• Title/Summary/Keyword: SGA

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A Structural Learning of MLP Classifiers Using PfSGA and Its Application to Sign Language Recognition (PfSGA를 이용한 MLP분류기의 구조 학습 및 수화인식에의 응용)

  • 김상운;신성효
    • Journal of the Korean Institute of Telematics and Electronics C
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    • v.36C no.11
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    • pp.75-83
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    • 1999
  • We propose a PfSGA(parameter-free species genetic algorithm) to learn the topological structure of MLP classifiers being adequate to given applications. The PfSGA is a combinational method of SGA(species genetic algorithm) and PfGA(parameter-free genetic algorithm). In SGA, we divide the total search space into several subspaces(species) according to the number of hidden units, and reduce the unnecessary search by eliminating the low promising species from the evolutionary process. However the performances of SGA classifiers are readily affected by the values of parameters such as mutation ratio and crossover ratio. In this paper, therefore, we combine SGA with PfGA, for which it is not necessary to determine the learning parameters. Experimental results on benchmark data and sign language words show that PfSGA can reduce the learning time of SGA and is not affected by the selection parameter values on structural learning. The results also show that PfSGA is more efficient than the exisiting methods in the aspect of misclassification ratio, learning rate, and complexity of MLP structure.

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A Structural Learning of MLP Classifiers Using PfSGA (PfSGA를 이용한 MLP 분류기의 구조 학습)

  • 愼晟孝;金 商雲
    • Proceedings of the IEEK Conference
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    • 1998.10a
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    • pp.1277-1280
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    • 1998
  • We propose a structural learning method of MLP classifiers for a given application using PfSGA (parameter-free species genetic algorithm), which is a combining of species genetic algorithm(SGA) and parameter-free genetic algorithm(PfGA). experimental results show that PfSGA can reduce the learing time of SGA and has no influence of parameter values on structural learning. And we also convince that PfSGA is more efficient than the other methods in the aspect of misclassification ratio, learning rate, and complexity of MLP structure.

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Growth patterns and nutritional status of small for gestational age infants in Malaysia during the first year of life

  • Ahmad, Norain;Sutan, Rosnah;Tamil, Azmi Mohd;Hajib, Noriah
    • Child Health Nursing Research
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    • v.27 no.4
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    • pp.317-327
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    • 2021
  • Purpose: This study aimed to identify small for gestational age (SGA) infants' growth patterns, nutritional status, and associated factors. Methods: This prospective cohort study was conducted at primary-care child health clinics in Greater Kuala Lumpur, Malaysia. The sample consisted of infants who fulfilled the criteria and were born in 2019. The anthropometric data of infants were assessed at birth and at 1, 3, 6, 9, and 12 months. Results: A total of 328 infants were analysed. In total, 27.7%(n=91) of the subjects were SGA infants, and 237 of them were not. Significant differences in the median weight-for-age and length-for-age z-scores were observed between SGA and non-SGA infants at birth, 1 month, 6 months, and 12 months. There was a significant difference between the growth patterns of SGA and non-SGA infants. Birth weight and sex significantly predicted the nutritional status(stunting and underweight) of SGA infants during their first year of life. Conclusion: SGA infants can catch up to achieve normal growth during their first year of life. Even though the nutritional status of SGA infants trends worse than non-SGA infants, adequate infant birth weight monitoring and an emphasis on nutritional advice are crucial for maintaining well-being.

Characterization of Sporulation-Specific Glucoamylase of Saccharomyces diastaticus (Saccharomyces diastaticus의 포자형성 특이 글루코아밀라제의 특성)

  • Kim, Eun-Ju;Ahn, Jong-Seog;Kang, Dae-Ook
    • Journal of Life Science
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    • v.20 no.5
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    • pp.683-690
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    • 2010
  • The yeast strains of Saccharomyces diastaticus produce one of three isozymes of an extracellular glucoamylase I, II or III, a type of exo-enzyme which can hydrolyse starch to generate glucose molecules from non-reducing ends. These enzymes are encoded by the STA1, STA2 and STA3 genes. Another gene, sporulation-specific glucoamylase (SGA), also exists in the genus Saccharomyces which is very homologous to the STA genes. The SGA has been known to be produced in the cytosol during sporulation. However, we hypothesized that the SGA is capable of being secreted to the extracellular region because of about 20 hydrophobic amino acid residues at the N-terminus which can function as a signal peptide. We expressed the cloned SGA gene in S. diastaticus YIY345. In order to compare the biochemical properties of the extracellular glucoamylase and the SGA, the SGA was purified from the culture supernatant through ammonium sulfate precipitation, DEAE-Sephadex A-50, CM-Sephadex C-50 and Sephadex G-200 chromatography. The molecular weight of the intact SGA was estimated to be about 130 kDa by gel filtration chromatography with high performance liquid chromatography (HPLC) column. Sodium dedecyl sulfate polyacrylamide gel electrophoresis (SDS-PAGE) analysis showed it was composed of two heterogeneous subunits, 63 kDa and 68 kDa. The deglycosylation of the SGA generated a new 59 kDa band on the SDS-PAGE analysis, indicating that two subunits are glycosylated but the extent of glycosylation is different between them. The optimum pH and temperature of the SGA were 5.5 and $45^{\circ}C$, respectively, whereas those for the extracellular glucoamylase were 5.0 and $50^{\circ}C$. The SGA were more sensitive to heat and SDS than the extracellular glucoamylase.

The Reliability and Validity of Patient-Generated Subjective Global Assessment (PG-SGA) in Stroke Patients (뇌졸중 환자에서 '환자 주도적 총체적 영양사정' 도구의 신뢰도 및 타당도 평가)

  • Yoo, Sung-Hee;Oh, Eui-Guem;Youn, Mi-Jung
    • Korean Journal of Adult Nursing
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    • v.21 no.6
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    • pp.559-569
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    • 2009
  • Purpose: This study was to examine the reliability and validity of Patient-Generated Subjective Global Assessment (PG-SGA) as a nutritional measurement for stroke patients. Methods: This was a methodological study performed from May 6 to June 10, 2009 at a tertiary university hospital in Seoul. For reliability of PG-SGA, inter-rater reliability was used for statistics. For concurrent validity, BMI and biomarkers were compared between PG-SGA 0 ~ 8 and ${\geq}$ 9. In addition, sensitivity, specificity, and predictive value of PG-SGA compared with SGA were calculated using a contingency table. For predictive validity, hospital day, complications, and readmission within 1-month after discharge were compared between PG-SGA 0 ~ 8 and ${\geq}$ 9. Results: Correlation of PG-SGA score between two observers was 0.83, and kappa value for the agreement of severe malnutrition was 0.78(all $p_s$ < .001). The scored PG-SGA showed high sensitivity and specificity (100% and 96.7%, respectively). Severe undernourished patients (PG-SGA ${\geq}$ 9) had significantly low TLC, protein, albumin, and prealbumin (all $p_s$ < .01) compared with non-undernourished patients (PG-SGA 0 ~ 8). Also, in severe undernourished patients, complications and readmission (all $p_s$ = 0.01) were more often represented, and hospital days (p = .013) were significantly delayed. Conclusion: PG-SGA is a reliable and valid measurement to assess nutritional status for stroke patients.

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Growth Outcome and Metabolic Profile of PWS Patients Treated with GH and Differences between AGA and SGA Group

  • Yoon, Ju Young
    • Journal of Interdisciplinary Genomics
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    • v.4 no.2
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    • pp.35-38
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    • 2022
  • Background: Prader-Willi syndrome (PWS) is a complex genetic disease associated with growth impairment, severe obesity and metabolic dysfunctions. High proportion of PWS patients are born small for gestational age (SGA) than normal children, which also increase the risk of growth impairment and metabolic dysfunction in PWS. We aimed to compare growth outcome and metabolic profiles between SGA and appropriate for gestational age (AGA) PWS patients. Methods: Data of 55 PWS children and adults aged more than 2 years old (32 male and 23 female, age 2-18.8 years) from single center were studied. Only patients who were treated with GH were included. The clinical characteristics and laboratory findings were reviewed retrospectively. Results: Among 55 subjects, 39 had 15q11-13 deletion and 16 had uniparental disomy (UPD). Twenty (36.3%) were born SGA. All patients received GH treatment, and 11 (20%) discontinued GH treatment. Mean age at GH treatment initiation was 2.5 (range 0.3-12.4) years, and mean duration of treatment was 6.3 (range 1.0-11.3) years. Current height-SDS (-0.36 vs -0.16) and BMI-SDS (1.44 vs 1.33) did not differ between AGA and SGA group. Two patients in SGA group, but none in AGA group had diabetes mellitus. Mean glucose level was also higher in SGA group (100.1 vs 114.4 mg/dL). Conclusion: Our report gives an overview of growth profile and metabolic dysfunctions recorded in GH treated PWS patients. Growth profile did not differ between AGA and SGA group. Glucose level was higher in SGA group, so more careful monitoring and prevention for DM will be required in SGA group.

A Study on the Seller's Liability for Defects in Title of Goods under SGA (SGA에서 매도인의 권리적합의무에 관한 연구)

  • Min, Joo Hee
    • THE INTERNATIONAL COMMERCE & LAW REVIEW
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    • v.62
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    • pp.33-53
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    • 2014
  • This study examines the seller's liability for defects in title of goods under SGA. If the contracting parties choose SGA as a governing law, they should pay attention to whether a contractual stipulation for defects in title of goods is a condition or a warranty. It is because SGA divides contractual terms into a condition and a warranty. And its effects regarding a breach of a condition or a warranty are different. Under SGA s 12(1) as a condition, in a contract of sale, the seller has a right to sell the goods at the time of contract, and in the case of an agreement to sell, he will have such a right at the time when the property is to pass. Under SGA s 12(2) as a warranty, there is an implied warranty that (a) the goods are free, and will remain free until the time when the property is to pass, from any charge or encumbrance and (b) the buyer will enjoy quiet possession of the goods as long as the buyer retains an interest in the goods. But the seller will not be liable if the third party unlawfully interferes with the buyer's possession.

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A Comparative Study on the Right to Avoid the Contract of the Buyer under SGA and CISG (SGA에서 매수인의 계약해제권에 관한 연구: CISG와의 비교를 중심으로)

  • Min, Joo-Hee
    • Asia-Pacific Journal of Business
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    • v.11 no.3
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    • pp.273-290
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    • 2020
  • Purpose - The purpose of this paper is to examine the buyer's right to avoid the contract under SGA and CISG. Design/methodology/approach - This paper has conducted literature reviews to analyze the right to avoid the contract of the buyer based on the comparative study. Findings - Under s. 11(3) of SGA, the breach of a condition and an intermediate which deprives the buyer substantially of the whole benefit of the contract may give rise to a right to treat the contract as repudiated. But under Art. 49 of CISG, the buyer has the right to terminate the contract where the seller's failure to performance amounts to a fundamental breach of contract. Regarding the breach of an intermediate and the breach under CISG, the buyer should take into account where the seller's breach is fundamental or not. Moreover, an anticipatory breach can give rise to a right to avoid the contract. The anticipatory breach of a condition justifies termination. The breach of an intermediate and the breach under CISG require an anticipatory fundamental breach of the contract. Under SGA, the buyer has to prove an anticipatory breach in fact but CISG does not require virtual certainty, which SGA has stricter criteria to assess an anticipatory breach. Research implications or Originality - Comparative study helps to understand the nature of provisions under SGA and CISG and suggests practical advice to choose applicable laws. SGA gives more certainty to classify a contractual term. In case of the breach of a condition including the anticipatory breach under SGA, the buyer does not have to ask how much serious the breach is. But CISG requires the fundamental breach of the contract, which means that the buyer has the more burden of proof compared with SGA.

A Study on the Main Features and Problems of SGA Amendment (개정(改正) SGA의 특징(特徵)과 문제점(問題點)에 관한 연구(硏究))

  • Choi, Myung-Kook
    • THE INTERNATIONAL COMMERCE & LAW REVIEW
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    • v.16
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    • pp.83-114
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    • 2001
  • This paper is focussed on the main features and problems of SGA amendment. main features and problems are as below. First, SGA section 14 uses a new term, that of "satisfactory quality", which is defined in a somewhat circular way and introduces some guidelines in order to solve other problems perceived as arising under the "merchantable quality". The change was largely to assist in the better resolution of consumer disputes and not necessary for commercial disputes because the change involves the substitution of a phrase which meant something but was inappropriate to commercial disputes. As with the definition of "merchantable quality", a court can take the new formulation as an invitation to start afresh; or it can refer to the previous case law. Second, before the SGA amendment, a contract for the sale of undifferentiated part of a bulk shipped or to be shipped on a named ship was a contract for the sale of unascertained goods. So the effect was that property could not pass to the buyer, even though he had paid the price in full, before the goods become ascertained. The main object of the SGA amendment was to improve the buyer's position where he had paid for a specified quantity of goods forming an undifferentiated part of an identified bulk and the seller then became insolvent before the goods for which the buyer had paid were ascertained. The improvement was achieved by making section 16 of the SGA 1979 subject to a new section 20A and includig section 20B, under which a buyer of a specified quantity bulk can acquire a proprietary interest in the bulk. This proprietary solution still has some problems in international sale of goods. Therefore, it would be more appropriated SGA should settle disputes between parties through payment, passing of risk, delivery of goods and/or documents etc. instead of property rights like UCC.

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Catch-up growth and catch-up fat in children born small for gestational age

  • Cho, Won Kyoung;Suh, Byung-Kyu
    • Clinical and Experimental Pediatrics
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    • v.59 no.1
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    • pp.1-7
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    • 2016
  • Infants born small for gestational age (SGA) are at increased risk of perinatal morbidity, persistent short stature, and metabolic alterations in later life. Recent studies have focused on the association between birth weight (BW) and later body composition. Some reports suggest that fetal nutrition, as reflected by BW, may have an inverse programing effect on abdominal adiposity later in life. This inverse association between BW and abdominal adiposity in adults may contribute to insulin resistance. Rapid weight gain during infancy in SGA children seemed to be associated with increased fat mass rather than lean mass. Early catch-up growth after SGA birth rather than SGA itself has been noted as a cardiovascular risk factor in later life. Children who are born SGA also have a predisposition to accumulation of fat mass, particularly intra-abdominal fat. It is not yet clear whether this predisposition is due to low BW itself, rapid postnatal catch-up growth, or a combination of both. In this report, we review the published literature on central fat accumulation and metabolic consequences of being SGA, as well as the currently popular research area of SGA, including growth aspects.