• Title/Summary/Keyword: data scarcity

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Smart Study's Strategy in the Kids Content Industry: VRIO Framework

  • LEE, Jun-Ho;KIM, Taejoong;PARK, Hyunjun
    • 융합경영연구
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    • 제8권3호
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    • pp.1-8
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    • 2020
  • Purpose: Korea has a long history of kid's content industries. Also, Korea's kid's content market has been thriving for a long time, but recently, a company called Smart Study has sharply raised Korea's status because of its competitive advantage and capability in the kid's content industry. Research design, data and methodology: This research has explored and examined how Smart Study was successful in kid's content industries. Also, the research examined the present and potential competitors in the kid's content industry. Results: We investigated and explored how they were different from other Korean kid industries through value, rare, inimitability, and organization (VRIO) framework. Conclusions: One of the primary reasons for their success is because Smart Study has strengths in marketing that brand character and making consumers loyal to the company. Lastly, this paper attempted to explain how they have promoted their company and investigated how other companies promote themselves in the kid's content industry. This paper has limitations. We could not explain all the fields of kid content. The kids' content has developed tremendously, but there are many hidden parts. It has been successful in Korea and is still growing and proliferating. Also, there is a slight lack of scarcity in distribution methods.

IoT 기반 화재탐지시스템의 연기 및 온도감지기 비화재보 신호 패턴 분석 (Analysis of Unwanted Fire Alarm Signal Pattern of Smoke / Temperature Detector in the IoT-Based Fire Detection System)

  • 박승환;김두현;김성철
    • 한국안전학회지
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    • 제37권2호
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    • pp.69-75
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    • 2022
  • Fire-alarm systems are safety equipment that facilitate rapid evacuation and early suppression in case of fire. It is highly desirable that fire-alarm systems have low false-alarm rates and are thus reliable. Until now, researchers have attempted to improve detector performance by applying new technologies such as IoT. To this end, IoT-based fire-detection systems have been developed. However, due to scarcity of large-scale operational data, researchers have barely studied malfunctioning in fire-alarm systems or attempted to reduce false-alarm rates in these systems. In this study, we analyzed false-alarm rates of smoke/temperature detectors and unwanted fire-alarm signal patterns at K institution, where Korea's largest IoT-based fire-detection system operates. After analyzing the fire alarm occurrences at the institution for five years, we inferred that the IoT-based fire-detection system showed lower false-alarm rates compared to the automatic fire-detection equipment. We analyzed the detection pattern by dividing it into two parts: normal operation and unwanted fire alarms. When a specific signal pattern was filtered out, the false-alarm rate was reduced to 66.9% in the smoke detector and to 46.9% in the temperature detector.

Identification and Categorization of Jul Designs and Patterns in the Sāsānian Period

  • Davood, SHADLOU;Amir, SHADLOU
    • Acta Via Serica
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    • 제7권2호
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    • pp.39-64
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    • 2022
  • Ancient Iranians highly esteemed the horse and horse tacks, one of which is the jul (saddlecloth). It is a felt, sheepskin, or woven pad placed between the horse's back and saddle. The aim of this paper is to identify and categorize jul designs in the Sāsānian period. The research questions are about the variety of jul designs and how to categorize them. This is fundamental research and the method is descriptive and analytical. Neither a jul nor a saddle-cover remains from the Sāsānian period, therefore the statistical population includes all available items, such as metal and stone items and parget and plasterworks, in which juls are recognizable. Due to the scarcity of such items, all the available samples were studied; so the sampling method is a total enumeration. This is documentary research by means of note-taking and using reliable websites; the data has been analyzed qualitatively. The results show that jul designs were not diverse in the Sāsānian period. All-over designs were dominant. In terms of pattern types, these designs are classified into five groups, each of which has its own formal and aesthetic characteristics: all-over design with a four-petal flower pattern, allover design with a checkered pattern, all-over design with a spotted pattern, allover design with a tiger stripe pattern, and all-over design with a zigzag pattern.

Evaluation of time-dependent deflections on balanced cantilever bridges

  • Rincon, Luis F.;Viviescas, Alvaro;Osorio, Edison;Riveros-Jerez, Carlos A.;Lozano-Galant, Jose Antonio
    • Computers and Concrete
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    • 제28권5호
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    • pp.487-495
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    • 2021
  • The use of prestressed concrete box girder bridges built by segmentally balanced cantilevers has bloomed in the last decades due to its significant structural and construction advantages in complex topographies. In Colombia, this typology is the most common solution for structures with spans ranging of 80-200 m. Despite its popularity, excessive deflections in bridges worldwide evidenced that time-dependent effects were underestimated. This problem has led to the constant updating of the creep and shrinkage models in international code standards. Differences observed between design processes of box girder bridges of the Colombian code and Eurocode, led to the need for a validation of in-service status of these structures. This study analyzes the long-term behavior of the Tablazo bridge with data scarcity. The measured leveling of this structure is compared with a finite-element model that consider the most widely used creep and shrinkage models in the literature. Finally, an adjusted model evidence excessive deflection on the bridge after six years. Monitoring of this bridge typology in Colombia and updating of the current design code is recommended.

The Effect of Live Broadcast of Fresh Food on Customer's Purchasing Intention

  • Young-Geun PARK;Dai-Hwan MIN;Hanjin LEE
    • 산경연구논집
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    • 제14권9호
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    • pp.31-39
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    • 2023
  • Purpose: Social media's increasing adoption and the development of digital technology have completely changed how businesses interact with their clients. The current study is to examine the impact of live broadcasts on consumers' perceptions and actions across a range of fresh food goods. Research design, data and methodology: The scrutiny relies on the existing peer-reviewed literature, which may prevent a comprehensive evaluation of some recent advancements in the subject. Despite these caveats, the outcomes of this scrutiny are anticipated to contribute significantly to our understanding of the effect of live broadcast marketing on consumers' propensity to make purchases. Results: Previous literature review clearly states that 'Live Broadcast of Fresh Food' to attract relevant customers should be followed: (1) Increased Product Transparency and Trust, (2) Enhanced Customer Engagement, (3) Impact on Customer's Perception of Product Quality, and (4) sense of urgency and scarcity. Conclusions: All in all, the study's advice for firms in the food industry to improve their marketing efforts through live broadcasts have important practical ramifications. Promoting openness and trust in the production process and with the audience boosts a brand's reliability. Customers are more likely to participate and feel more connected to a brand.

Elastic settlements of identical angular footings in close proximity

  • R. Sarvesha;V. Srinivasan;Anjan Patelb
    • Geomechanics and Engineering
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    • 제32권2호
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    • pp.193-207
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    • 2023
  • In general, the numerous classical approaches available in the literature can anticipate the settlement of shallow foundations. As long as the footings are not in close proximity to other subsurface buildings, the findings achieved using these methods are legitimate and acceptable. However, due to increased urbanisation and land scarcity, footings are frequently built close together. As a result, these footings' settlement behaviour differs from those of isolated footings. A simpler approach for assessing the settlement behaviour of two square or rectangular footings placed in close proximity is presented in this work. A Parametric study has been carried out to examine the interference effect on the settlement of these footings placed in close vicinity on the surface of a homogeneous, isotropic and elastic soil medium. The interaction factors are examined by varying the different aspect ratios (L/B), clear spacing ratio (S/B) and intensity of loading on the right footing with respect to the left footing. Further, variation of the settlement ratio (δ/B) with respect to embedment depth ratio Df/B is examined. For square and rectangular footings, the interference settlement profile is also investigated by varying the clear spacing ratio (S/B) and the degree of loading. The results were compared to 3D finite element analysis and experimental data that were available.

스텍앙상블과 인접 넷플로우를 활용한 침입 탐지 시스템 (Intrusion Detection System Utilizing Stack Ensemble and Adjacent Netflow)

  • 성지현;이권용;이상원;석민재;김세린;조학수
    • 정보보호학회논문지
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    • 제33권6호
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    • pp.1033-1042
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    • 2023
  • 본 논문은 네트워크에서 침입 행위를 하는 플로우를 탐지하는 네트워크 침입 탐지 시스템을 제안한다. 대다수 연구에 활용되는 데이터세트는 시계열 정보를 포함하고 있지 않으며, 공격 사례가 적은 공격은 샘플 데이터 수가 부족해 탐지율 향상이 어렵다. 하지만 탐지 방안에 대해 연구 결과가 부족한 상황이다. 본 연구에서는 ANN(Artificial Neural Network) 모델과 스택 앙상블 기법을 활용한 선행 연구를 토대로 하였다. 앞서 언급한 문제점을 해결하기 위해 인접 플로우를 활용하여 시계열 정보를 추가하고 희소 공격의 샘플을 강화하여 학습하여 탐지율을 보강하였다.

Digital Twin based Household Water Consumption Forecasting using Agent Based Modeling

  • Sultan Alamri;Muhammad Saad Qaisar Alvi;Imran Usman;Adnan Idris
    • International Journal of Computer Science & Network Security
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    • 제24권4호
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    • pp.147-154
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    • 2024
  • The continuous increase in urban population due to migration of mases from rural areas to big cities has set urban water supply under serious stress. Urban water resources face scarcity of available water quantity, which ultimately effects the water supply. It is high time to address this challenging problem by taking appropriate measures for the improvement of water utility services linked with better understanding of demand side management (DSM), which leads to an effective state of water supply governance. We propose a dynamic framework for preventive DSM that results in optimization of water resource management. This paper uses Agent Based Modeling (ABM) with Digital Twin (DT) to model water consumption behavior of a population and consequently forecast water demand. DT creates a digital clone of the system using physical model, sensors, and data analytics to integrate multi-physical quantities. By doing so, the proposed model replicates the physical settings to perform the remote monitoring and controlling jobs on the digital format, whilst offering support in decision making to the relevant authorities.

Multi-Purpose Hybrid Recommendation System on Artificial Intelligence to Improve Telemarketing Performance

  • Hyung Su Kim;Sangwon Lee
    • Asia pacific journal of information systems
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    • 제29권4호
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    • pp.752-770
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    • 2019
  • The purpose of this study is to incorporate telemarketing processes to improve telemarketing performance. For this application, we have attempted to mix the model of machine learning to extract potential customers with personalisation techniques to derive recommended products from actual contact. Most of traditional recommendation systems were mainly in ways such as collaborative filtering, which predicts items with a high likelihood of future purchase, based on existing purchase transactions or preferences for products. But, under these systems, new users or items added to the system do not have sufficient information, and generally cause problems such as a cold start that can not obtain satisfactory recommendation items. Also, indiscriminate telemarketing attempts can backfire as they increase the dissatisfaction and fatigue of customers who do not want to be contacted. To this purpose, this study presented a multi-purpose hybrid recommendation algorithm to achieve two goals: to select customers with high possibility of contact, and to recommend products to selected customers. In addition, we used subscription data from telemarketing agency that handles insurance products to derive realistic applicability of the proposed recommendation system. Our proposed recommendation system would certainly solve the cold start and scarcity problem of existing recommendation algorithm by using contents information such as customer master information and telemarketing history. Also. the model could show excellent performance not only in terms of overall performance but also in terms of the recommendation success rate of the unpopular product.

Mushroom consumption and cardiometabolic health outcomes in the general population: a systematic review

  • Jee Yeon Hong;Mi Kyung Kim;Narae Yang
    • Nutrition Research and Practice
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    • 제18권2호
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    • pp.165-179
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    • 2024
  • BACKGROUND/OBJECTIVES: Mushroom consumption, rich in diverse nutrients and bioactive compounds, is suggested as a potential significant contributor to preventing cardiometabolic diseases (CMDs). This systematic review aimed to explore the association between mushrooms and cardiometabolic health outcomes, utilizing data from prospective cohort studies and clinical trials focusing on the general population, with mushrooms themselves as a major exposure. SUBJECTS/METHODS: All original articles, published in English until July 2023, were identified through searches on PubMed, Ovid-Embase, and google scholar. Of 1,328 studies, we finally selected 5 prospective cohort studies and 4 clinical trials. RESULTS: Existing research is limited, typically consisting of 1 to 2 studies for each CMD and cardiometabolic condition. Examination of articles revealed suggestive associations in some cardiometabolic conditions including blood glucose (both fasting and postprandial), high-density lipoprotein cholesterol related indices, high-sensitivity C-reactive protein, and obesity indices (body weight, body mass index, and waist circumference). However, mushroom consumption showed no association with the mortality and morbidity of cardiovascular diseases, stroke, and type 2 diabetes, although there was a potentially beneficial connection with all cause-mortality, hyperuricemia, and metabolic syndrome. CONCLUSION: Due to the scarcity of available studies, drawing definitive conclusions is premature. Further comprehensive investigations are needed to clarify the precise nature and extent of this relationship before making conclusive recommendations for the general population.