• Title/Summary/Keyword: music word

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Research on hybrid music recommendation system using metadata of music tracks and playlists (음악과 플레이리스트의 메타데이터를 활용한 하이브리드 음악 추천 시스템에 관한 연구)

  • Hyun Tae Lee;Gyoo Gun Lim
    • Journal of Intelligence and Information Systems
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    • v.29 no.3
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    • pp.145-165
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    • 2023
  • Recommendation system plays a significant role on relieving difficulties of selecting information among rapidly increasing amount of information caused by the development of the Internet and on efficiently displaying information that fits individual personal interest. In particular, without the help of recommendation system, E-commerce and OTT companies cannot overcome the long-tail phenomenon, a phenomenon in which only popular products are consumed, as the number of products and contents are rapidly increasing. Therefore, the research on recommendation systems is being actively conducted to overcome the phenomenon and to provide information or contents that are aligned with users' individual interests, in order to induce customers to consume various products or contents. Usually, collaborative filtering which utilizes users' historical behavioral data shows better performance than contents-based filtering which utilizes users' preferred contents. However, collaborative filtering can suffer from cold-start problem which occurs when there is lack of users' historical behavioral data. In this paper, hybrid music recommendation system, which can solve cold-start problem, is proposed based on the playlist data of Melon music streaming service that is given by Kakao Arena for music playlist continuation competition. The goal of this research is to use music tracks, that are included in the playlists, and metadata of music tracks and playlists in order to predict other music tracks when the half or whole of the tracks are masked. Therefore, two different recommendation procedures were conducted depending on the two different situations. When music tracks are included in the playlist, LightFM is used in order to utilize the music track list of the playlists and metadata of each music tracks. Then, the result of Item2Vec model, which uses vector embeddings of music tracks, tags and titles for recommendation, is combined with the result of LightFM model to create final recommendation list. When there are no music tracks available in the playlists but only playlists' tags and titles are available, recommendation was made by finding similar playlists based on playlists vectors which was made by the aggregation of FastText pre-trained embedding vectors of tags and titles of each playlists. As a result, not only cold-start problem can be resolved, but also achieved better performance than ALS, BPR and Item2Vec by using the metadata of both music tracks and playlists. In addition, it was found that the LightFM model, which uses only artist information as an item feature, shows the best performance compared to other LightFM models which use other item features of music tracks.

Studies about Acceptance of Songs or Sounds 'Sori(唱)' appeared in Musical Comedy performed in Korean Traditional Music and Changeable Aspects Thereof - Centering around Korean Musical Group, Taroo - (국악뮤지컬에 나타난 소리(창(唱))의 수용 및 변화양상 연구 - "'국악뮤지컬집단 타루'를 중심으로" -)

  • Jung, Hyewon
    • Journal of Korean Theatre Studies Association
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    • no.49
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    • pp.5-47
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    • 2013
  • Among the styles of performing arts, perhaps the genre that has attracted the largest audience would be musical. Popularity of musical has brought diverse changes in our performing arts market, and, upon emerging another musical genre, called 'Korean Traditional Musical Comedy,' it has been well-received by the audiences. 'Korean Traditional Musical Comedy' is a word that are formed by merging two other terms such as 'Korean Traditional Music' and 'Musical (Comedy).' In the meantime, however, it has yet some problems in order to be defined as the genre that has concrete concepts. It is because the term such as Korean Traditional Musical Comedy was created being closely associated with a marketing purpose rather than a term that defines the characteristics of a genre of performing arts. Although this new musical genre has drawn attentions of many audiences by adding 'Musical Comedy' to 'Korean Traditional Music' that was not quite popular to the public, it still does not have any established forms so that there is a fine line between "Korean Traditional Musical Comedy" and another genre like traditional style folk opera ("Changgeuk"). Looking at the characteristics of the musical work called 'Korean Traditional Musical Comedy, in general, first of all, it is a performance where music and drama are played. Here, the distinctive characteristic of this musical is that 'Korean Traditional Music' is sung. And the kinds of Korean traditional musics being sung are mainly Pansori (dramatic story-singing) and folk-songs, and, in most cases, Korean traditional musical instruments are being used as accompanying music. In this paper, the researcher investigated the aspects of experiment centering around Korean Musical Group, Taroo. These days, various experiments has been repeated not only for the works of Taroo but other musical work presently called 'Korean Traditional Musical Comedy' also. Having encompassed overall performance factors including use of musical instruments, dance, acting, materials for drama as well as music in drama, the researcher has gone through experiments repeatedly. Meanwhile, however, the subject matters that make 'Korean Traditional Musical Comedy' mostly attractive to the audiences are music and songs or sounds. ["Sori" also called "Chang" (唱)] Particularly, under the current situation of our musicals, the role of "Sori" is extremely important. The factor that plays absolutely most important role in acceptance and transformation of "Sori" is the created Pansori. Since the created Pansori is composed with new rhythmic patterns and new narrative poems, it tells the present story. Also it draws good responses from the audiences owing to easy conveyance of dialogues. And, its new style brings diversification to organization of musical instruments, so then this leads to the arrangements of music for Korean traditional music instruments, as well as instrumental music ensemble, orchestra, and jazz band, etc. Likewise, upon appearing creative musics in 'Korean Traditional Musical Comedy,' professional music and vocal compositions have begun to emerge naturally. And, the song specialist and writer, of course, staffs including direction, lighting, and sounds, etc are required. That is, professional composition method are forced to be introduced to all areas. Other than this, there are many music pieces which are based on our unique songs and sounds ("Sori") and such traditional factors as use of lead singer for ceremony or chorus, and the method that puts weight on Pansori. Accordingly many things accomplished. However, it is required that 'Korean Traditional Musical Comedy' go through numerous discussions and more experiments. Above all, the most important things are the role of actor and actress, and their changes, and training of actor and actress further. Good news is there are good audience responses. 'Korean Traditional Musical Comedy' is an open genre. As musicals are divided into several domains according to the characteristics thereof, 'Korean Traditional Musical Comedy' will be able to show its distinctive features in various styles according to embodiment.

Multimedia Technologies for Teaching Musical Art under Present-day Conditions

  • Svitlana Huralna;Nataliia Demianko;Nataliia Sulaieva;Viktoriia Irkliienko;Tetiana Horokhivska
    • International Journal of Computer Science & Network Security
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    • v.24 no.5
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    • pp.165-171
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    • 2024
  • The processes of society's informatization and digitalization necessitate the widespread use of new pedagogical technologies. Through these technologies, comprehensive disclosure of didactic functions of new methods of educational activity and the realization of the potential and creative potential. The use of information and computer multimedia technologies in teaching music art is especially relevant in the intensification of the development of interactive technologies, the transition to mixed forms of learning, and a period of socio-economic and sociopolitical upheavals. The study aims to substantiate the theoretical and applied principles of the analysis of multimedia technology learning musical art in modern conditions and assess the status and trends in their use in conducting educational activities. The study uses general scientific and unique methods of economic analysis, in particular, analysis and synthesis, analogy and comparison, generalization and systematization, and graphic ways. Regarding the results of the study of multimedia technologies for teaching musical art in current conditions, it was found that they contribute to the development of the seeker's creative, creative, and cognitive activity, have a positive impact on learning material, and diversify the educational process. Multimedia technologies such as presentations, programs for watching a video, listening to audio, music and singing karaoke, electronic encyclopedias, and Internet resources are proven to be the most used in music education. They have several qualitative and quantitative advantages, manifested in the possibilities of audio-visual presentation of educational material and significantly higher information density. It is suggested to strengthen the use of such computer programs as Microsoft Word, Ahead Nero, Finale, Adobe Audition, Sound Forge, and Microsoft PowerPoint for musical art classes.

A Study on Comparing the Original and Current Jongmyo Jeryeak (종묘제례악 원형과 현행의 비교 고찰)

  • Moon, Sukhie
    • (The) Research of the performance art and culture
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    • no.32
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    • pp.31-70
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    • 2016
  • Jongmyo Jeryeak [Royal ancestral shrine music] is a precious cultural heritage, which has been played till now since two great kings Sejong and Sejo who made it. But going through Japanese occupation, Jongmyo Jeryeak has been changed into a music totally different from the music the two kings intended. And the changed Jongmyo Jeryeak is being played these days. The original Jongmyo Jeryeak, which was made by the two kings, remains in old music scores. Therefore there is a need to investigate the differences between the original and current Jongmyo Jeryeak by interpreting the old music scores and recovering the original. This paper recovers the origianl Jongmyo Jeryeak from the music score Daeakhubo and compares it with the current Jongmyo Jeryeak. The results are as follows. The origianl Jongmyo Jeryeak is a set of common songs made with Hyangak and Gochiak to sing the verses which extol royal ancestors' virtues. All of the musical elements are matched with the verses so that the meaning of the verses is transmitted naturally. Jangdan musical time musical structure are matched with the structure of verses, and the musical motif of the songs is matched with the meaning of the verses. The music, which is easy and expresses the meaning of the verses well, demonstrates King Sejong's talent as a musician. The current Jongmyo Jeryeak is a set of special songs in which Sigimsae is emphasized rather than the meaning of the verses. The melodies are broken into pieces inconsistently, the meaningless word 'ae' is added thoughtlessly, and Jangdan musical time musical structure are unrelated to the verses. Therefore the meaning of the verses is not transmitted at all. These changes, which were made during the period of Japanese occupation, seem to desecrate the verses of the original songs. The melodies, which are broken into pieces inconsistently, revive into the current mysterious ritual music through Sigimsae. But in order to be a proper ritual music, some corrections have to be made to convey the meaning of the verses.

A study on the effect of background music on computer word-processing tasks (주변음악이 컴퓨터 문서편집작업에 주는 영향에 관한 연구)

  • 박민용
    • Proceedings of the Korean Operations and Management Science Society Conference
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    • 1996.04a
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    • pp.162-164
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    • 1996
  • 다른 배경음악의 종류와 수준이 어떻게 컴퓨터 문서편집작업의 수행능력에 영향을 주는지를 알아보기위해 18명의 대학생을 대상으로 2인자 혼합인자 실험계획법을 이용하여 실험을 실시하였다. 실험에 사용된 독립변수로는 "클래식, 록, 그리고 한국민속음악"의 3종류를 갖는 음악형태와 "Low (60~65dB), High(80~85dB)"의 2수준을 갖는 음악크기이며, 분석을 위해 수집된 종족변수치는 문서편집작업의 완료시간 및 작업에러수이다. 분산분석을 이용한 통계분석 결과, 높은 (80~85 dB) 배경음악수준하에서는 낮은 (60~65 dB) 수준에 비해 통계적으로 문서편집작업의 완료시간이 많이 걸렸으며, 특히 록음악이 높은 수준으로 연주될때는 낮은 수준에 비해 유의하게 많은 문서편집작업에러가 발생하였다. 많은 문서편집작업에러가 발생하였다.

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Development of English word learning contents using touch sensor based on S4A (S4A 기반의 터치센서를 이용한 영어단어 학습용 콘텐츠 개발)

  • Wi, Ji-Yeon;Lee, Jun-Hyeong;Lee, Hyeong-Ok
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2017.05a
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    • pp.317-320
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    • 2017
  • S4A (Scratch For Arduino) is a program that controls to Arduino with scratch. In this paper, We developed a simple game form for learning contents and using touch sensor that composed of scratch language based on S4A. We used background music and scores to motivate and interest that beginning to learn English for students.

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Optimization of State-Based Real-Time Speech Endpoint Detection Algorithm (상태변수 기반의 실시간 음성검출 알고리즘의 최적화)

  • Kim, Su-Hwan;Lee, Young-Jae;Kim, Young-Il;Jeong, Sang-Bae
    • Phonetics and Speech Sciences
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    • v.2 no.4
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    • pp.137-143
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    • 2010
  • In this paper, a speech endpoint detection algorithm is proposed. The proposed algorithm is a kind of state transition-based ones for speech detection. To reject short-duration acoustic pulses which can be considered noises, it utilizes duration information of all detected pulses. For the optimization of parameters related with pulse lengths and energy threshold to detect speech intervals, an exhaustive search scheme is adopted while speech recognition rates are used as its performance index. Experimental results show that the proposed algorithm outperforms the baseline state-based endpoint detection algorithm. At 5 dB input SNR for the beamforming input, the word recognition accuracies of its outputs were 78.5% for human voice noises and 81.1% for music noises.

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A Study of Pat Metheny (Pat Metheny 연구)

  • Kim, Min-Geun;Cho, Tae-Seon
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.17 no.11
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    • pp.80-85
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    • 2016
  • Pat Metheny debuted in 1976 and attracted the public beyond his genre in jazz by committing experimental and various music. His 50 albums have been recognized with musicality and artistry by winning 20 Grammy Awards and being awarded a Gold Disc 3 times. Therefore, his music cannot be expressed merely with the single word 'jazz'. In basic harmonics, there are distinct chords between major chord and minor chord. For example, Ionian Scale and Lydian Scale are used in major chord and Dorian Scale, Phrygian Scale, and Aeolian Scale are used in minor chord. It is also common to use m7b5 chord in Locrian Scale. However, after analyzing Pat Metheny's scale, he made Lick using Dorian Scale in major chord or using Lydian Scale in minor chord. In Dominant chord that can use various six scales, he often used Dorian Scale or Lydian Scale surprisingly. In some measures, he made Lick using Ionian Scale and Lydian Scale. In this case, since the whole atmosphere of that measure simultaneously expresses both the bright feeling of major and the lonely feeling of minor, it arouses a very special atmosphere. In addition, he brought 12-measure pattern and made Lick not using blues scale but often using Ionian Scale, Lydian Scale, and Mixo-Lydian Scale.

An Empirical Study Applying the PAD Factors to Loyalty of Culture and Arts Website Service (감정반응(PAD) 요인이 문화예술 웹사이트 서비스에서의 만족과 구전을 통해 충성도에 미치는 영향)

  • Baek, Heon;Kwon, Doo-Soon;Lee, Jae-Beom;Kim, Jin-Hwa
    • Information Systems Review
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    • v.14 no.1
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    • pp.105-128
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    • 2012
  • The Culture and Arts Website, one of the parts of providing information related to culture and art utilizing internet, is the website that giving information of arts genre like theater, music, art, architecture, video, and literature. As growing interest in the field of culture and arts, market of this website has been increasing and providing customized content which each customer wants in the field of culture and arts. Developers of culture and arts website consider the website media for increasing and developing awareness about culture and arts. They are accelerating development of various business models and application of culture and arts website service which it meets trend of the times and customers needs. This study will seize about influencing factors to culture and arts website service of domestic website users and analyze how these factors affect loyalty through satisfaction and word of mouth. This study presented research model applied main parameters of PAD(Pleasure, Arousal, Dominance) theory emphasized human's emotions that they are expected to affect the loyalty of culture and arts website service users based on satisfaction and word of mouth. The researcher in this study surveyed students of Seoul S University who had experiences with such culture and arts website to validate the model empirically. The results, firstly, if you experienced feeling related to pleasure and dominance in culture and arts website, you would satisfy this website and it could lead to loyalty. Secondly, the feeling related to ventilation does not affect the loyalty through satisfaction and word of mouth. Thirdly, the results show that all of three factors of emotional responses do not influence the loyalty through word of mouth.

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A examination of 'Gakssi (각씨)~' Sijo and interpret of $\lceil$Gaksine nae cheobi doena(각시니 내 첩이 되나)$\rfloor$ (각씨니[네]~' 시조의 검토와 "각시니 내 첩이 되나"의 해석)

  • Lee young-tae
    • Sijohaknonchong
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    • v.22
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    • pp.225-247
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    • 2005
  • This article is aimed at reviewing the series of 'Gakssi (각씨)$\~$' Sijo or Saseolsijo. We can find the word 'Gakssi' having a very close relationship with alcohol. side dishes and the space where music is played in a record published before the late Chosun dynasty and it was recited in Korean verses. 'Gakssi' appeared in the verses did not mean average woman but a character raising the singing climate at the 'Juyeonseok(주연석) or Pungnyujang(풍류장)', as a mood-maker. $\lceil$Gaksine nae cheobi doena(각시니 내 첩이 되나)$\rfloor$($\#48$), the forerunner among the 'Gakssi (각씨)' verses, is no exception. In this context, we can come to the conclusion that this verse is closely related to such places as 'Juyeonseok(주연석) or Pungnyujang(풍류장)‘. Therefore, the others coming after $\#48$ can provide reasonable bases to consider this song associated with people who were able to visit those locations.

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