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Scramble Live: Combining LSTM and Markov Chains for Real-time Musical Interaction.

Authors: Privato, Nicola; Rampado, Omar; Novello, Alberto;

Scramble Live: Combining LSTM and Markov Chains for Real-time Musical Interaction.

Abstract

Scramble Live is a complementary tool for Scramble1 , a standalone MIDI software developed in Max/MSP 2 for the real-time generation of polyphonic music [1]. At their core, both tools combine the flexibility of Markov Chains for the generation of pitch transitions with the generalization capabilities offered by LSTM neural networks on the rhythmic and dynamic domains. Scramble performs the analysis of MIDI files, allows for the selection of the LSTM hyperparameters and the training of the neural network through an intuitive user interface, but offers limited real time interactivity on playback. Scramble Live relies on the models generated by Scramble , but allows for a high degree of interaction with live instrumentalists and with the system itself. To complete its performance-focused capabilities, Scramble Live offers MIDI mapping and synchronization to external clock sources.

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selected citations
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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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