• Title/Summary/Keyword: Emotion Ontology

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An Ontological and Rule-based Reasoning for Music Recommendation using Musical Moods (음악 무드를 이용한 온톨로지 기반 음악 추천)

  • Song, Se-Heon;Rho, Seung-Min;Hwang, Een-Jun;Kim, Min-Koo
    • Journal of Advanced Navigation Technology
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    • v.14 no.1
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    • pp.108-118
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    • 2010
  • In this paper, we propose Context-based Music Recommendation (COMUS) ontology for modeling user's musical preferences and context and for supporting reasoning about the user's desired emotion and preferences. The COMUS provides an upper Music Ontology that captures concepts about the general properties of music such as title, artists and genre and also provides extensibility for adding domain-specific ontologies, such as Mood and Situation, in a hierarchical manner. The COMUS is music dedicated ontology in OWL constructed by incorporating domain specific classes for music recommendation into the Music Ontology. Using this context ontology, we believe that the use of logical reasoning by checking the consistency of context information, and reasoning over the high-level, implicit context from the low-level, explicit information. As a novelty, our ontology can express detailed and complicated relations among the music, moods and situations, enabling users to find appropriate music for the application. We present some of the experiments we performed as a case-study for music recommendation.

디지털 캐릭터를 위한 온톨로지 기반의 감성엔진

  • Kim Ji-Hwan;Cho Sung-Hyun;Choi Jong-Hak;Yang Jung-Jin
    • Proceedings of the Korea Inteligent Information System Society Conference
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    • 2006.06a
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    • pp.255-261
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    • 2006
  • 디지털 캐릭터가 여러 분야에서 중심적인 역할을 하게 되었고 그에 따라 좀 더 능동적이고 사람에 가까운 캐릭터 개발이 필요하게 되었다. 이러한 요구 중에서 본 논문은 감성기반 캐릭터에 초점을 맞추었고 OCC Model과 AEE Model을 바탕으로 온톨로지와 추론엔진을 이용해서 상황정보를 감정으로 바꾸고 캐릭터의 특성을 반영 할 수 있는 Emotion Engine의 Architecture를 제시한다.

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Emotion Classification in Song Lyrics using the Emotion Ontology (감정 온톨로지를 활용한 노래 가사의 감정 분류)

  • Kim, Min-Ho;Kwon, Hyuk-Chul
    • Proceedings of the Korea Information Processing Society Conference
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    • 2011.04a
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    • pp.340-343
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    • 2011
  • 음악 감정 분류에 관한 기존의 연구들은 템포, 박자, 음정, 음표, 리듬 등과 같은 음악의 멜로디와 관련된 자질을 이용하여 음악 감정을 분류하였다. 그러나 노래(Song)와 같이 가사를 포함한 음악은 같은 스타일의 멜로디라도 가사의 내용에 따라 음악에 대하여 청자가 느끼는 감정이 크게 다르다. 본 논문에서는 감정 온톨로지를 활용하여 노래 가사를 감정에 따라 분류하는 방법에 대하여 제안한다. 기구축 된 감정 온톨로지를 바탕으로 네 가지 통사적 규칙을 적용하여 노래 가사로부터 감정 자질을 추출한다. 추출된 감정 자질을 이용하여 Naive Bayes, HMM, SVM과 같은 기계학습 기법을 이용하여 8개 감정 그룹에 대해 58.8%의 정확도를 보였다.

A Tag-based Music Recommendation Using UniTag Ontology (UniTag 온톨로지를 이용한 태그 기반 음악 추천 기법)

  • Kim, Hyon Hee
    • Journal of the Korea Society of Computer and Information
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    • v.17 no.11
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    • pp.133-140
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    • 2012
  • In this paper, we propose a music recommendation method considering users' tags by collaborative tagging in a social music site. Since collaborative tagging allows a user to add keywords chosen by himself to web resources, it provides users' preference about the web resources concretely. In particular, emotional tags which represent human's emotion contain users' musical preference more directly than factual tags which represent facts such as musical genre and artists. Therefore, to classify the tags into the emotional tags and the factual tags and to assign weighted values to the emotional tags, a tag ontology called UniTag is developed. After preprocessing the tags, the weighted tags are used to create user profiles, and the music recommendation algorithm is executed based on the profiles. To evaluate the proposed method, a conventional playcount-based recommendation, an unweighted tag-based recommendation, and an weighted tag-based recommendation are executed. Our experimental results show that the weighted tag-based recommendation outperforms other two approaches in terms of precision.

A Study on Intelligent Emotional Recommendation System Using Biological Information (생체정보를 이용한 지능형 감성 추천시스템에 관한 연구)

  • Kim, Tae-Yeun
    • The Journal of Korea Institute of Information, Electronics, and Communication Technology
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    • v.14 no.3
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    • pp.215-222
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    • 2021
  • As the importance of human-computer interaction (Human Computer Interface) technology grows and research on HCI is progressing, it is inferred about the research emotion inference or the computer reaction according to the user's intention, not the computer reaction by the standard input of the user. Stress is an unavoidable result of modern human civilization, and it is a complex phenomenon, and depending on whether or not there is control, human activity ability can be seriously changed. In this paper, we propose an intelligent emotional recommendation system using music as a way to relieve stress after measuring heart rate variability (HRV) and acceleration photoplethymogram (APG) increased through stress as part of human-computer interaction. The differential evolution algorithm was used to extract reliable data by acquiring and recognizing the user's biometric information, that is, the stress index, and emotional inference was made through the semantic web based on the obtained stress index step by step. In addition, by searching and recommending a music list that matches the stress index and changes in emotion, an emotional recommendation system suitable for the user's biometric information was implemented as an application.

Ontological Robot System for Communication

  • Yamaguchi, Toru;Sato, Eri;Higuchi, Katsutaka
    • Proceedings of the Korean Institute of Intelligent Systems Conference
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    • 2003.09a
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    • pp.130-133
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    • 2003
  • The robot has recently emerged as a factor in the daily lives of humans, taking the form of a mechanical pet or similar source of entertainment. A robot system that is designed to co-exist with humans, i.e., a coexistence-type robot system, is important to be "it exists in various environments with the person, and robot system by which the interaction of a physical, informational emotion with the person etc. was valued". When studying the impact of intimacy in the human/robot relationship, we have to examine the problems that can arise as a result of physical intimacy(coordination on safety in the hardware side and a soft side). Furthermore, We should also consider the informational aspects of intimacy (recognition technology, and information transport and sharing). This paper reports the interim results of the research of a system configuration that enhances the physical intimacy relationship in the symbiosis of the human and the robot.

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The Yin-Yang in Korea Traditional Medicine - Focusing the establishment and the Yin-Yang of Sasang Constitutional Medicine - (한의학(韓醫學)에 나타난 음양관(陰陽觀) - 사상의학(四象醫學)의 성립배경(成立背景)과 사상의학(四象醫學)에 나타난 음양관(陰陽觀) -)

  • Song, Il Byung
    • Journal of Sasang Constitutional Medicine
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    • v.9 no.1
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    • pp.1-12
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    • 1997
  • Neiging Medicine(內經醫學) based on Yin-Yang and Five elements was the main stream of Korea Traditional Medicine until the end of 19th century. And the establishment of Sasang Constitutional medicine. In this paper, author proved that the Yin-Yang of Sasang Constitutional Medicine was different from that of Neiging Medicine and that explained the Yin-Yang of Sasang Constitutional Medicine as our own medicine. After considering the philosophical and medical background of Sasang Constitutional Medicine, and author researched the Yin-Yang of ontology, structure, function, symptoms in Sasang Constitutional Medicine. Also we compared this with that of Neiging medicine. The results were as follows 1. Neiging Medicine was based on the Yin-Yang and Five elements centering on the nature and Sasang joy, and pleasure centering on the human. 2. The ontology of Sasang Constitutional Medicine were the mind as a unitary substance, the mind and body as a dual substance, and affair, mind, body, and objects as a four substance which were the basic theory of philosophy. 3. Sasang Constitutional Medicine explained social phenomenon with a four substancial structure consisted of affairs, mind, body, and objects, a complex four substancial structure consisted of heaves, human, nature and order, and a three dimension structure including time. 4. On the other hand Neiging Medicine recognized seven emotions as five emotions, Sasang Constitutional Medicine recognized seven emotions as qi, nature, and emotions which consisted of sorrow, anger, joy, and pleasure. The qi had an effect on internal and external part of body and the nature and the emotion had an effect on the upward and downward of body. 5. It was taked great importance to control the up and down balance and the internal and external balance in Sasang Constitutional Medicine instead of reinforcing and reducting method of Neiging Medicine. 6. The Yin-Yang of Korean Traditional Medicine developed centering on the human from centering on the nature and Sasang Constitutional Medicine was a practical medicine compared with Neiging Medicine.

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Implementation of Query Expansion Multimedia Data Retrieval System using "FUN" Based Ontology of Emotion (재미 감성 주제 온톨로지를 이용한 질의어 확장 멀티미디어 데이터 검색 시스템 구현)

  • Lee, Jung-Song;Byun, Dong-Ryul;Park, Soon-Cheol
    • Proceedings of the Korean Information Science Society Conference
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    • 2010.06c
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    • pp.279-284
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    • 2010
  • 최근 컴퓨터와 네트워크의 기술 발달로 멀티미디어 데이터가 폭발적으로 증가하고 있다. 따라서 정보검색 시스템도 텍스트 데이터 위주에서 벗어나 멀티미디어 데이터 검색이 큰 비중을 차지하고 있다. 또한 멀티미디어 데이터 질의어처리도 기술적인 변화와 함께 다양한 질의어 확장으로 검색의 정확성을 높이고 있다. 본 논문에서는 인간의 감성에 대한 '재미' 주제 온톨로지를 구축하여 질의어 확장에 응용하였고, 한편의 동영상에서 재미 요소를 찾아내는 멀티미디어 데이터 검색 시스템을 구축하였다. 온톨로지 구축은 한글 워드넷(KorLex)에서 "재미"라는 특정 감소 요소의 의미 계층 구조를 파악하고 토픽맵을 이용하여 구축하였다. 또한, 온톨로지에 정의된 용어들 사이의 가중치는 실시간으로 계산하여 질의어를 확장에 적용하였으며, 따라서 검색의 효율성과 질을 높였다. 검색방법은 사용자가 질의어를 직접 입력하는 텍스트 입력 검색과 온톨로지 구조를 이용한 GUI 인터페이스 검색방법으로 나누어 사용자의 편의성을 증대시켰다.

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