{"type":"ScholarlyArticle","title":"Modelling High-Dimensional Sequences with LSTM-RTRBM: Application to Polyphonic Music Generation","authors":[{"name":"Qi Lyu","slug":"qi-lyu","given":"Qi","family":"Lyu","affiliation":""},{"name":"Zhiyong Wu","slug":"zhiyong-wu","given":"Zhiyong","family":"Wu","affiliation":""},{"name":"Jun Zhu","slug":"jun-zhu-2","given":"Jun","family":"Zhu","affiliation":""},{"name":"Helen Meng","slug":"helen-meng","given":"Helen","family":"Meng","affiliation":""}],"abstract":"We propose an automatic music generation demo based on artificial neural networks, which integrates the ability of Long Short-Term Memory (LSTM) in memorizing and retrieving useful history information, together with the advantage of Restricted Boltzmann Machine (RBM) in high dimensional data modelling. Our model can generalize to different musical styles and generate polyphonic music better than previous models.","doi":null,"url":"https://ijcai.org/proceedings/2015/582","pdf":"https://ijcai.org/proceedings/2015/0582.pdf","markdown":"https://ijcai.org/proceedings/2015/582.md","bibtex":"https://ijcai.org/proceedings/2015/bibtex/582","volume":{"slug":"2015","title":"Proceedings of the Twenty-Fourth International Joint Conference on Artificial Intelligence","short_title":"IJCAI 2015","url":"https://ijcai.org/proceedings/2015/","year":2015,"location":"Buenos Aires, Argentina","dates":"25–31 July 2015","editors":"Qiang Yang and Michael Wooldridge","isbn":"978-1-57735-738-4","publisher":"International Joint Conferences on Artificial Intelligence","doi_prefix":""},"section":"Demos Track","track":"Demos Track","number":582,"pages":{"first":4138,"last":4138},"keywords":[],"videos":[],"references":[],"license_note":"Copyright International Joint Conferences on Artificial Intelligence."}