• Title/Summary/Keyword: Social Signal

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Image compression using K-mean clustering algorithm

  • Munshi, Amani;Alshehri, Asma;Alharbi, Bayan;AlGhamdi, Eman;Banajjar, Esraa;Albogami, Meznah;Alshanbari, Hanan S.
    • International Journal of Computer Science & Network Security
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    • v.21 no.9
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    • pp.275-280
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    • 2021
  • With the development of communication networks, the processes of exchanging and transmitting information rapidly developed. As millions of images are sent via social media every day, also wireless sensor networks are now used in all applications to capture images such as those used in traffic lights, roads and malls. Therefore, there is a need to reduce the size of these images while maintaining an acceptable degree of quality. In this paper, we use Python software to apply K-mean Clustering algorithm to compress RGB images. The PSNR, MSE, and SSIM are utilized to measure the image quality after image compression. The results of compression reduced the image size to nearly half the size of the original images using k = 64. In the SSIM measure, the higher the K, the greater the similarity between the two images which is a good indicator to a significant reduction in image size. Our proposed compression technique powered by the K-Mean clustering algorithm is useful for compressing images and reducing the size of images.

Design of Device for Rotator Cuff Training and Its Experimental Validation with sEMG (회전근개 훈련용 기기 설계와 sEMG를 활용한 실험적 검증)

  • Byun, Sangkyu;Kim, Jaehoon;Chung, Jiyong;Kim, Heeyoung;Shin, Sungwook;Lee, Eunghyuk
    • Journal of Korea Multimedia Society
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    • v.24 no.8
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    • pp.1035-1043
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    • 2021
  • The shoulder is less stable than other joints, making it easier to onset of various shoulder disorders. In addition, limited range of motion and pain in the shoulder due to shoulder disorders restricts daily life and social activities. The problem with exercise therapy can be reduced in exercise effect by causing boredom through simple repetition of motion, thus reducing the patient's willingness to participate. Therefore, this paper aims to provide a treatment method that can induce active participation of patients by developing devices capable of passive, active, and resistance exercise and serious game contents using them. Furthermore, sEMG was used to verify whether the rotational exercise in the horizontal and vertical using serious game contents helps the shoulder movement actually. The measured sEMG signal was classified as 5 phases according to the angle of rotation and calculated the mean integrated EMG. The mean integrated EMG for the experimental results was higher in all phases when rotational was performed compared to those when both horizontal and vertical rotational exercise remained initial posture, indicating an increase in muscle activity.

Price Forecasting on a Large Scale Data Set using Time Series and Neural Network Models

  • Preetha, KG;Remesh Babu, KR;Sangeetha, U;Thomas, Rinta Susan;Saigopika, Saigopika;Walter, Shalon;Thomas, Swapna
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.16 no.12
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    • pp.3923-3942
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    • 2022
  • Environment, price, regulation, and other factors influence the price of agricultural products, which is a social signal of product supply and demand. The price of many agricultural products fluctuates greatly due to the asymmetry between production and marketing details. Horticultural goods are particularly price sensitive because they cannot be stored for long periods of time. It is very important and helpful to forecast the price of horticultural products which is crucial in designing a cropping plan. The proposed method guides the farmers in agricultural product production and harvesting plans. Farmers can benefit from long-term forecasting since it helps them plan their planting and harvesting schedules. Customers can also profit from daily average price estimates for the short term. This paper study the time series models such as ARIMA, SARIMA, and neural network models such as BPN, LSTM and are used for wheat cost prediction in India. A large scale available data set is collected and tested. The results shows that since ARIMA and SARIMA models are well suited for small-scale, continuous, and periodic data, the BPN and LSTM provide more accurate and faster results for predicting well weekly and monthly trends of price fluctuation.

Class, Nation, and Sexuality: Discourse of Homosexuality in Eighteenth-Century Britain (계급, 민족, 섹슈얼리티 -18세기 영국 동성애 담론)

  • Gye, Joengmeen
    • Journal of English Language & Literature
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    • v.53 no.2
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    • pp.203-218
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    • 2007
  • The early eighteenth century witnessed the birth of homosexuality as an identity and the emergence of a homosexual subculture in Britain. The homosexual subculture revealed itself through identified walkways and parks, gestures by which men might signal their interests to each other, and meeting places called "molly houses" where homosexuals could gather in relative safety. As early as 1703 the homosexuals seem to have overrun London. Homosexuals in eighteenth-century Britain provides a figure on which a variety of social anxieties could be displaced. Homosexuality is partly sexual transgression; mostly, it represents a variety of class, national, political transgressions. The association of British homosexuality with the fashion for Italian tastes was commonplace, and the growth of homosexuality was regarded as the greatest threat to the glorious Britain by destroying all its masculine virtues. Homosexuality was widely believed to be particularly common among the aristocracy and to be symptomatic of the increasing depravity of that class. The radicals in eighteenth-century Britain did not hesitate to exploit the surge in homophobia. They identified aristocratic patronage as one of the aristocratic practices that encouraged homosexuality and thus stigmatized the sort of male bonding that helped sustain aristocratic hegemony.

Influence of Sexual Desire Caused by Watching Phonography on Human Body (음란물 시청으로 야기된 성욕이 인체에 미치는 영향)

  • Kim, Bong Hyun;Cho, Dong Uk;Kim, Hee Dae;Lee, Bum Joo;Park, Young;Jeong, Yeon Man
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.42 no.4
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    • pp.831-837
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    • 2017
  • The development of various electronic media such as the Internet and smart phones, each kinds of media informations has been accompanied by the fact that various types of media information are provided from one media, and on the other hand, various dysfunctions including smart phone addiction are also caused by a very large social problem. Especially, one of the biggest dysfunctions is the social crime problem such as sex crime caused by increased sexual desire according to watch the phonography, and even if it is not a social crime, watching the phonography has influenced bad mental and physical on human body. In this paper, we try to analyze what kind of change occurs in the voice in order to investigate what kind of bad influence it has on the human body after watching the phonography. In other words, the voice in the human body is the place where the human body signal is most expressed with the face. Therefore, the purpose of this study is to investigate the effects on the organs of the human body by comparing the change of voice before and after watching phonography. Experimental results showed that the stress hormone was increased by the inability to resolve sexual desire after watching the phonography, which resulted in an increase in the bandwidth of the 3rd formant frequency.

The Presence of Related Personnel Effects on the IPO of Special Listed Firms on KOSDAQ Market: Based on the Signal Effect of Third-party Social Recognition (관계인사 영입이 코스닥 기술특례기업 IPO성과에 미치는 영향: 제3자 사회적 인정의 신호 효과를 바탕으로)

  • Kiyong, Kim;Young-Hee, Ko
    • Asia-Pacific Journal of Business Venturing and Entrepreneurship
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    • v.17 no.6
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    • pp.13-24
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    • 2022
  • The purpose of this study is to examine whether the existence of related personnel in KOSDAQ technology special listed firms has a signal effect on the market and affects performance when listed. The KOSDAQ technology special listing system is a system introduced to enable future growth by securing financing through corporate public offering based on the technology and marketability of technology-based startups and venture companies. As a result of analyzing 135 special technology companies listed from 2005 to 21 (excluding SPAC mergers and foreign companies) whether or not related personnel affect corporate value and listing period when they are listed, it was analyzed that the presence of related personnel did not significantly affect corporate value or listing period. The same was found in the results of the verification by reducing the scope to related personnel such as public officials and related agencies. However, under certain conditions, significant results were derived from the presence of related personnel on the listing of companies listed in special technology cases. It was found that the presence of related personnel and VC investment had a significant effect on corporate value, and in the case of bio-industry, there was a slight significant effect on the duration of listing. This study is significant in that it systematically analyzed the signal effect of the existence of related personnel for the first time for all 135 companies. In addition, as a result of the analysis, the results suggest that internalized efforts to secure technology and marketability are more important, such as parallel to VC investment, rather than simply recruiting related personnel.

An Improved Vehicle Tracking Scheme Combining Range-based and Range-free Localization in Intersection Environment (교차로 환경에서 Range-based와 Range-free 위치측정기법을 혼합한 개선된 차량위치추적기법)

  • Park, Jae-Bok;Koh, Kwang-Shin;Cho, Gi-Hwan
    • Journal of the Institute of Electronics Engineers of Korea CI
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    • v.48 no.2
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    • pp.106-116
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    • 2011
  • USN(Ubiquitous Sensor Network) environment permits us to access whatever information we want, whenever we want. The technologies to provide a basement to these environments premise an accurate location establishment. Especially, ITS(Intelligent Transportation Systems) is easily constructed by applying USN technology. Localization can be categorized as either Range-based or Range-free. Range-based is known to be not suitable for the localization based on sensor network, because of the irregularity of radio propagation and the additional device requirement. The other side, Range-free is much appropriated for the resource constrained sensor network because it can actively locate by means of the communication radio. But, generally the location accuracy of Range-free is low. Especially, it is very low in a low-density environment. So, these two methods have both merits and demerits. Therefore, it requires a new method to be able to improve tracking accuracy by combining the two methods. This paper proposes the tracking scheme based on range-hybrid, which can markedly enhance tracking accuracy by effectively using the information of surrounding nodes and the RSSI(Received Signal Strength Indication) that does not require additional hardware. Additionally, we present a method, which can improve the accuracy of vehicle tracking by adopting the prediction mechanism. Simulation results show that our method outperforms other methods in the transportation simulation environment.

Emotion-on-a-chip(EOC) : Evolution of biochip technology to measure human emotion (감성 진단칩(Emotion-on-a-chip, EOC) : 인간 감성측정을 위한 바이오칩기술의 진화)

  • Jung, Hyo-Il;Kihl, Tae-Suk;Hwang, Yoo-Sun
    • Science of Emotion and Sensibility
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    • v.14 no.1
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    • pp.157-164
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    • 2011
  • Emotion science is one of the rapidly expanding engineering/scientific disciplines which has a major impact on human society. Such growing interests in emotion science and engineering owe the recent trend that various academic fields are being merged. In this paper we propose the potential importance of the biochip technology in which the human emotion can be precisely measured in real time using body fluids such as blood, saliva and sweat. We firstly and newly name such a biochip an Emotion-On-a-Chip (EOC). EOC consists of biological markers to measure the emotion, electrode to acquire the signal, transducer to transfer the signal and display to show the result. In particular, microfabrication techniques made it possible to construct nano/micron scale sensing parts/chips to accommodate the biological molecules to capture the emotional bio-markers and gave us a new opportunities to investigate the emotion precisely. Future developments in the EOC techniques will be able to help combine the social sciences and natural sciences, and consequently expand the scope of studies.

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Corporate Social Responsibility Performance, CEO turnover and Tax Avoidance (기업의 CSR성과, CEO교체 및 조세회피)

  • Seo, Gab-Soo;Choi, Mi-Hwa
    • Management & Information Systems Review
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    • v.36 no.3
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    • pp.255-268
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    • 2017
  • This study examines whether firms with tax avoidance of Corporate Social Responsibility(CSR) performance is tempered by the extent firms engage in CEO turnovers. Considering the increasing interest in CSR activities of the firm to secure sustainable growth of national economy, this paper investigates the benefit and cost of CSR activities by combining the agency theory using the firm level data. Prior studies document that investors positively value tax avoidance. The rationale for this finding is that tax avoidance provides cash savings that can be used by firm managers to generate future shareholder wealth. Prior studies also show that investors' valuations are sensitive to the risk of future negative tax outcomes. Assuming that many types of CSR performances are low risk, low yielding uses of firm resources, we posit that higher levels of CSR performance may signal to investors that cash generated via tax avoidance has not been fully used to generate a return sufficient to offset the risk associated with aggressive tax planning strategies. Consistent with this argument, we predict and find that the positive association between CSR performance and tax avoidance is significantly weakened when firms have higher positive levels of CEO turnovers. Further, we predict and find that 'philanthropic' types of CSR activities in particular are associated with investor discounting of tax avoidance. We interpret our results as suggesting the equity market views CSR activities to be ostensibly funded through cash savings generated via tax avoidance.

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Increase of Labor Dispatching in China as a Combined Effect of the Global Financial Crisis and the 'Labor Contract Act' (세계경제위기와 '노동계약법'의 결합효과로서 중국 파견노동의 증가)

  • Baek, Seung-Wook
    • Korean Journal of Labor Studies
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    • v.19 no.1
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    • pp.177-211
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    • 2013
  • The Chinese dual structure of employment('Shuangguizhi') has been retained through the Economic Reforms, and has been supported and reproduced by the system of division between rural and urban household registration. In the 2000s, efforts of the government to abolish the division appeared to be effective with the introduction of the 'Labor Contract Act'. However, the eclecticism of the Act and the outbreak of the global financial crisis in 2008 gave new momentum to the revival of the Chinese dual structure of employment by increasing the scale of labor dispatching. Labor dispatching in China has become a regular form of employment rather than an exceptional one. Labor dispatching reveals its Chinese characteristics against the particular background formed during the periods of state-owned-enterprise restructuring around 2000. The combined effects of the 'Labor Contract Act' and the global financial crisis brought about the effect of increase rather than control of labor dispatching, and gave a signal to enterprises to use various forms of labor dispatching including 'reverse directional labor dispatching' to lessen burdens and costs caused by the Act and the crisis. As labor dispatching strengthens or displaces the existing dual structure of employment, social groups which need more social protection tend to be much more excluded from the protection of the government and the society.