• Title/Summary/Keyword: exclusive-OR operation

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Multi-dimensional Contextual Conditions-driven Mutually Exclusive Learning for Explainable AI in Decision-Making

  • Hyun Jung Lee
    • Journal of Internet Computing and Services
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    • v.25 no.4
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    • pp.7-21
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    • 2024
  • There are various machine learning techniques such as Reinforcement Learning, Deep Learning, Neural Network Learning, and so on. In recent, Large Language Models (LLMs) are popularly used for Generative AI based on Reinforcement Learning. It makes decisions with the most optimal rewards through the fine tuning process in a particular situation. Unfortunately, LLMs can not provide any explanation for how they reach the goal because the training is based on learning of black-box AI. Reinforcement Learning as black-box AI is based on graph-evolving structure for deriving enhanced solution through adjustment by human feedback or reinforced data. In this research, for mutually exclusive decision-making, Mutually Exclusive Learning (MEL) is proposed to provide explanations of the chosen goals that are achieved by a decision on both ends with specified conditions. In MEL, decision-making process is based on the tree-based structure that can provide processes of pruning branches that are used as explanations of how to achieve the goals. The goal can be reached by trade-off among mutually exclusive alternatives according to the specific contextual conditions. Therefore, the tree-based structure is adopted to provide feasible solutions with the explanations based on the pruning branches. The sequence of pruning processes can be used to provide the explanations of the inferences and ways to reach the goals, as Explainable AI (XAI). The learning process is based on the pruning branches according to the multi-dimensional contextual conditions. To deep-dive the search, they are composed of time window to determine the temporal perspective, depth of phases for lookahead and decision criteria to prune branches. The goal depends on the policy of the pruning branches, which can be dynamically changed by configured situation with the specific multi-dimensional contextual conditions at a particular moment. The explanation is represented by the chosen episode among the decision alternatives according to configured situations. In this research, MEL adopts the tree-based learning model to provide explanation for the goal derived with specific conditions. Therefore, as an example of mutually exclusive problems, employment process is proposed to demonstrate the decision-making process of how to reach the goal and explanation by the pruning branches. Finally, further study is discussed to verify the effectiveness of MEL with experiments.

Analysis of Bus Accidents Influential Factors on Bus Exclusive Lane in Seoul (Bus Median Lane and Bus Curb Lane Defined) (서울시 버스전용차로구간의 버스사고 영향요인 분석 연구 (중앙전용차로 및 가로변전용차로 구분))

  • Lim, Jun-Beom;Hong, Ji-Yeon;Chang, Il-Jun;Park, Jun-Tae
    • International Journal of Highway Engineering
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    • v.14 no.2
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    • pp.145-155
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    • 2012
  • At present, Seoul City is putting the bus exclusive lane system into practice according to mass transit revitalization policy. Starting with the installation of roadside bus exclusive lane in the past, at present, even the road sections for central- lane bus exclusive lane system are on the increase. The purpose of this research is to analyze the factors giving impacts on bus accident on central bus exclusive lane and roadside bus exclusive lane. In case of the central bus exclusive lane, the 6 variables, such as the number of bus routes, number of access & entrance to central lanes patterns, whether the stop line of central lanes retreats or not, separated distance between the stop line of central lanes and crosswalks, traffic volume, and number of bus routes stopping at bus stops on reversible lanes, were found to have a significant influence on bus accidents. In case of roadside bus exclusive lane sections, the four variables such as the number of right-turn bus routes, whether to be chronic illegal parking & stopping, time for the walk signal, and forms of land use, etc. were found to have a significant influence on bus accident.

Enhancing File Transmission Speed in Satellite Communication Using Exclusive-OR TCP Coding Technic and Split PEP (Split PEP와 Exclusive-OR TCP 코딩 기법을 이용한 위성통신 파일 전송 속도 향상)

  • Lee, Seunglyong;Kim, Jong-Mu;Oh, Ji-Hoon;Kim, Jae-Hyun
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.41 no.11
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    • pp.1443-1445
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    • 2016
  • In this paper, we propose a exclusive-OR TCP coding technic imply with TCP Hybla on split PEP for enhancing the file transfer speed of the satellite communication. To evaluate performance of the proposed method, we set up a test-bed of satellite communication network. As a result of the performance evaluation, the file transmission speed enhanced more than 12% within high packet loss range. Therefore, we can expect that the proposed methodology could contribute to enhancing of data transmission speed in the satellite communication.

Effects of a Breast-Feeding Empowerment Program on Exclusive Breast-Feeding (모유수유 임파워먼트 프로그램이 완전모유수유에 미치는 효과)

  • Kim, Yun-Mi
    • Journal of Korean Academy of Nursing
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    • v.39 no.2
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    • pp.279-287
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    • 2009
  • Purpose: The purpose of this study was to develop an antepartum-postpartum breast-feeding program titled "Breastfeeding Empowerment Program" and to measure the effects of this program on breast-feeding empowerment and the rate of exclusive breast-feeding. Methods: The study design was a nonequivalent control group design with repeated measures. Results: The scores for breast-feeding empowerment of the experimental group (EG) were higher than those of the control group (CG) at week 1, 4, 8, 12. The rates for exclusive breast-feeding of the experimental group were also higher than those of the control group: 86.4% in the EG and 40.9% in the CG at week 1; 100% vs 42.9% at week 4; 86.4% vs 38.1% at week 8; 95.5% vs 38.1% at week 12; 94.7% vs 31.6% at 6 months; 89.5% vs 26.3% at 12 months. Conclusion: The study provided evidence that raising consciousness and strengthening mother's will and skills for exclusive breast-feeding helps them to achieve successful breast-feeding by themselves. In addition mothers need to be empowered to breastfeed starting before delivery and continuing after delivery. This approach could make long-term exclusive breast-feeding successful.

Effects of a Breastfeeding Support Program on the Prevalence of Exclusive Breastfeeding and Growth in Late Preterm Infants

  • Jang, Gun Ja;Hong, Yeon Ran
    • Child Health Nursing Research
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    • v.26 no.1
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    • pp.90-97
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    • 2020
  • Purpose: The purpose of this study was to investigate the effects of a breastfeeding support program (BSP) on the prevalence of exclusive breastfeeding and growth in late-preterm infants. Methods: A quasi-experimental study was conducted. The participants were 40 late preterm infants (LPIs), of whom 20 were assigned to the experimental group and 20 to the control group. For the mothers in the experimental group, a BSP was provided prior to the LPIs' discharge and reinforced once a week for 4 weeks. Information on the feeding type was collected by observation and the LPIs' body weight was measured. Results: There were significant differences in feeding type by group and time. Exclusive breastfeeding was 5.18 times more common in the experimental group than in the control group (odds ratio=5.18, 95% confidence interval=1.11~16.70). However, weekly weight gain did not show a significant relationship with group and time (F=0.40, p=.712). Conclusion: The BSP was helpful for increasing the rate of exclusive breastfeeding in LPIs. Furthermore, the LPIs in the experimental group, which had a higher likelihood of being exclusively breastfed, showed an equivalent amount of weight gain as the LPIs in the control group, in which infants were more likely to be formula-fed.

Breast Feeding Method in Mothers of 4 Week Old Infants (영아 어머니의 수유방법에 대한 실태 조사 - 서울시의 일개 지역 중심으로 -)

  • Lee, Mi-Kyeong;Kim, Jeong-Hyun
    • Women's Health Nursing
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    • v.8 no.2
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    • pp.257-267
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    • 2002
  • This retrospective descriptive study was done to identify maternal characteristics related to infant feeding methods. Data were collected by self-report from 90 mothers who visited a health clinic in Seoul between July 30 and August 14, 2001. The mothers were classified into 3 groups according to the feeding method at 4 weeks after childbirth; Exclusive breast feeding group, Mixed breast feeding group, Bottle feeding group. Mothers using exclusive breast feeding accounted for 46.6% of the mothers, those using mixed breast feeding, 26.7%, and those using bottle feeding, 26.7%. Although the percentage of mothers using exclusive breast feeding was higher, there was no significant difference among the groups. In our research, characteristics related to the mother were found to be in a state of change. Mothers with higher education and having a job had higher rates for exclusive breast feeding. This result is different from that of earlier research. Further research is needed to confirm these characteristics. In order to increase the rate for exclusive breast feeding and the duration of breast feeding, nurses need to provide programs aimed at fostering breast feeding and these programs should be based on characteristics related to breast feeding shown in our research.

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A Constructing Theory of Multiple-Valued Logic Functions based on the Exclusive-OR Minimization Technique and Its Implementation (Exclusive-OR 최소화 기법에 의한 다치논리 함수의 구성 및 실현)

  • 박동영;김흥수
    • Journal of the Korean Institute of Telematics and Electronics B
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    • v.29B no.11
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    • pp.56-64
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    • 1992
  • The sum-of-product type MVL (Multiple-valued logic) functions can be directly transformed into the exclusive-sum-of-literal-product(ESOLP) type MVL functions with a substitution of the OR operator with the exclusive-OR(XOR) operator. This paper presents an algorithm that can reduce the number of minterms for the purpose of minimizing the hardware size and the complexity of the circuit in the realization of ESOLP-type MVL functions. In Boolean algebra, the joinable true minterms can form the cube, and if some cubes form a cube-chain with adjacent cubes by the insertion of false cubes(or, false minterms), then the created cube-chain can become a large cube which includes previous cubes. As a result of the cube grouping, the number of minterms can be reduced artificially. Since ESOLP-type MVL functions take the MIN/XOR structure, a XOR circuit and a four-valued MIN/XOR dynamic-CMOS PLA circuit is designed for the realization of the minimized functions, and PSPICE simulation results have been also presented for the validation of the proposed algorithm.

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Exclusive Economic Zone Expansion and Resource Efficiency: Strategic Expansion and the Effects of Lobby (배타적 경제수역의 확대와 자원의 효율성: 전략적 확대와 로비의 경제적 효과)

  • 김은채
    • The Journal of Fisheries Business Administration
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    • v.26 no.1
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    • pp.29-40
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    • 1995
  • Since the coastal countries, such as Unite States and other Latin America countries, proclaimed their 200 nautical mile Exclusive Economic Zone, these countries have attention to the need to develop effective coastal management and resource conservation But these countries often perceive themselves as being in competition with each other for profitable for the expansion of the vested EEZ. In such a situation, Exclusive Economic Zone expansion can appear as attractive policy tools in a coastal fishing firms in a noncooperative rivalries with pelagic countries, enable them to expand their fishing share and earn more profits. In reality, the coastal countries strategic Exclusive Economic Zone expansion change the initial condition of the game that both countries' fishing firms play. In this case, the coastal countries' fishing, such as South Korea, Japan and others, act as a followers. As result, the coastal countries' welfare is improved because of pelagic countries profit share shifts to the coastal countries profit share. In this paper, we find that coastal countries strategic EEZ expansion policy may not improve the coastal contries welfare if the shifting profits are dominated by the direct lobbying costs and related resource depletion.

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The Development of Exclusive CAD/CAM System for Impeller Blades Formed by Ruled Surface II (A Study on the 5-Axis Machining) (Ruled Surface로 형성된 임펠러 블레이드 전용 CAD/CAM 시스템 개발 II(5-축 가공에 관한 연구))

  • ;;;;;;董玉革
    • Transactions of the Korean Society of Machine Tool Engineers
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    • v.11 no.3
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    • pp.1-8
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    • 2002
  • This study is continuous with the study I (A Study on the Modeling) and the sample impeller of this study is defined by the modeling process of the exclusive CAD/CAM system developed in the study Ⅰ. And, this study describes a method for the 5-axis machining of impeller blades formed by ruled surface. Therefore, the exclusive CAD/CAM system is the software for modeling md machining of impeller blades. By using the machining method suggested in this study, we could manufacture impeller blades on 5-axis CNC machining center and the machined impeller was very agreeable to the designed impeller. Thus, theories proposed in this study can be very useful for the 5-axis machining of impeller blades.

A Basic Study on City Gas Consumption Difference according to the exclusive dwelling area

  • Kim, Sang Ho;Yang, Sungpil;Yu, Yeongjin;Son, Kiyoung
    • International conference on construction engineering and project management
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    • 2015.10a
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    • pp.732-733
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    • 2015
  • Currently, since the total energy amount has been increased continuously, the effort for energy efficiency of apartment building is necessary. Although the previous studies have been focused on the issue. Almost studies are about the simulation by applying the energy analysis tools and a lack of studies have been conducted the data analysis about real city gas amount of apartment building. Therefore, the objective of this study is to analyze the city gas consumption difference according to the exclusive dwelling in apartment building. To address this issue, the descriptive, correlation, analysis of variance (ANOVA) statistics are used in this study. As a result, in the case of annual total amount, the city gas is increased as the size of the exclusive dwelling area is increased. In the future, the findings of this study can be used as a basic material to develop the prediction model of city gas in apartment building.

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