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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment, 10

Guided Music Synthesis with Variable Markov Oracle

February 1, 2023

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Abstract:

In this work the problem of guided improvisation is approached and elaborated; then a new method, Variable Markov Oracle, for guided music synthesis is proposed as the first step to tackle the guided improvisation problem. Variable Markov Oracle is based on previous results from Audio Oracle, which is a fast indexing and recombination method of repeating sub-clips in an audio signal. The newly proposed Variable Markov Oracle is capable of identifying inherent datapoint clusters in an audio signal while tracking the sequential relations among clusters at the same time. With a target audio signal indexed by Variable Markov Oracle, a query-matching algorithm is devised to synthesize new music materials by recombination of the target audio matched to a query audio. This approach makes the query-matching algorithm a solution to the guided music synthesis problem. The query-matching algorithm is efficient and intelligent since it follows the inherent clusters discovered by Variable Markov Oracle, creating a query-by-content result which allows numerous applications in concatenative synthesis, machine improvisation and interactive music system. Examples of using Variable Markov Oracle to synthesize new musical materials based on given music signals in the style of Jazz are shown.

Authors

Cheng-i Wang,Shlomo Dubnov

University of California, San Diego,University of California, San Diego


DOI:

10.1609/aiide.v10i5.12767


Topics: AIIDE

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HOW TO CITE:

Cheng-i Wang,Shlomo Dubnov Guided Music Synthesis with Variable Markov Oracle Proceedings of the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment, 10 (2014) 55-62.

Cheng-i Wang,Shlomo Dubnov Guided Music Synthesis with Variable Markov Oracle AIIDE 2014, 55-62.

Cheng-i Wang,Shlomo Dubnov (2014). Guided Music Synthesis with Variable Markov Oracle. Proceedings of the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment, 10, 55-62.

Cheng-i Wang,Shlomo Dubnov. Guided Music Synthesis with Variable Markov Oracle. Proceedings of the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment, 10 2014 p.55-62.

Cheng-i Wang,Shlomo Dubnov. 2014. Guided Music Synthesis with Variable Markov Oracle. "Proceedings of the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment, 10". 55-62.

Cheng-i Wang,Shlomo Dubnov. (2014) "Guided Music Synthesis with Variable Markov Oracle", Proceedings of the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment, 10, p.55-62

Cheng-i Wang,Shlomo Dubnov, "Guided Music Synthesis with Variable Markov Oracle", AIIDE, p.55-62, 2014.

Cheng-i Wang,Shlomo Dubnov. "Guided Music Synthesis with Variable Markov Oracle". Proceedings of the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment, 10, 2014, p.55-62.

Cheng-i Wang,Shlomo Dubnov. "Guided Music Synthesis with Variable Markov Oracle". Proceedings of the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment, 10, (2014): 55-62.

Cheng-i Wang,Shlomo Dubnov. Guided Music Synthesis with Variable Markov Oracle. AIIDE[Internet]. 2014[cited 2023]; 55-62.


ISSN: 2334-0924


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