Analogical Proportions and Creativity: A Preliminary Study

التفاصيل البيبلوغرافية
العنوان: Analogical Proportions and Creativity: A Preliminary Study
المؤلفون: Afantenos, Stergos, Prade, Henri, Bernardes, Leonardo Cortez
سنة النشر: 2023
المجموعة: Computer Science
مصطلحات موضوعية: Computer Science - Computation and Language, Computer Science - Artificial Intelligence
الوصف: Analogical proportions are statements of the form "$a$ is to $b$ as $c$ is to $d$", which expresses that the comparisons of the elements in pair $(a, b)$ and in pair $(c, d)$ yield similar results. Analogical proportions are creative in the sense that given 3 distinct items, the representation of a 4th item $d$, distinct from the previous items, which forms an analogical proportion with them can be calculated, provided certain conditions are met. After providing an introduction to analogical proportions and their properties, the paper reports the results of an experiment made with a database of animal descriptions and their class, where we try to "create" new animals from existing ones, retrieving rare animals such as platypus. We perform a series of experiments using word embeddings as well as Boolean features in order to propose novel animals based on analogical proportions, showing that word embeddings obtain better results.
نوع الوثيقة: Working Paper
URL الوصول: http://arxiv.org/abs/2310.13500
رقم الأكسشن: edsarx.2310.13500
قاعدة البيانات: arXiv