Affective evolutionary music composition with MetaCompose

Scirea, Marco; Togelius, Julian; Eklund, Peter; Risi, Sebastian

doi:10.1007/s10710-017-9307-y

Cited by 33 publications

(23 citation statements)

References 58 publications

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“…In this paper, the fitness ratio method is used to preserve the best individual. In this method, the selection probability of each individual is proportional to the fitness function value, and the best individual is directly copied to the next generation without crossover and mutation [24,25].…”

Section: Interactive Evolutionary Computingmentioning

confidence: 99%

Innovative Design of Intangible Cultural Heritage Elements in Fashion Design Based on Interactive Evolutionary Computation

Liu

et al. 2021

Mathematical Problems in Engineering

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The application of intangible cultural heritage cultural elements and traditional crafts in modern design, especially in modern fashion design, is not to flatter the public but to integrate the artistic language of intangible cultural heritage into modern fashion on the basis of deeply understanding the connotation of intangible cultural heritage and mastering its traditional crafts, so as to meet people’s demand for fashion and aesthetics. It can also promote the inheritance and development of traditional intangible cultural heritage culture and technology. The purpose of this study is to analyze the intangible cultural heritage elements in the innovative design of fashion design by using interactive evolutionary computation. According to the composition characteristics of cultural elements, this research uses interactive evolutionary calculation to analyze the current status of intangible cultural heritage elements in clothing design. Then, 30 fashion designers are selected to evaluate the design situation and judge the effect of the method on the design. The results show that the neural network has evaluated 36 generations, that is, 256 times of moderate value. Compared with the general IGA algorithm, adding neural network IGA can reduce the fatigue caused by user reference score and improve the quality of the optimal solution, and the cultural image attributes whose perception frequency is more than 50% are favored. It is concluded that the research method in the intangible cultural heritage elements in fashion design can improve user satisfaction and the effect is good. This research contributes to the application of intelligent algorithm in the field of fashion design.

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Section: Interactive Evolutionary Computingmentioning

confidence: 99%

Innovative Design of Intangible Cultural Heritage Elements in Fashion Design Based on Interactive Evolutionary Computation

Liu

et al. 2021

Mathematical Problems in Engineering

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“…The works [27,28] used the judgment of a human listener to evaluate the individuals. A very common fitness function is a combination of rule-based objectives [4,16,20,25,26]. Another common fitness function is a classifier trained with human-made examples [13,14,19].…”

Section: Terminology and Related Workmentioning

confidence: 99%

A methodology for procedural piano music composition with mood templates using genetic algorithms

2021

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“…The composition system used pre-recorded tracks that were triggered by the specific emotion description. In contrast Scirea et al [20] developed a novel music composition model, MetaCompose, that combines graph traversal-based chord sequence generation with an evolutionary system of melody generation. Their system produces music for general affective states -either negative or positive -through the use of dissonance.…”

Section: Related Workmentioning

confidence: 99%

Adaptive Music Composition for Games

Hutchings

McCormack

2020

IEEE Trans. Games

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The generation of music that adapts dynamically to content and actions has an important role in building more immersive, memorable and emotive game experiences. To date, the development of adaptive music systems for video games is limited by both the nature of algorithms used for real-time music generation and the limited modelling of player action, game world context and emotion in current games. We propose that these issues must be addressed in tandem for the quality and flexibility of adaptive game music to significantly improve. Cognitive models of knowledge organisation and emotional affect are integrated with multi-modal, multi-agent composition techniques to produce a novel Adaptive Music System (AMS). The system is integrated into two stylistically distinct games. Gamers reported an overall higher immersion and correlation of music with game-world concepts with the AMS than with the original game soundtracks in both games.

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Affective evolutionary music composition with MetaCompose

Cited by 33 publications

References 58 publications

Innovative Design of Intangible Cultural Heritage Elements in Fashion Design Based on Interactive Evolutionary Computation

Innovative Design of Intangible Cultural Heritage Elements in Fashion Design Based on Interactive Evolutionary Computation

A methodology for procedural piano music composition with mood templates using genetic algorithms

Adaptive Music Composition for Games

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