Investigating Similarity Between Hearthstone Cards: Text Embeddings And Interchangeability Approaches
2018 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC)(2018)
摘要
We investigate similarities between cards and decks from the video game Hearthstone: Heroes of Warcraft. We utilize some NLP methods, such as word2vec and LSA, to learn card representations from their descriptions. We also attempt to quantify interchangeability of cards in Hearthstone decks. We experimentally validate the presented methods and compare their performance using the data obtained from players. The results of our analysis can help us to introduce a kind of clustering of the space of Hearthstone cards, for the purpose of providing new decision support tools for the community of players.
更多查看译文
关键词
Hearthstone: Heroes of Warcraft, Deck Building, Similarity of Cards, Word2vec, Interchangeability Measure
AI 理解论文
溯源树
样例
生成溯源树,研究论文发展脉络