Decision-theoretic harmony: A first step

Liangrong Yi; Judy Goldsmith

doi:10.1016/j.ijar.2009.06.014

Decision-theoretic harmony: A first step

Liangrong Yi, Judy Goldsmith

Research output: Contribution to journal › Article › peer-review

2 Scopus citations

Abstract

This paper presents a novel harmony generation method based on decision-theoretic planning. We are the first to model music generation using Markov decision processes (MDPs). We give a proof of concept for this approach by using MDP planning to generate four-part harmony, given the melody or soprano line. Our initial results show feasibility, and show the variance possible, depending on the choice of reward functions.

Original language	English
Pages (from-to)	263-274
Number of pages	12
Journal	International Journal of Approximate Reasoning
Volume	51
Issue number	2
DOIs	https://doi.org/10.1016/j.ijar.2009.06.014
State	Published - Jan 2010

Bibliographical note

Funding Information:
This work is partially supported by NSF Grant ITR-0325063.

Funding

This work is partially supported by NSF Grant ITR-0325063.

Funders	Funder number
National Science Foundation (NSF)	ITR-0325063
Directorate for Computer and Information Science and Engineering	0325063

Keywords

Decision-theoretic planning
Harmony generation
Markov decision processes

ASJC Scopus subject areas

Software
Artificial Intelligence
Theoretical Computer Science
Applied Mathematics

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10.1016/j.ijar.2009.06.014

Cite this

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title = "Decision-theoretic harmony: A first step",

abstract = "This paper presents a novel harmony generation method based on decision-theoretic planning. We are the first to model music generation using Markov decision processes (MDPs). We give a proof of concept for this approach by using MDP planning to generate four-part harmony, given the melody or soprano line. Our initial results show feasibility, and show the variance possible, depending on the choice of reward functions.",

keywords = "Decision-theoretic planning, Harmony generation, Markov decision processes",

author = "Liangrong Yi and Judy Goldsmith",

note = "Funding Information: This work is partially supported by NSF Grant ITR-0325063.",

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AU - Goldsmith, Judy

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AB - This paper presents a novel harmony generation method based on decision-theoretic planning. We are the first to model music generation using Markov decision processes (MDPs). We give a proof of concept for this approach by using MDP planning to generate four-part harmony, given the melody or soprano line. Our initial results show feasibility, and show the variance possible, depending on the choice of reward functions.

KW - Decision-theoretic planning

KW - Harmony generation

KW - Markov decision processes

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Decision-theoretic harmony: A first step

Abstract

Bibliographical note

Funding

Keywords

ASJC Scopus subject areas

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