[{"type":"conference_editor_article","user_id":"83781","intvolume":"      1168","place":"Cham","doi":"10.1007/978-3-030-43887-6_39","_id":"12807","series_title":"Communications in Computer and Information Science ","publication_status":"published","conference":{"start_date":"2019-09-16","end_date":"2019-09-20","location":"Würzburg","name":"European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD)"},"department":[{"_id":"DEP2000"}],"abstract":[{"lang":"eng","text":"Writing chorales in the style of Bach has been a music theory exercise for generations of music students. As such it is not surprising that automatic Bach chorale harmonization has been a topic in music technology for decades. We suggest several improvements to current neural network solutions based on musicological insights into human choral composition practices. Evaluations with expert listeners show that the generated chorales closely resemble Bach's harmonization style."}],"publisher":"Springer International Publishing","date_created":"2025-04-16T07:52:39Z","publication_identifier":{"isbn":["978-3-030-43886-9"],"eissn":["1865-0937"],"eisbn":["978-3-030-43887-6"],"issn":["1865-0929"]},"publication":"Machine Learning and Knowledge Discovery in Databases : International Workshops of ECML PKDD 2019","date_updated":"2025-06-26T13:36:14Z","editor":[{"first_name":"Peggy","full_name":"Cellier, Peggy","last_name":"Cellier"},{"last_name":"Driessens","first_name":"Kurt","full_name":"Driessens, Kurt"}],"language":[{"iso":"eng"}],"keyword":["Bach chorale harmonization","Deep learning","Beam search"],"title":"Bacher than Bach? On Musicologically Informed AI-Based Bach Chorale Harmonization","volume":1168,"citation":{"chicago":"Leemhuis, Alexander, Simon Waloschek, and Aristotelis Hadjakos. <i>Bacher than Bach? On Musicologically Informed AI-Based Bach Chorale Harmonization</i>. Edited by Peggy Cellier and Kurt Driessens. <i>Machine Learning and Knowledge Discovery in Databases : International Workshops of ECML PKDD 2019</i>. Vol. 1168. Communications in Computer and Information Science . Cham: Springer International Publishing, 2020. <a href=\"https://doi.org/10.1007/978-3-030-43887-6_39\">https://doi.org/10.1007/978-3-030-43887-6_39</a>.","apa":"Leemhuis, A., Waloschek, S., &#38; Hadjakos, A. (2020). Bacher than Bach? On Musicologically Informed AI-Based Bach Chorale Harmonization. In P. Cellier &#38; K. Driessens (Eds.), <i>Machine Learning and Knowledge Discovery in Databases : International Workshops of ECML PKDD 2019</i> (Vol. 1168, pp. 462–469). Springer International Publishing. <a href=\"https://doi.org/10.1007/978-3-030-43887-6_39\">https://doi.org/10.1007/978-3-030-43887-6_39</a>","mla":"Leemhuis, Alexander, et al. “Bacher than Bach? On Musicologically Informed AI-Based Bach Chorale Harmonization.” <i>Machine Learning and Knowledge Discovery in Databases : International Workshops of ECML PKDD 2019</i>, edited by Peggy Cellier and Kurt Driessens, vol. 1168, Springer International Publishing, 2020, pp. 462–69, <a href=\"https://doi.org/10.1007/978-3-030-43887-6_39\">https://doi.org/10.1007/978-3-030-43887-6_39</a>.","bjps":"<b>Leemhuis A, Waloschek S and Hadjakos A</b> (2020) <i>Bacher than Bach? On Musicologically Informed AI-Based Bach Chorale Harmonization</i>, Cellier P and Driessens K (eds). Cham: Springer International Publishing.","havard":"A. Leemhuis, S. Waloschek, A. Hadjakos, Bacher than Bach? On Musicologically Informed AI-Based Bach Chorale Harmonization, Springer International Publishing, Cham, 2020.","ufg":"<b>Leemhuis, Alexander/Waloschek, Simon/Hadjakos, Aristotelis</b>: Bacher than Bach? On Musicologically Informed AI-Based Bach Chorale Harmonization, Bd. 1168, hg. von Cellier, Peggy/Driessens, Kurt, Cham 2020 (Communications in Computer and Information Science ).","van":"Leemhuis A, Waloschek S, Hadjakos A. Bacher than Bach? On Musicologically Informed AI-Based Bach Chorale Harmonization. Cellier P, Driessens K, editors. Machine Learning and Knowledge Discovery in Databases : International Workshops of ECML PKDD 2019. Cham: Springer International Publishing; 2020. (Communications in Computer and Information Science ; vol. 1168).","din1505-2-1":"<span style=\"font-variant:small-caps;\">Leemhuis, Alexander</span> ; <span style=\"font-variant:small-caps;\">Waloschek, Simon</span> ; <span style=\"font-variant:small-caps;\">Hadjakos, Aristotelis</span> ; <span style=\"font-variant:small-caps;\">Cellier, P.</span> ; <span style=\"font-variant:small-caps;\">Driessens, K.</span> (Hrsg.): <i>Bacher than Bach? On Musicologically Informed AI-Based Bach Chorale Harmonization</i>, <i>Communications in Computer and Information Science </i>. Bd. 1168. Cham : Springer International Publishing, 2020","chicago-de":"Leemhuis, Alexander, Simon Waloschek und Aristotelis Hadjakos. 2020. <i>Bacher than Bach? On Musicologically Informed AI-Based Bach Chorale Harmonization</i>. Hg. von Peggy Cellier und Kurt Driessens. <i>Machine Learning and Knowledge Discovery in Databases : International Workshops of ECML PKDD 2019</i>. Bd. 1168. Communications in Computer and Information Science . Cham: Springer International Publishing. doi:<a href=\"https://doi.org/10.1007/978-3-030-43887-6_39\">10.1007/978-3-030-43887-6_39</a>, .","short":"A. Leemhuis, S. Waloschek, A. Hadjakos, Bacher than Bach? On Musicologically Informed AI-Based Bach Chorale Harmonization, Springer International Publishing, Cham, 2020.","ieee":"A. Leemhuis, S. Waloschek, and A. Hadjakos, <i>Bacher than Bach? On Musicologically Informed AI-Based Bach Chorale Harmonization</i>, vol. 1168. Cham: Springer International Publishing, 2020, pp. 462–469. doi: <a href=\"https://doi.org/10.1007/978-3-030-43887-6_39\">10.1007/978-3-030-43887-6_39</a>.","ama":"Leemhuis A, Waloschek S, Hadjakos A. <i>Bacher than Bach? On Musicologically Informed AI-Based Bach Chorale Harmonization</i>. Vol 1168. (Cellier P, Driessens K, eds.). Springer International Publishing; 2020:462-469. doi:<a href=\"https://doi.org/10.1007/978-3-030-43887-6_39\">10.1007/978-3-030-43887-6_39</a>"},"year":"2020","author":[{"last_name":"Leemhuis","first_name":"Alexander","full_name":"Leemhuis, Alexander"},{"first_name":"Simon","full_name":"Waloschek, Simon","last_name":"Waloschek"},{"first_name":"Aristotelis","last_name":"Hadjakos","id":"58704","full_name":"Hadjakos, Aristotelis"}],"page":"462–469","status":"public"}]