{-1}$ and $4.17{\mu}moles\;mL^{-1}\;min^{-1}$, respectively. The enzyme was stable at the temperatures below $60^{\circ}C$ and at the pH range of 4.0~11.0, and the optimal temperature and pH were $60^{\circ}C$ and pH 8.0, respectively. The enzyme activity was not significantly affected by the common surfactants (concentration: 0.05%) such as ${\alpha}$-olefin sulfonate, linear alkylbenzene sulfonate, sodium dodecyl sulfonate, hexadecyltrimethylammonium bromide and Tween 80. The enzyme was activated by the metal ions such as $Ca^{2+}$, $Cu^{2+}$, $Co^{2+}$, whereas inhibited by $Hg^{2+}$ and $Zn^{2+}$. The enzyme exhibited relatively high activity toward amorphous CMC as compared with crystalline substrates such as filter paper and avicel.

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Experimental Culture of the Korean Mitten Crabs I. Growth of Korean Mitten Crabs, Eriocheir japonicus at Different Outdoor Culture Methods (참게류의 양식에 관한 연구 I. 동남참게, Eriocheir japonicus 의 야외사육지별 성장효과)

  • 오봉세;김숙양
    • Journal of Aquaculture
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    • v.11 no.2
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    • pp.125-132
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    • 1998
  • The results of experimental culture for Koran mitten crab, Eriocheir japonicus at different outdoor culture methods such as rice field, pond, and vinyl house from July 21, 1994 to October 23, 1995 were summaried as fellows. 1. The water temperature was 2${\circ}C$~32${\circ}C$ during the culture periods from July 21, 1994 to October 23, 1995, and it ranged from 15${\circ}C$ to 30${\circ}C$ during the terms showing the intake habit of feed with these temperature maintained for 281 days of 460days of the total cultur periods. 2. The gain weight of Korean mitten crabs was 1,711.3g at the rice field, and 1,565.4g at the pond, and 1.220.0g at the vinyl house. The survial rate was 22.7% at the pond, and 18.7% at the rice field, and 18.3% at the vinyl house with the average survial rate of 19.9%. The daily growth rate of cauapace width was 0.64% at the rice field, and 0.61% at the pond, and 0.59% at the vinyl house. And the gain weight and the daily growth rate were the best at the rice field. 3. When the culture was finished, the frequency of carapace width of 4.0~4.9cm was 57.1% at the rice field, and 33.3% at the vinyl house. Therefore, culture at the rice field for the cultur of mitten card was considered to be the best outdoor culture method from the point of view in the fast growth and polyculture feasibility with paddy rice.

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A VoIP Traffic Generator for Simulating Call Processing in IP Contact Center Systems (IP 컨택센터에서 통화 처리 모의 실험을 위한 VoIP 트래픽 생성기)

  • Kim Soo-Hee;Jung In-Hwan
    • Proceedings of the Korea Information Processing Society Conference
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    • 2006.05a
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    • pp.1239-1242
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    • 2006
  • 본 논문에서는 IP 컨택센터에서 통화 처리 모의실험을 위한 VoIP 트래픽 발생기를 설계하고 구현한다. 구현된 트래픽 발생기(VoIPTG)는 H.323과 SIP 기반의 VoIP 콜 생성과 음성코덱(G.711, G.723.1등)을 사용하는 RTP 트래픽을 발생시킴으로써 다수의 대화자들이 음성 통화하는 상황을 모의실험을 할 수 있도록 해준다. VoIPTG를 이용하면 H.323 또는 SIP 세션 제어 프로토콜 선택, 사용자(call)수 변화, 시간 변화, 음성코덱의 선택 등 여러 가지 조합을 통해 다양한 모의실험 환경을 연출 할 수 있다. 이러한 트래픽 발생기는 IP 기반 컨택센터의 전반적인 기능 검사 및 성능평가를 위해 유용하게 사용될 수 있으며, 특히 IP 기반 녹취 시스템의 성능 평가를 위해서 필수적이다.

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Multi-level Inverter for reducing of switching component (스위칭 수 저감을 위한 다중레벨 인버터)

  • Lee, I.H.;Song, S.G.;Lee, S.H.;Park, S.J.;Nam, H.G.;Chung, H.D.;Chang, Y.H.
    • Proceedings of the KIPE Conference
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    • 2005.07a
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    • pp.711-714
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    • 2005
  • In this paper, we proposed the electric circuit using one common arm of H-Bridge Inverters to reduce the number of switching component in multi-level PWM inverter combined with H-Bridge Inverters and Transformers. and we proposed the switching method that can be same rate of usage at each transformer. Also, we tested the proposed prototype inverter to clarify the proposed electric circuit and reasonableness of control signal.

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Physiological Characteristics and GABA Production of Lactobacillus acidophilus RMK567 Isolated from Raw Milk (원유에서 분리한 Lactobacillus acidophilus RMK567의 GABA 생성 및 생리적 특성)

  • Lim, Sang-Dong;Kim, Kee-Sung;Do, Jeong-Ryong
    • Food Science of Animal Resources
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    • v.29 no.1
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    • pp.15-23
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    • 2009
  • In order to develop a new starter for fermented milk, 2082 bacteria were isolated from raw milk. The strain that showed excellent acid forming and ${\gamma}$-aminobutyric acid (GABA) production ($711.40{\mu}g/g$ D.W) characteristics after incubation at $37^{\circ}C$ for 18 hr was selected and identified as Lactobacillus acidophilus by the result of API carbohydrate fermentation pattern and 16S rDNA sequence. L. acidophilus RMK567 was investigated for its physiological characteristics. RMK67 strain showed good GABA production compared with commercial lactic acid bacteria. The optimum growth temperature of L. acidophilus RMK567 was $40^{\circ}C$ and cultures took 15 hr to reach pH 4.3. L. acidophilus RMK567 showed higher sensitivity to penicillin-G, novobiocin, as compared to other 14 different antibiotics. However, it showed more resistance to kanamycin, neomycin, streptomycin. It showed higher leucine arylamidase and ${\beta}$-galactosidase activities compared to 16 other enzymes. It was comparatively tolerant to bile juice and able to survive at pH 2 for 3 hr. It showed resistence to Escherichia coli, Salmonella typhimurium and Staphylococcus aureus with rates of 29.2%, 39.1% and 51.4%, respectively. Based on these and previous results, L. acidophilus RMK567 could be an excellent starter culture for fermented milk with excellent GABA contents.

Intake/Balance of Dietary Protein in Korean College Student (한국인 대학생에게 식이성 단백질의 흡수 및 평형)

  • 이영희;오승호
    • Journal of the Korean Society of Food Science and Nutrition
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    • v.23 no.5
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    • pp.711-717
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    • 1994
  • This study was conducted to obtain accurate data on intake, apparent digestibility and nitrogen balance of dietary protein which the korean take in habitually. Subjects were 8 male college students, aged from 20 to 26, and maintained their menu and life pattern as usual during a 4-week study. The same amount of diet that the subjects had consumped, and feces and urine were collected and measured to extract their nitrogen content data by Kjeldahl method. From above data, the apparent digestibility and the body nitrogen balance were estimated by determining daily protein intake and excretion. The daily protein intake measured by Jjeldahil method was 88.3$\pm$ 0.9g(1.45/kg of body weight /day) which marked 8.3% higher than that estimatd by food analysis table. The proportional of animal protein against total protein intake was 50.4$\pm$ 2.3%. Daily fecal protein loss was 14.3$\pm$0.6g and the apparent digestibility was 83.8$\pm$ 0.7%. The urinary nitrogen excretion was 10.30$\pm$0.19g. The nitrogen balance considering nitrogen excretion from feces indicated positive balance of 1.06$\pm$0.20g.

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Changes of Major Constituents by Soaking of Citrus platymamma Peel with Spirit Solution (병귤과피의 주정 침출 중 유용성분의 변화)

  • Lee, Sang-Hyup;Kim, Jong-Hyun;Jeong, Hee-Chan;Yang, Young-Taek;Koh, Jeong-Sam
    • Applied Biological Chemistry
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    • v.50 no.3
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    • pp.154-159
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    • 2007
  • In order to prepare liqueur of Citrus platymamma, 500 g dried peel was soaked in 10 l (5%, w/v) of $30{\sim}95%$ ethanol concentration for 70 days. Changes in pH was $5.19{\sim}4.80$ with 30% ethanol concentration, and the pH was decreased as ethanol concentration decreases for 10 days after soaking. Color a-value was decreased and color b-value was increased according to higher ethanol concentration. Extract was $2.00{\sim}2.19%$ (w/v) with $30{\sim}70%$ ethanol concentration. Acid content was $0.18{\sim}0.21%$ (v/v) with $30{\sim}70%$ ethanol concentration, while $0.13{\sim}0.15%$ (v/v) with 95% ethanol concentration. The contents of fructose and glucose was increased with lower ethanol concentration, and sucrose content was decreased with longer soaking time. Main flavonoids were narirutin, hesperidin, nobiletin, 3,5,6,7,8,3'4'-methoxylated flavone, and tangeretin. Most flavonoids were extracted more than 80% of ethanol for $3{\sim}5$ days soaking. Total polyphenol was $628.8{\sim}711.2$ ${\mu}g/ml$ with $30{\sim}70%$ ethanol concentration for 20 days soaking. Therefore, to prepare Citrus platymamma peel liqueur, it is necessary to soak the material in $50{\sim}70%$ ethanol concentration for 20 days.

Effect of Feeding Browses on the Incidence of Abortion During Pregnancy in Korean Native Goats (지엽류 급여가 임신중인 흑염소에 있어서 유산 발생에 미치는 영향)

  • Choi, S.H.;Seong, H.H.;Cho, Y.M.;Kim, Y.K.;Hur, S.N.
    • Journal of Animal Science and Technology
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    • v.44 no.6
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    • pp.711-718
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    • 2002
  • In order to investigate the effect of feeding browses on the incidence of abortion in pregnant Korean native female goats, 20 pregnant does(3${\sim}$4 month) were used as experimental animal and they grouped 4 treatments with 5 heads according to experimental diets. Each group was fed pine browse, pine browse silage, fermented pine browse, or oak browse silage. Browses intake a day was 0.36kg for oak browse silage, 0.28kg for pine browse, 0.24kg for pine browse silage, and 0.14kg for fermented pine browse. Salmonella and Fungi were not found in pine browses but they were found in oak browse silage in the amount of 7.93${\times}$$10^3$ and 11.1${\times}$$10^1$ cfu/g, respectively. E. Coliwas found 11.67${\times}$$10^1$cfu/g in oak browse silage. The incidence of abortion was 60% for fermented pine browse, 40% for pine browse silage, and 20% for pine browse feeding. Abortion did not occur by feeding oak browse silage. Progesterone concentration was similar each other regardless of normal delivery or abortion at delivery day but the concentration of estradiol was higher for normal delivery, concentration of cortisol was decreased until the delivery day in normal but increased in abortion does. The results were suggested.

Characteristics Analysis of MCM41 Impregnated with Ethylenediamine for CO2 Adsorption (CO2 흡착을 위한 Ethylenediamine 함침 MCM41의 특성 분석)

  • Lee, Chul-Kyu;Choi, Sung-Woo
    • Journal of Environmental Science International
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    • v.21 no.6
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    • pp.705-711
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    • 2012
  • Adsorption experiment of carbon dioxide was performed on MCM41 silica with a 30 wt.% EDA(ethylenediamine) loading at different $CO_2$ inlet concentration and various adsorption temperature. The surface characteristics of $CO_2$ capturing agent were carried out using BET analysis, X-ray diffraction and FT-IR. The results of BET showed 781 $m^2/g$ for MCM41 and 464 $m^2/g$ for EDA/MCM41. X-ray diffraction results reveled typical hexagonal pore system. The higher sorption capacity of EDA/MCM41 was about 80 $mg_{CO2}/g_{sorbent}$ with 50% $CO_2$ inlet concentration and 303 K adsorption temperature. The isosteric heat of adsorption in 303-353 K ranged from -25.47 to -28.24 KJ/mole for EDA/MCM41, which indicates $CO_2$-EDA/MCM41 interaction with exothermic adsorption process. Finally, the performance of EDA/MCM41 in 10 consecutive sorption-desorption runs was a stable with only a minor drop in its sorption capacity.