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Human aesthetic preferences for 3D shapes are central to industrial design, virtual reality, and consumer product development. However, most computational models of 3D aesthetics lack empirical grounding in large-scale human judgments,…

Graphics · Computer Science 2025-05-20 Kapil Dev

While color harmony has long been studied in art and design, a clear consensus remains elusive, as most models are grounded in qualitative insights or limited datasets. In this work, we present a quantitative, data-driven study of color…

Human-Computer Interaction · Computer Science 2025-11-06 Ortensia Forni , Alexandre Darmon , Michael Benzaquen

Music serves as a powerful reflection of individual identity, often aligning with deeper psychological traits. Prior research has established correlations between musical preferences and personality, while separate studies have demonstrated…

Computation and Language · Computer Science 2025-10-14 Eliran Shem-Tov , Ella Rabinovich

This study explores the extent to which national music preferences reflect underlying cultural values. We collected long-term popular music data from YouTube Music Charts across 62 countries, encompassing both Western and non-Western…

Computation and Language · Computer Science 2025-06-17 Yongjae Kim , Seongchan Park

Color is the most important intrinsic sensory feature that has a powerful impact on product sales. Color is even responsible for raising the aesthetic senses in our brains. Account for individual differences is crucial in color aesthetics.…

Computer Vision and Pattern Recognition · Computer Science 2023-08-30 Pakizar Shamoi , Atsushi Inoue , Hiroharu Kawanaka

Students express a wide range of preferences for learning environments. We are trying to measure the manifestation of learning styles in various learning environments. In particular, we are interested in performance in an environment that…

Physics Education · Physics 2007-05-23 Stacey M. Davis , Scott V. Franklin

Music preferences are strongly shaped by the cultural and socio-economic background of the listener, which is reflected, to a considerable extent, in country-specific music listening profiles. Previous work has already identified several…

Information Retrieval · Computer Science 2021-02-08 Markus Schedl , Christine Bauer , Wolfgang Reisinger , Dominik Kowald , Elisabeth Lex

Music comprises two core structural components, melody and rhythm, that vary widely across cultures. Whether these components coevolve in a coupled way or follow independent trajectories remains unclear. We introduce a novel computational…

Sound · Computer Science 2026-05-08 Harin Lee , Rainer Polak , Manuel Anglada-Tort , Marc Schönwiesner , Minsu Park , Nori Jacoby

Music preference was reported as a factor, which could elicit innermost music emotion, entailing accurate ground-truth data and music therapy efficiency. This study executes statistical analysis to investigate the distinction of music…

The preferences to color quality of illumination were investigated for American and Chinese subjects using a solid-state source of white light with the continuously tunable color saturation ability and correlated color temperature of…

Evaluating generative models remains a fundamental challenge, particularly when the goal is to reflect human preferences. In this paper, we use music generation as a case study to investigate the gap between automatic evaluation metrics and…

Audio and Speech Processing · Electrical Eng. & Systems 2025-05-01 Huan Zhang , Jinhua Liang , Huy Phan , Wenwu Wang , Emmanouil Benetos

Our study has investigated the effect of music on the experience of viewing art, investigating the factors which create a sense of connectivity between the two forms. We worked with 138 participants, and included multiple choice and…

Human-Computer Interaction · Computer Science 2025-01-10 Paul Warren , Paul Mulholland , Naomi Barker

Do people from different cultural backgrounds perceive the mood in music the same way? How closely do human ratings across different cultures approximate automatic mood detection algorithms that are often trained on corpora of predominantly…

Information Retrieval · Computer Science 2021-12-22 Harin Lee , Frank Hoeger , Marc Schoenwiesner , Minsu Park , Nori Jacoby

The origins of consonance in human music has long been contested, and today there are three primary hypotheses: aversion to roughness, preference for harmonicity, and learned preferences from cultural exposure. While the evidence is…

Physics and Society · Physics 2025-12-04 John M. McBride

Human annotations of mood in music are essential for music generation and recommender systems. However, existing datasets predominantly focus on Western songs with terms derived from English, which may limit generalizability across diverse…

Information Retrieval · Computer Science 2025-10-29 Harin Lee , Elif Çelen , Peter Harrison , Manuel Anglada-Tort , Pol van Rijn , Minsu Park , Marc Schönwiesner , Nori Jacoby

The standard theory of musical scales since antiquity has been based on harmony, rather than melody. While recent analyses provide mixed support for a role of melody as well as harmony, we lack a comparative analysis based on cross-cultural…

Sound · Computer Science 2025-07-03 John M McBride , Elizabeth Phillips , Patrick E Savage , Steven Brown , Tsvi Tlusty

The music genre perception expressed through human annotations of artists or albums varies significantly across language-bound cultures. These variations cannot be modeled as mere translations since we also need to account for cultural…

Computation and Language · Computer Science 2020-11-17 Elena V. Epure , Guillaume Salha , Manuel Moussallam , Romain Hennequin

Aesthetic preferences are considered highly subjective resulting in inherently noisy judgements of aesthetic objects, yet certain aspects of aesthetic judgement display convergent trends over time. This paper present a study that uses…

Computers and Society · Computer Science 2022-06-22 Ida Marie Schytt Lassen , Yuri Bizzoni , Telma Peura , Mads Rosendahl Thomsen , Kristoffer Laigaard Nielbo

Recent advancements have brought generated music closer to human-created compositions, yet evaluating these models remains challenging. While human preference is the gold standard for assessing quality, translating these subjective…

Machine Learning · Computer Science 2025-06-25 Florian Grötschla , Ahmet Solak , Luca A. Lanzendörfer , Roger Wattenhofer

Gender differences is a phenomenon around the world actively researched by social scientists. Traditionally, the data used to support such studies is manually obtained, often through surveys with volunteers. However, due to their inherent…

Social and Information Networks · Computer Science 2017-03-21 Willi Mueller , Thiago H Silva , Jussara M Almeida , Antonio A F Loureiro
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