• Title/Summary/Keyword: Utility weight

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Dynamically weighted loss based domain adversarial training for children's speech recognition (어린이 음성인식을 위한 동적 가중 손실 기반 도메인 적대적 훈련)

  • Seunghee, Ma
    • The Journal of the Acoustical Society of Korea
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    • v.41 no.6
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    • pp.647-654
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    • 2022
  • Although the fields in which is utilized children's speech recognition is on the rise, the lack of quality data is an obstacle to improving children's speech recognition performance. This paper proposes a new method for improving children's speech recognition performance by additionally using adult speech data. The proposed method is a transformer based domain adversarial training using dynamically weighted loss to effectively address the data imbalance gap between age that grows as the amount of adult training data increases. Specifically, the degree of class imbalance in the mini-batch during training was quantified, and the loss function was defined and used so that the smaller the data, the greater the weight. Experiments validate the utility of proposed domain adversarial training following asymmetry between adults and children training data. Experiments show that the proposed method has higher children's speech recognition performance than traditional domain adversarial training method under all conditions in which asymmetry between age occurs in the training data.

Evaluation of the Utility of Low Fish Meal Diet, and Black Soldier Fly Hermetia illucens as an Additive for Juvenile Olive Flounder Paralichthys olivaceus (치어기 넙치(Paralichthys olivaceus)의 저어분사료와 첨가제로써의 동애 등에(Hermetia illucens) 이용성 평가)

  • Yeonji Lee;Hyunwoon Lim;Jin-Woo Song;Jaesik Kim;Seunghan Lee;Kang-Woong Kim;Kyeong-Jun Lee
    • Korean Journal of Fisheries and Aquatic Sciences
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    • v.56 no.3
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    • pp.300-308
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    • 2023
  • This study aimed to evaluate the utilization of low fish meal (LFM) diet and black soldier fly (BSF) Hermetia illucens meal supplementation in LFM diet as a fish meal (FM) replacer or functional additive for juvenile olive flounder Paralichthys olivaceus. Three LFM diets were prepared to contain 30, 25, and 20% FM, respectively (designated as F30, F25, and F20). Three BSF diets were prepared by adding 2.0, 2.5, and 3.0% BSF in the LFM diets, respectively (designated as F30B2.0, F25B2.5, and F20B3.0). A total of 540 fish (initial mean body weight: 22.3±0.01g) were randomly distributed into 18 tanks (240 L) in triplicate groups and fed the experimental diets twice daily for 12 weeks. Results showed that there were no significant differences in the growth performance, feed utilization and survival among all the groups. Lysozyme activity significantly increased in F30B2.0 and F25B2.5 groups compared to their respective LFM groups. Total immunoglobulin was significantly higher in F30 group than in F20 group. Anti-protease and myeloperoxidase activities were significantly higher in F30B2.0 group than in F20 group. Innate immunity gradually decreased with decreasing FM level in all the groups. BSF supplementation significantly improved immunity compared to their respective LFM diets. Therefore, BSF could be used as an immuno-stimulant supplement in LFM diets for P. olivaceus.

Effectiveness of Krill Oil in Regulating Skin Moisture

  • Yoon-Seok Chun;Jongkyu Kim;Ji-Hoon Lim;Namju Lee;Sae-kwang Ku
    • Journal of Applied Biological Chemistry
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    • v.66
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    • pp.359-368
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    • 2023
  • This study aims to explore the impact of Krill Oil (KO, SuperbaTM Boost) on skin moisturization regulation. The research involved five groups: an intact control, a reference group (L-AA 100 mg/kg), and KO groups (400, 200, and 100 mg/kg), each comprising ten mice. Oral administration was conducted for 8 weeks (56 days), during which changes in body weight, hyaluronan, collagen type 1 (COL1), transforming growth factor-β1 (TGF-β1), ceramide, and water contents were analyzed in dorsal back skin tissue. Real-time PCR was employed to assess gene expression related to hyaluronic acid synthesis (HAS1, HAS2, HAS3), COL1 synthesis (COL1A1 and COL1A2), and TGF-β1. Results demonstrated that KO administration significantly increased hyaluronan content, hyaluronic acid synthesis (HAS1, HAS2, HAS3), COL1 content, COL1 synthesis (COL1A1 and COL1A2), TGF-β1 content, TGF-β1 mRNA expression, ceramide content, and water content in a concentration-dependent manner compared to the intact control. Importantly, no discernible disparities were noted between the KO and L-AA groups, even though they received equivalent oral dosages. This study accentuates the potential utility of exogenous KO in the regulation of skin moisture, thus positioning it as a promising avenue for the development of nutricosmetics. Future research endeavors should delve into the role of KO in safeguarding against both intrinsic and extrinsic aging-related skin manifestations, as well as its potential to ameliorate skin wrinkles, in conjunction with its moisturizing attributes.

Effects of Molecular Weight of Polyethylene Glycol on the Dimensional Stabilization of Wood (Polyethylene Glycol의 분자량(分子量)이 목재(木材)의 치수 안정화(安定化)에 미치는 영향(影響))

  • Cheon, Cheol;Oh, Joung Soo
    • Journal of Korean Society of Forest Science
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    • v.71 no.1
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    • pp.14-21
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    • 1985
  • This study was carried out in order to prevent the devaluation of wood itself and wood products causing by anisotropy, hygroscopicity, shrinkage and swelling - properties that wood itself only have, in order to improve utility of wood, by emphasizing the natural beautiful figures of wood, to develop the dimensional stabilization techniques of wood with PEG that it is a cheap, non-toxic and the impregnation treatment is not difficult, on the effects of PEG molecular weights (200, 400, 600, 1000, 1500, 2000, 4000, 6000) and species (Pinus densiflora S. et Z., Larix leptolepis Gordon., Cryptomeria japonica D. Don., Cornus controversa Hemsl., Quercus variabilis Blume., Prunus sargentii Rehder.). The results were as follows; 1) PEG loading showed the maximum value (137.22%, Pinus densiflora, in PEG 400), the others showed that relatively slow decrease. The lower specific gravity, the more polymer loading. 2) Bulking coefficient didn't particularly show the correlation with specific gravity, for the most part, indicated the maximum values in PEG 600, except that the bulking coefficient of Quercus variabilis distributed between the range of 12-18% in PEG 400-2000. In general, the bulking coefficient of hardwood was higher than that of softwood. 3) Although there was more or less an exception according to species, volumetric swelling reduction was the greatest in PEG 400. That is, its value of Cryptomeria japonica was the greatest value with 95.0%, the others indicated more than 80% except for Prunus sargentii, while volumetric swelling reduction was decreased less than 70% as the molecular weight increase more than 1000. 4) The relative effectiveness of hardwood with high specific gravity was outstandingly higher than softwood. In general, the relative effectiveness of low molecular weight PEG was superior to those of high molecular weight PEG except that Quercus variabilis showed more than 1.6 to the total molecular weight range, while it was no significant difference as the molecular weight increase more than 4000. 5) According to the analysis of the results mentioned above, the dimensional stabilization of hardwood was more effective than softwood. Although volumetric swelling reduction was the greatest at a molecular weight of 400. In the view of polymer loading, bulking coefficiency reduction of swelling and relative effectiveness, it is desirable to use the mixture of PEG of molecular weight in the range of 200-1500. To practical use, it is recommended to study about the effects on the mixed ratio on the bulking coefficient, reduction of swelling and relative effectiveness.

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Development of Near Isogenic Lines with Various Seed Sizes and Study on Seed Size-related Characteristics in Watermelon (다양한 종자크기를 가진 Near Isogenic 수박 계통 육성 및 종자관련 특성 분석)

  • Kim, Yong-Jae;Yang, Tae-Jin;Park, Young-Hoon;Lee, Yong-Jik;Kang, Sun-Cheol;Kim, Yong-Kwon;Cho, Jeoung-Lai
    • Korean Journal of Breeding Science
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    • v.41 no.4
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    • pp.403-411
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    • 2009
  • We inspected seed sizes of 353 genetic accessions of watermelon to diversify functional utility related to seed size and classified them into six representative groups based on their seed sizes. Each group was named as giant seed (GS), big seed (BS), medium size (NS), small size (SS), micro seed (MS) and tomato seed (TS) from the biggest. As the seed size was getting smaller, decreased seed length and seed width, increased seed number per fruit, and decreased seed weight per fruit were observed, but seed shape did not change significantly. In order to study the effect of seed size on fruit weight and seed germination, we developed three near isogenic lines (NILs) with three different seed sizes, SS, MS and TS, from crossing between two accessions 'NT' and 'TDR', and one NIL with seed size of TS from crossing between two accessions 'S55' and 'TDR'. In the study on the fruit weight of NILs with various seed sizes, NS, SS, MS, and TS NILs produced an average of 6.4, 6.3, 5.9, and 4.2 kg fruits, respectively. The bigger seed types showed the better germination rate. NS type showed the highest germination percentage, while TS showed very low germination percentage. Fermentation treatment for 48 hrs increased the germination percentage on TS type seed, but still remained at a low level. In NS, SS, and MS material, the ratio of embryo/whole seed weight was over 50%, meanwhile that of TS was only 44.4% of which low embryo percentage would be one of the reason of low germination percentage. From this study, we concluded that watermelon has very wide genetic diversity on seed size which is somehow related to fruit sizes and germination rate.

Varietal Differences of Major Chemical Components and Fatty Acid Composition in Mungbean (녹두의 주요 성분함량과 지방산 조성의 품종간 차이)

  • 이성춘;임태곤;김동철;송동석;김영국
    • KOREAN JOURNAL OF CROP SCIENCE
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    • v.42 no.1
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    • pp.1-6
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    • 1997
  • These experiments were conducted to obtain basic information for breeding material on the utility characteristics in mungbean, The crude protein, fat and ash content were 24.3, 0.67, 3.6%, repectively, and the fat content showed varietal differences, whereas the protein and ash content was not significantly differences among the varieties. The negative correlation existed between protein and carbohydrate content, seed moisture and fat content, seed weight and fat content. The unsaturated fatty acid contain 60∼67% and there were oleic, linoleic, linolenic and archidonic acid, and the saturated fatty acid contain 33∼40% and there were stearic, palmitic, behenic and lignoceric acid. The major fatty acids in mungbean were linoleic, linolenic and palmitic acid, and have contained 33.46, 21.87, 21.72, respectively, and oleic, stearic and arachidonic acid contained 5.98, 5.88, 4.87, respectively, and the behenic and lignoceric acid left traces. Highly positive correlation existed between palmitic and linoleic acid, oleic and lignoceric, behenic. However; palmitic and arachidonic, lignoceric acid, oleic and linolenic acid, arachidonic and liniceric acid showed negative correlations with each other. Seed weight of tested varieties showed highly positive correlation with oleic, arachidonic and behenic acid.

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Symbiotic Effectiveness and Competitiveness of Sinorhizobium fredii on Korean soybeans (Glycin max L.) (우리나라 재배콩(Glycin max L.)서 Sinorhizobium fredii의 공생효과(共生效果)와 근류형성경합력(根瘤形成競合力))

  • Kang, Ui-Gum;Jung, Yeun-Tae;Kang, Hang-Won;Ryu, Jin-Chang;Lee, Sang-Kyu;Ha, Ho-Sung
    • Korean Journal of Soil Science and Fertilizer
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    • v.30 no.3
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    • pp.288-294
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    • 1997
  • In order to obtain a basic information related to the utility of Sinorhizobium fredii for field soybean, the effectiveness and competitiveness of nine fast-growing S. fredii strains including TAL 1871 etc. were examined on eleven Korean soybean(Glycin max L.) cultivars. Nine S. fredii strains all modulated soybean cv. Kwangkyo, but did not Danyeobkong. The averaged shoot dry weight by S. fredii strain TAL 1781, TAL 1840, TAL 1899 marked only about 53% as compared to that by Bradyrhizobium japonicum strain YCK 213 and USDA 110. The shoot dry weight by S. fredii strains, of which TAL 1781 was the most effective in that, was increased by coinoculation with B. japonicum YCK 213 rather than with B. japonicum USDA 110. Nodule occupancy by S. fredii ranged from 8.3 to 26.7% in coinoculation with B. japonicum YCK 213, but did from 10.0 to 30.0% with B. japonicum USDA 110. These results indicated that S. fredii strains were inferior effective and competitive to B. japonicum strains.

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Serological Approach for Selection of Bradyrhizobium japonicum Strain with Superior Symbiotic Effectiveness (Bradyrhizobium japonicum의 공생효과(共生效果) 우수균주(優秀菌株) 선발(選拔)을 위한 면역혈청학적(免疫血淸學的) 접근(接近))

  • Kang, Ui-Gum;Ha, Ho-Sung;Park, Kyeong-Bae;Lee, Sang-Kyu;Lim, Dong-Kyu;Yang, Min-Suk
    • Korean Journal of Soil Science and Fertilizer
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    • v.29 no.2
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    • pp.165-172
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    • 1996
  • Symbiotic effectiveness and significance of Bradyrhizobium japonicum strains in five serogroups which were consisted of three corresponding serotype strains, respectively, indigenous to Korean soils were evaluated in terms of utility of strain serogroup for symbiotic improvement on soybean plant. The nodulation by rhizobia of each serogroup on four soybean cultivars(Danweonkong, Kwangkyo, Pangsakong, and Eunhakong) was good in order of USDA 123 > YCK 150 > YCK 117 > YCK 141 > USDA 110 serogroup members. Shoot dry weight of soybean was relatively high with USDA 110 serogroup members as well as with YCK 141 serogroup members, whereas the effectiveness of USDA 123 serogroup members was the lowest among the serogroups examined. In particular, Pangsakong among soybeans inoculated with five-serogroup members was positively outstanding on nodulation and shoot dry weight of the plant. Overall, symbiotic parameters of serogroup members associated with soybean plant such as nodule number, nodule mass, $N_2$ase activity, and shoot dry weight showed significantly different responses at level of 1% probability among both rhizobial serogroups and soybean cultivars, respectively. The rate in symbiotic similarity of the members of each serogroup from F-test ($$P{\leq_-}0.05$$) was 100% for nodule No., 90% for $N_2$ase activity. and 80% for soybean shoot dry weight. Taken together, the results indicated that the serological grouping of B. japonicum could be strongly useful for improving the symbiotic effectiveness hetween soybean and Rhizobium.

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A Study on the Production Performance of Korean Native Chickens for Samgye Chicken Production (삼계용 토종닭의 생산능력 고찰)

  • Kigon Kim;Hyun-Wook Kim;Hyo Jun Choo;Jung Min Heo;Ki Suk Oh;Sang-Hyon Oh;See Hwan Sohn
    • Korean Journal of Poultry Science
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    • v.50 no.2
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    • pp.91-99
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    • 2023
  • This study aimed to develop a high-productivity breed of Korean native Samgye chicken. We evaluated the production performance of six Korean native chicken combinations (KNC-SCYC, SCYD, SDYC, SDYD, SYYC, SYYD) and GSP-Hanhyup Korean native chickens, with Baeksemi chickens used as a control group. The performance test was conducted from hatching to 7 weeks of age on 756 chickens, and we measured survival rate, body weight, shank length, feed utility, and carcass yield. The overall survival rate was nearly 100% for all strains. However, body weight showed significant differences between strains at all ages (P<0.01), with Baeksemi weighing 863.8±76.9 g, GSP-Hanhyup weighing 804.7±72.5 g, and KNC-combinations weighing 543.0±61.8 g at 5 weeks of age. The duration needed to reach 850 g was estimated to be 34.5 days for Baeksemi, 37.5 days for GSP-Hanhyup, and 45.8-48.8 days for KNC-combinations. Carcass yield percentage was highest for KNC-SYYD combination at 63.3%, followed by Baeksemi at 60.4%, and GSP-Hanhyup at 56.1%. Shank length at 850 g body weight was 7.6 cm for KNC-SYYD combination, 7.8 cm for Baeksemi, and 8.0 cm for GSP-Hanhyup. The feed conversion ratio at 850 g body weight was 1.81 for Baeksemi, 2.17 for GSP-Hanhyup, and 2.27 for KNC-SCYC combination. Our results suggest that the KNC-SYYD combination and GSP-Hanhyup breed have the potential to be used in Samgye production due to their moderate growth performance, higher carcass yield, and shorter shank length, despite their lower growth productivity and feed efficiency when compared to Baeksemi.

Performance analysis of Frequent Itemset Mining Technique based on Transaction Weight Constraints (트랜잭션 가중치 기반의 빈발 아이템셋 마이닝 기법의 성능분석)

  • Yun, Unil;Pyun, Gwangbum
    • Journal of Internet Computing and Services
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    • v.16 no.1
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    • pp.67-74
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    • 2015
  • In recent years, frequent itemset mining for considering the importance of each item has been intensively studied as one of important issues in the data mining field. According to strategies utilizing the item importance, itemset mining approaches for discovering itemsets based on the item importance are classified as follows: weighted frequent itemset mining, frequent itemset mining using transactional weights, and utility itemset mining. In this paper, we perform empirical analysis with respect to frequent itemset mining algorithms based on transactional weights. The mining algorithms compute transactional weights by utilizing the weight for each item in large databases. In addition, these algorithms discover weighted frequent itemsets on the basis of the item frequency and weight of each transaction. Consequently, we can see the importance of a certain transaction through the database analysis because the weight for the transaction has higher value if it contains many items with high values. We not only analyze the advantages and disadvantages but also compare the performance of the most famous algorithms in the frequent itemset mining field based on the transactional weights. As a representative of the frequent itemset mining using transactional weights, WIS introduces the concept and strategies of transactional weights. In addition, there are various other state-of-the-art algorithms, WIT-FWIs, WIT-FWIs-MODIFY, and WIT-FWIs-DIFF, for extracting itemsets with the weight information. To efficiently conduct processes for mining weighted frequent itemsets, three algorithms use the special Lattice-like data structure, called WIT-tree. The algorithms do not need to an additional database scanning operation after the construction of WIT-tree is finished since each node of WIT-tree has item information such as item and transaction IDs. In particular, the traditional algorithms conduct a number of database scanning operations to mine weighted itemsets, whereas the algorithms based on WIT-tree solve the overhead problem that can occur in the mining processes by reading databases only one time. Additionally, the algorithms use the technique for generating each new itemset of length N+1 on the basis of two different itemsets of length N. To discover new weighted itemsets, WIT-FWIs performs the itemset combination processes by using the information of transactions that contain all the itemsets. WIT-FWIs-MODIFY has a unique feature decreasing operations for calculating the frequency of the new itemset. WIT-FWIs-DIFF utilizes a technique using the difference of two itemsets. To compare and analyze the performance of the algorithms in various environments, we use real datasets of two types (i.e., dense and sparse) in terms of the runtime and maximum memory usage. Moreover, a scalability test is conducted to evaluate the stability for each algorithm when the size of a database is changed. As a result, WIT-FWIs and WIT-FWIs-MODIFY show the best performance in the dense dataset, and in sparse dataset, WIT-FWI-DIFF has mining efficiency better than the other algorithms. Compared to the algorithms using WIT-tree, WIS based on the Apriori technique has the worst efficiency because it requires a large number of computations more than the others on average.