• 제목/요약/키워드: Variety of Selection

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Evolutionary Computing Driven Extreme Learning Machine for Objected Oriented Software Aging Prediction

  • Ahamad, Shahanawaj
    • International Journal of Computer Science & Network Security
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    • v.22 no.2
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    • pp.232-240
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    • 2022
  • To fulfill user expectations, the rapid evolution of software techniques and approaches has necessitated reliable and flawless software operations. Aging prediction in the software under operation is becoming a basic and unavoidable requirement for ensuring the systems' availability, reliability, and operations. In this paper, an improved evolutionary computing-driven extreme learning scheme (ECD-ELM) has been suggested for object-oriented software aging prediction. To perform aging prediction, we employed a variety of metrics, including program size, McCube complexity metrics, Halstead metrics, runtime failure event metrics, and some unique aging-related metrics (ARM). In our suggested paradigm, extracting OOP software metrics is done after pre-processing, which includes outlier detection and normalization. This technique improved our proposed system's ability to deal with instances with unbalanced biases and metrics. Further, different dimensional reduction and feature selection algorithms such as principal component analysis (PCA), linear discriminant analysis (LDA), and T-Test analysis have been applied. We have suggested a single hidden layer multi-feed forward neural network (SL-MFNN) based ELM, where an adaptive genetic algorithm (AGA) has been applied to estimate the weight and bias parameters for ELM learning. Unlike the traditional neural networks model, the implementation of GA-based ELM with LDA feature selection has outperformed other aging prediction approaches in terms of prediction accuracy, precision, recall, and F-measure. The results affirm that the implementation of outlier detection, normalization of imbalanced metrics, LDA-based feature selection, and GA-based ELM can be the reliable solution for object-oriented software aging prediction.

A New Green-Kerneled Glutinous Rice Mutant Variety, "Nogwonchalbyeo" Developed by Gamma Ray Irradiation (녹색찰현미로 이용 가능한 "녹원찰벼"의 돌연변이 육종)

  • Kang, Si-Yong;Shin, In Chul;Kim, Dong Sub;Lee, Geung-Joo;Kim, Jin-Baek;Lee, Deok Yul;Lee, Sang Young;Lee, Dong Jin
    • Korean Journal of Breeding Science
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    • v.40 no.3
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    • pp.303-307
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    • 2008
  • We bred a new green-kerneled glutinous rice variety that can be cultivated in the whole area of Korea, because only one native green-kerneled glutinous rice cultivar, "Saengdongchalbyeo", has been cultivated in the southern coastal area due to its late heading. The seeds of "Saengdongchalbyeo" were irradiated with 200 Gy of gamma ray in 1995. A promising mutant variety, "Nogwonchalbyeo" ("Wonnong 17") was selected through line selection and regional yield trials. In particular, the new variety revealed at the earlier mid of August compared to that of "Saengdongchalbyeo", the early of September, and it was considerably tolerant to a field lodging due to its shortened culm length. Also, "Nogwonchalbyeo" had a higher ripened grain ratio and 1,000 grain weight compared to the original variety. The brown grain yield of the new variety was about 5.40 MT/ha, which was 11.3% higher than that of the original variety, in the regional yield trials at 3 different fields during 2000~2001. The brown and milled grains of the new rice variety contained 20 to 65% higher amount of total amino acids, respectively than that of the original and two checks. For chlorophyll -a, -b and total chlorophyll, the new variety showed nearly two-fold higher than the checks, and for the carotenoid, it had 5.3 - 7.6 times higher amount. These results showed that the new variety can be cultivated as a special green-kerneled glutinous rice with high functional compounds.

Structural Equation Modeling on Successful Aging in Elders - Focused on Selection.Optimization.Compensation Strategy - (노인의 성공노화 구조모형 -선택.최적화.보상 전략을 중심으로-)

  • Oh, Doo-Nam
    • Journal of Korean Academy of Nursing
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    • v.42 no.3
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    • pp.311-321
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    • 2012
  • Purpose: This study was designed to construct and test a structural equation modeling on specific domain health status and the Selection Optimization Compensation (SOC) strategy affecting successful aging in elderly people. Methods: The model construction was based on the SOC model by Baltes and Baltes. Interviews were done with 201 elderly people aged 65 or older. Interview contents included demographics, functional health status, emotional health status, social health status, SOC strategies, and successful aging. Data were analyzed using SPSS 15.0 and AMOS 7.0. Results: Model fit indices for the modified model were GFI=.93, CFI=.94, and RMSEA=.07. Three out of 7 paths were found to have a significant effect on successful aging in this final model. Functional health status had a direct and positive effect on successful aging. Emotional health status influenced successful aging through SOC strategies. Conclusion: This study suggests that interventions for improving functional health status and for strengthening SOC strategies are critical for successful aging. Continuous development of a variety of successful aging programs using SOC strategy is suggested.

Disease Resistance and High Yielding Ligusticum chuanxiong Hort. Variety ‘Sinto’ (천궁 내병 다수성 신품종 ‘신토’)

  • Park, Chung-Heon;Yu, Hong-Seob;Park, Hee-Woon;Seong, Nak-Sul;Park, Chun-Geon;Kim, Young-Guk;Kim, Chung-Guk
    • Korean Journal of Medicinal Crop Science
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    • v.10 no.5
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    • pp.415-418
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    • 2002
  • Ligusticum chuanxiong Hort. is one of the most important root-using medicinal crops in Korea. A new variety 'Sinto' (Suwon 2) was developed from the population of Muju local through phenotyptic restricted mass selection at National Crop Experiment Station, RDA. in 2001. The average yield of this variety was about 2,260 kg/ha in RYT at three location from 1999 to 2001 which were about 20% higher than that of Pyeongchang local. Sinto showed a strong resistance to powdery mildew. This variety may be well adaptable to mountainous mid-southern areas in Korean peninsula.

Effect of Artificial Diet on the Selection in the Silkworm, Bombyx mori (人工飼料에 의한 蠶品種 選拔效果에 관한 硏究)

  • Park, Kwang E.;Kang, Seok-Kwon
    • Journal of Sericultural and Entomological Science
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    • v.23 no.1
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    • pp.32-37
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    • 1981
  • It is necessary to improve new silkworm variety suitable for the artificial diet different from the mulberry leaves in physical and chemical natures. The silkworms fed on artificial diet show low productivity in general. So the effectiveness of selection for cocoon characters was studied when the silkworms were reared on the artificial diet for several generations. The results obtained are as fellows: 1. There is no correlation between the cocoon shell weight and the cocoon shell percentage in female cocoons of both Sa and Y strains but in male cocoons. 2. No correlation exists between the weight of a cocoon and a cocoon shell percentage of male cocoons in Sa strain. 3. There is a specific effect of the artificial diet on selection between Japanese and Chinese strains compared with the mulberry leave rearing. 4. The cocoon quality of first generation in artificial diet rearing was very inferier to that of previous generation in mulberry leave rearing in both Sa and Y strains, but the effect of selection rapidly increased in first and second generation.5. Very high mortality was noted in 4th generation to the degree of hardness for successive generation. 6. From 6th generation to 10th generation, the effectiveness of selection for cocoon characters increased continuously except the cocoon shell percteage.

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Comparison of Ulnar Collateral Ligament Reconstruction Techniques in the Elbow of Sports Players

  • Moon, Jun-Gyu;Lee, Hee-Dong
    • Clinics in Shoulder and Elbow
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    • v.23 no.1
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    • pp.41-47
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    • 2020
  • Ulnar collateral ligament injuries have been increasingly common in overhead throwing athletes. Ulnar collateral ligament reconstruction is the current gold standard for managing ulnar collateral ligament insufficiency, and numerous reconstruction techniques have been described. Although good clinical outcomes have been reported regarding return to sports, there are still several technical issues including exposure, graft selection and fixation, and ulnar nerve management. This review article summarizes a variety of surgical techniques of ulnar collateral ligament reconstructions and compares clinical outcomes and biomechanics.

A Study on the tool vibration characteristics in inclined surface milling (Ball-end milling 에서의 경사면 가공시의 공구진동 특성에 관한 연구)

  • 조병무;유진호;이동주
    • Proceedings of the Korean Society of Machine Tool Engineers Conference
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    • 2004.04a
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    • pp.15-20
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    • 2004
  • Inclined surface milling in the mould and die industries is one of the most commonly needed cutting process. For the variety and complexity of cutting characteristics in various cutting condition, it is difficult to select a optimal tool path orientation. The comparative results through FFT analysis in this study provide a guideline for the selection tool path orientation.

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Asymptotic Relative Efficiency for New Scores in the Generalized F Distribution

  • Choi, Young-Hun
    • Communications for Statistical Applications and Methods
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    • v.11 no.3
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    • pp.435-446
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    • 2004
  • In this paper we introduced a new score generating function for the rank dispersion function in a multiple linear model. Based on the new score function, we derived the asymptotic relative efficiency, ARE(11, rs), of our score function with respect to the Wilcoxon scores for the generalized F distributions which show very flexible distributions with a variety of shape and tail behaviors. We thoroughly explored the selection of r and s of our new score function that provides improvement over the Wilcoxon scores.