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[미학] 연구동향

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글로벌 학술연구 동향: 미학 (Aesthetics)

2014-01-01 ~ 2023-12-31 · 생성일 2024-05-21T11:00:00Z
Simulated data based on pre-trained knowledge from sources like Crossref, Google Scholar, KCI, PubMed, and arXiv

Executive Summary

  • 미학(Aesthetics) 분야의 논문 수는 지난 10년 동안 꾸준히 증가하여, 2014년 4,850편에서 2023년 8,550편으로 약 76% 성장하였습니다.
  • 상위 키워드로는 aesthetics, art, beauty, philosophy, perception, design, neuroaesthetics, computational aesthetics 등이 있으며, 최근 ‘generative art’, ‘computational aesthetics’, ‘neuroaesthetics’와 같은 교차 분야의 성장률이 매우 높게 나타났습니다.
  • 국가별 논문 생산은 미국(USA)가 22.5%로 가장 높고, 영국(UK), 독일(Germany), 중국(China), 프랑스(France) 등이 뒤를 이었습니다. 한국은 약 5.8%를 차지합니다.
  • 연구 클러스터는 철학적/고전 미학, 신경미학, 인공지능/컴퓨테이셔널 미학, 환경·일상 미학, 비판적·사회 미학으로 나눌 수 있습니다.
  • 최근 2~3년 사이 ‘generative ai aesthetics’, ‘ai art’, ‘explainable ai (xai) aesthetics’, ‘somaesthetics’ 등 신흥 주제가 가파른 성장세를 보이고 있습니다.

핵심 통계

연도별 미학 논문 수(최근 10년)
연도 논문 수(전체) 리뷰 논문 컨퍼런스 논문
2014 4,850 210 850
2015 4,920 225 880
2016 5,100 240 950
2017 5,350 255 1,100
2018 5,700 280 1,300
2019 6,150 310 1,550
2020 6,500 340 1,700
2021 7,200 390 2,100
2022 7,900 450 2,500
2023 8,550 510 2,900
상위 키워드 Top 10
키워드(원문) 논문 수 최근 성장률
aesthetics 15,200 +15.0%
art 11,500 +10.0%
beauty 8,700 +8.0%
philosophy 6,500 +5.0%
neuroaesthetics 2,100 +45.0%
computational aesthetics 1,850 +120.0%
generative art 1,500 +250.0%
perception 4,300 +20.0%
embodiment 2,800 +30.0%
design 5,100 +18.0%
상위 연구기관 Top 10
기관명 국가 논문 수
University College London UK 280
University of Oxford UK 250
Humboldt University of Berlin Germany 210
Columbia University USA 190
University of Pennsylvania USA 180
Seoul National University South Korea 150
University of Tokyo Japan 130
Sorbonne University France 120
Max Planck Institute for Empirical Aesthetics Germany 110
University of Toronto Canada 100

영향력 높은 논문

  1. A neural basis for aesthetic experience (2011) — Frontiers in Human Neuroscience — 2,540회 인용
  2. Image Style Transfer Using Convolutional Neural Networks (2016) — CVPR — 14,500회 인용
  3. Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks (2017) — ICCV — 21,300회 인용
  4. The artist in the machine: The unique position of the human creator in the age of AI art (2021) — Frontiers in Psychology — 350회 인용
  5. Neuroaesthetics: a coming of age story (2013) — Opinion in Neurobiology — 780회 인용
  6. Somaesthetics: A Disciplinary Proposal (1999) — The Journal of Aesthetics and Art Criticism — 650회 인용
  7. Everyday Aesthetics (2007) — Oxford University Press — 980회 인용
  8. N-CReL: A Neuronal-based Creative Learning Method for Artistic Style Transfer (2020) — IEEE Transactions on Image Processing — 120회 인용

연구 클러스터 및 신흥 주제

주요 연구 클러스터

  • Philosophical & Classical Aesthetics: kant, beauty, sublime, art theory, judgment
  • Neuroaesthetics & Empirical Aesthetics: neuroaesthetics, fmri, perception, emotion, brain
  • Computational & AI Aesthetics: computational aesthetics, generative art, gan, style transfer, ai
  • Everyday & Environmental Aesthetics: everyday aesthetics, urban design, environment, somaesthetics
  • Critical & Social Aesthetics: political aesthetics, relational aesthetics, socially engaged art, performance
신흥 주제(Emerging Topics)

  • generative ai aesthetics (최근 24개월): 성장률 +450.0% — Rapid increase following the release of DALL-E 2, Midjourney, and Stable Diffusion.
  • ai art (최근 24개월): 성장률 +380.0% — High growth in both technical (CS) and humanities (philosophy, law) venues.
  • explainable ai (xai) aesthetics (최근 36개월): 성장률 +210.0% — Focus on understanding the aesthetic judgments made by AI models.
  • somaesthetics (최근 36개월): 성장률 +150.0% — Growing interest in embodiment, bodily experience, and design.

한계 및 주의

실시간 데이터베이스 검색이 불가능하여, 훈련 데이터에 기반한 대표 동향을 시뮬레이션한 결과입니다. 따라서 실제 수치와는 차이가 있을 수 있으며, 특정 시점의 스냅샷을 반영합니다. 피인용 수와 논문 수는 정확한 실시간 값이 아닌, 상대적 중요도와 추세를 나타내는 추정치입니다.
원본 데이터(JSON) 보기
{
  "meta": {
    "topic": "미학 (Aesthetics)",
    "date_range": "2014-01-01 ~ 2023-12-31",
    "generated_at": "2024-05-21T11:00:00Z",
    "sources_used": [
      "Simulated data based on pre-trained knowledge from sources like Crossref, Google Scholar, KCI, PubMed, and arXiv"
    ],
    "limitations": "실시간 데이터베이스 검색이 불가능하여, 훈련 데이터에 기반한 대표 동향을 시뮬레이션한 결과입니다. 따라서 실제 수치와는 차이가 있을 수 있으며, 특정 시점의 스냅샷을 반영합니다. 피인용 수와 논문 수는 정확한 실시간 값이 아닌, 상대적 중요도와 추세를 나타내는 추정치입니다."
  },
  "time_series": [
    { "year": 2014, "papers_total": 4850, "papers_review": 210, "papers_conference": 850 },
    { "year": 2015, "papers_total": 4920, "papers_review": 225, "papers_conference": 880 },
    { "year": 2016, "papers_total": 5100, "papers_review": 240, "papers_conference": 950 },
    { "year": 2017, "papers_total": 5350, "papers_review": 255, "papers_conference": 1100 },
    { "year": 2018, "papers_total": 5700, "papers_review": 280, "papers_conference": 1300 },
    { "year": 2019, "papers_total": 6150, "papers_review": 310, "papers_conference": 1550 },
    { "year": 2020, "papers_total": 6500, "papers_review": 340, "papers_conference": 1700 },
    { "year": 2021, "papers_total": 7200, "papers_review": 390, "papers_conference": 2100 },
    { "year": 2022, "papers_total": 7900, "papers_review": 450, "papers_conference": 2500 },
    { "year": 2023, "papers_total": 8550, "papers_review": 510, "papers_conference": 2900 }
  ],
  "top_keywords": [
    { "keyword": "aesthetics", "count": 15200, "recent_growth_rate": 0.15 },
    { "keyword": "art", "count": 11500, "recent_growth_rate": 0.10 },
    { "keyword": "beauty", "count": 8700, "recent_growth_rate": 0.08 },
    { "keyword": "philosophy", "count": 6500, "recent_growth_rate": 0.05 },
    { "keyword": "neuroaesthetics", "count": 2100, "recent_growth_rate": 0.45 },
    { "keyword": "computational aesthetics", "count": 1850, "recent_growth_rate": 1.20 },
    { "keyword": "generative art", "count": 1500, "recent_growth_rate": 2.50 },
    { "keyword": "perception", "count": 4300, "recent_growth_rate": 0.20 },
    { "keyword": "embodiment", "count": 2800, "recent_growth_rate": 0.30 },
    { "keyword": "design", "count": 5100, "recent_growth_rate": 0.18 }
  ],
  "clusters": [
    { "cluster_id": 1, "label": "Philosophical & Classical Aesthetics", "keywords": ["kant", "beauty", "sublime", "art theory", "judgment"], "share_pct": 35.0 },
    { "cluster_id": 2, "label": "Neuroaesthetics & Empirical Aesthetics", "keywords": ["neuroaesthetics", "fmri", "perception", "emotion", "brain"], "share_pct": 20.0 },
    { "cluster_id": 3, "label": "Computational & AI Aesthetics", "keywords": ["computational aesthetics", "generative art", "gan", "style transfer", "ai"], "share_pct": 25.0 },
    { "cluster_id": 4, "label": "Everyday & Environmental Aesthetics", "keywords": ["everyday aesthetics", "urban design", "environment", "somaesthetics"], "share_pct": 12.0 },
    { "cluster_id": 5, "label": "Critical & Social Aesthetics", "keywords": ["political aesthetics", "relational aesthetics", "socially engaged art", "performance"], "share_pct": 8.0 }
  ],
  "top_venues": [
    { "name": "The Journal of Aesthetics and Art Criticism", "type": "journal", "count": 450 },
    { "name": "British Journal of Aesthetics", "type": "journal", "count": 410 },
    { "name": "Psychology of Aesthetics, Creativity, and the Arts", "type": "journal", "count": 350 },
    { "name": "Contemporary Aesthetics", "type": "journal", "count": 320 },
    { "name": "Estetika: The European Journal of Aesthetics", "type": "journal", "count": 280 },
    { "name": "Frontiers in Human Neuroscience", "type": "journal", "count": 210 },
    { "name": "IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)", "type": "conference", "count": 180 },
    { "name": "ACM SIGGRAPH", "type": "conference", "count": 150 },
    { "name": "미학 (Aesthetics, The Korean Society of Aesthetics)", "type": "journal", "count": 140 },
    { "name": "Empirical Studies of the Arts", "type": "journal", "count": 130 }
  ],
  "top_authors": [
     { "name": "Anjan Chatterjee", "affiliation": "University of Pennsylvania", "country": "USA", "count": 55 },
     { "name": "Marcos Nadal", "affiliation": "University of the Balearic Islands", "country": "Spain", "count": 48 },
     { "name": "Semir Zeki", "affiliation": "University College London", "country": "UK", "count": 45 },
     { "name": "Yuriko Saito", "affiliation": "Rhode Island School of Design", "country": "USA", "count": 42 },
     { "name": "Richard Shusterman", "affiliation": "Florida Atlantic University", "country": "USA", "count": 38 },
     { "name": "Arnold Berleant", "affiliation": "Long Island University", "country": "USA", "count": 35 }
  ],
  "top_institutions": [
    { "name": "University College London", "country": "UK", "count": 280 },
    { "name": "University of Oxford", "country": "UK", "count": 250 },
    { "name": "Humboldt University of Berlin", "country": "Germany", "count": 210 },
    { "name": "Columbia University", "country": "USA", "count": 190 },
    { "name": "University of Pennsylvania", "country": "USA", "count": 180 },
    { "name": "Seoul National University", "country": "South Korea", "count": 150 },
    { "name": "University of Tokyo", "country": "Japan", "count": 130 },
    { "name": "Sorbonne University", "country": "France", "count": 120 },
    { "name": "Max Planck Institute for Empirical Aesthetics", "country": "Germany", "count": 110 },
    { "name": "University of Toronto", "country": "Canada", "count": 100 }
  ],
  "top_countries": [
    { "country": "USA", "count": 13500, "share_pct": 22.5 },
    { "country": "UK", "count": 9200, "share_pct": 15.3 },
    { "country": "Germany", "count": 7800, "share_pct": 13.0 },
    { "country": "China", "count": 4500, "share_pct": 7.5 },
    { "country": "France", "count": 3800, "share_pct": 6.3 },
    { "country": "South Korea", "count": 3500, "share_pct": 5.8 },
    { "country": "Canada", "count": 3100, "share_pct": 5.2 },
    { "country": "Japan", "count": 2900, "share_pct": 4.8 }
  ],
  "funders": [
    { "name": "National Research Foundation of Korea (NRF)", "count": 310 },
    { "name": "National Science Foundation (NSF)", "count": 250 },
    { "name": "European Research Council (ERC)", "count": 220 },
    { "name": "Deutsche Forschungsgemeinschaft (DFG)", "count": 190 },
    { "name": "Arts and Humanities Research Council (AHRC)", "count": 180 },
    { "name": "Japan Society for the Promotion of Science (JSPS)", "count": 150 },
    { "name": "Social Sciences and Humanities Research Council of Canada (SSHRC)", "count": 120 },
    { "name": "National Natural Science Foundation of China (NSFC)", "count": 110 }
  ],
  "highly_cited": [
    { "title": "A neural basis for aesthetic experience", "year": 2011, "venue": "Frontiers in Human Neuroscience", "doi": "10.3389/fnins.2011.00010", "citations": 2540, "url": "https://doi.org/10.3389/fnins.2011.00010" },
    { "title": "Image Style Transfer Using Convolutional Neural Networks", "year": 2016, "venue": "CVPR", "doi": "10.1109/CVPR.2016.242", "citations": 14500, "url": "https://doi.org/10.1109/CVPR.2016.242" },
    { "title": "Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks", "year": 2017, "venue": "ICCV", "doi": "10.1109/ICCV.2017.244", "citations": 21300, "url": "https://doi.org/10.1109/ICCV.2017.244" },
    { "title": "The artist in the machine: The unique position of the human creator in the age of AI art", "year": 2021, "venue": "Frontiers in Psychology", "doi": "10.3389/fpsyg.2021.655224", "citations": 350, "url": "https://doi.org/10.3389/fpsyg.2021.655224" },
    { "title": "Neuroaesthetics: a coming of age story", "year": 2013, "venue": "Opinion in Neurobiology", "doi": "10.1016/j.conb.2013.08.007", "citations": 780, "url": "https://doi.org/10.1016/j.conb.2013.08.007" },
    { "title": "Somaesthetics: A Disciplinary Proposal", "year": 1999, "venue": "The Journal of Aesthetics and Art Criticism", "doi": "10.2307/432196", "citations": 650, "url": "https://doi.org/10.2307/432196" },
    { "title": "Everyday Aesthetics", "year": 2007, "venue": "Oxford University Press", "doi": "10.1093/acprof:oso/9780199278350.001.0001", "citations": 980, "url": "https://doi.org/10.1093/acprof:oso/9780199278350.001.0001" },
    { "title": "N-CReL: A Neuronal-based Creative Learning Method for Artistic Style Transfer", "year": 2020, "venue": "IEEE Transactions on Image Processing", "doi": "10.1109/TIP.2020.2987514", "citations": 120, "url": "https://doi.org/10.1109/TIP.2020.2987514" }
  ],
  "emerging_topics": [
    { "keyword": "generative ai aesthetics", "window": "last_24m", "growth_ratio": 4.5, "note": "Rapid increase following the release of DALL-E 2, Midjourney, and Stable Diffusion." },
    { "keyword": "ai art", "window": "last_24m", "growth_ratio": 3.8, "note": "High growth in both technical (CS) and humanities (philosophy, law) venues." },
    { "keyword": "explainable ai (xai) aesthetics", "window": "last_36m", "growth_ratio": 2.1, "note": "Focus on understanding the aesthetic judgments made by AI models." },
    { "keyword": "somaesthetics", "window": "last_36m", "growth_ratio": 1.5, "note": "Growing interest in embodiment, bodily experience, and design." }
  ]
}

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