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Sequential Decision-Making in Musical Intelligence (Hardcover, 1st ed. 2020)
Loot Price: R2,886
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Sequential Decision-Making in Musical Intelligence (Hardcover, 1st ed. 2020)
Series: Studies in Computational Intelligence, 857
Expected to ship within 10 - 15 working days
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Over the past 60 years, artificial intelligence has grown from an
academic field of research to a ubiquitous array of tools used in
everyday technology. Despite its many recent successes, certain
meaningful facets of computational intelligence have yet to be
thoroughly explored, such as a wide array of complex mental tasks
that humans carry out easily, yet are difficult for computers to
mimic. A prime example of a domain in which human intelligence
thrives, but machine understanding is still fairly limited, is
music. Over recent decades, many researchers have used
computational tools to perform tasks like genre identification,
music summarization, music database querying, and melodic
segmentation. While these are all useful algorithmic solutions, we
are still a long way from constructing complete music agents able
to mimic (at least partially) the complexity with which humans
approach music. One key aspect that hasn't been sufficiently
studied is that of sequential decision-making in musical
intelligence. Addressing this gap, the book focuses on two aspects
of musical intelligence: music recommendation and multi-agent
interaction in the context of music. Though motivated primarily by
music-related tasks, and focusing largely on people's musical
preferences, the work presented in this book also establishes that
insights from music-specific case studies can also be applicable in
other concrete social domains, such as content
recommendation.Showing the generality of insights from musical data
in other contexts provides evidence for the utility of music
domains as testbeds for the development of general artificial
intelligence techniques.Ultimately, this thesis demonstrates the
overall value of taking a sequential decision-making approach in
settings previously unexplored from this perspective.
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