<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Archiving and Interchange DTD v1.0 20120330//EN" "JATS-archivearticle1.dtd">
<article xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>To play with feeling? The opportunity of aesthetics in computational musical creativity</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>AI Lab</string-name>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Vrije Universiteit Brussel</string-name>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Brussels</string-name>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Belgium</string-name>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Electronic Engineering</string-name>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Computer Science</string-name>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Queen Mary University of London</string-name>
        </contrib>
      </contrib-group>
      <abstract>
        <p>Introduction The research field of Computational Creativity (CC) has been deifned as “The philosophy, science and engineering of computational systems which, by taking on particular responsibilities, exhibit behaviours that unbiased observers would deem to be creative.” [3, §1] CC research is not restricted to artistic activities (e.g., mathematics is included), but artistic domains distinguish it most from conventional Artificial Intelligence (AI), partly because they position CC closer to questions about aesthetic consciousness. In this position paper, I argue for music as an object of scientific study, arguing that it is an ideal domain for both CC and machine consciousness research. What is music? Music comprises many distinct aspects. Babbitt [1] proposes three representational domains for music: graphemic (notated); acoustic (physical); auditory (cognitive). Afective response resides in the auditory domain. Babbitt's domains help describe musical operations [13]. The auditory is privileged: absit musical intelligence, moving from the graphemic to the acoustic entails literal recording and playback. Where a human is involved, the auditory mediates: performing a musical score entails cognition [13, 12]. From a CC perspective, excluding the auditory entails triviality. Further, music's syntactic forms are defined and constructed by perceptual and cognitive processes [13, 12, 14]: listening and memory. Musical syntax is complex, multidimensional, and deeply hierarchical. Music uses reference in ways similar to anaphora in language. But music is usually self-contained: it hardly ever refers directly to things that are non-musical. What does music mean? Syntactic features of music have direct psychomotor efects: music makes people want to move-but the efect is subtle, and related to timing in language [8, 6]. Humans enjoy and actively seek the engagement out, even when the emotion is (superficially) negative [9]. We distinguish between afect suggested to, and afect felt by, a listener [11]; music suggests an interesting ability to be afected by something and to simultaneously reflect on that efect. Music difers from language, in that it has no propositional, compositional semantics: it makes no statements about the world. It is thus a closed system, referring to itself [4], conveying afective connotation, but not epistemic content. Consciousness Therefore, music afords a unique opportunity to study cognitive efects that are directly related to conscious experience, without the baggage of general knowledge that cognitive science generally carries. Specifically,</p>
      </abstract>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>-</title>
      <p>
        – syntactic efects seem to engage entrainment and thus afective response [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ];
– syntactic and semiotic efects seem to directly engage afective response [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ];
– powerful expectations are generated, which are sometimes describable by
conscious awareness, and which engage afective response [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ];
– conscious and non-conscious awareness of the meta-level seems
commonplace: dynamic expectation is a major factor in musical experience [
        <xref ref-type="bibr" rid="ref7 ref8">8, 7</xref>
        ].
Relatively little work on music is available in machine consciousness studies [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ].
Such work would be a true symbiosis: music afords a purpose-built laboratory
in which consciousness studies can cut directly to the mechanisms; consciousness
studies aford detailed understanding of aesthetics (qua “feelings”) which are not
normally available for consideration in music theory.
      </p>
    </sec>
  </body>
  <back>
    <ref-list>
      <ref id="ref1">
        <mixed-citation>
          1.
          <string-name>
            <surname>Babbitt</surname>
            ,
            <given-names>M.:</given-names>
          </string-name>
          <article-title>The use of computers in musicological research</article-title>
          .
          <source>Perspectives of New Music</source>
          <volume>3</volume>
          (
          <issue>2</issue>
          ),
          <fpage>74</fpage>
          -
          <lpage>83</lpage>
          (
          <year>1965</year>
          )
        </mixed-citation>
      </ref>
      <ref id="ref2">
        <mixed-citation>
          2.
          <string-name>
            <surname>Chella</surname>
            ,
            <given-names>A.</given-names>
          </string-name>
          :
          <article-title>A cognitive architecture for music perception exploiting conceptual spaces</article-title>
          .
          <source>In: Applications of Conceptual Spaces: The Case for Geometric Knowledge Representation</source>
          , pp.
          <fpage>187</fpage>
          -
          <lpage>203</lpage>
          . No. 359 in Synthese Library, Springer (
          <year>2015</year>
          )
        </mixed-citation>
      </ref>
      <ref id="ref3">
        <mixed-citation>
          3.
          <string-name>
            <surname>Colton</surname>
            ,
            <given-names>S.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Wiggins</surname>
            ,
            <given-names>G.A.</given-names>
          </string-name>
          :
          <article-title>Computational creativity: The final frontier</article-title>
          ? In: de Raedt,
          <string-name>
            <given-names>L.</given-names>
            ,
            <surname>Bessiere</surname>
          </string-name>
          ,
          <string-name>
            <given-names>C.</given-names>
            ,
            <surname>Dubois</surname>
          </string-name>
          ,
          <string-name>
            <given-names>D.</given-names>
            ,
            <surname>Doherty</surname>
          </string-name>
          , P. (eds.)
          <source>Proceedings of ECAI Frontiers</source>
          (
          <year>2012</year>
          ). https://doi.org/10.3233/978-1-
          <fpage>61499</fpage>
          -098-7-21
        </mixed-citation>
      </ref>
      <ref id="ref4">
        <mixed-citation>
          4.
          <string-name>
            <surname>Deliège</surname>
            ,
            <given-names>I.</given-names>
          </string-name>
          :
          <article-title>Grouping conditions in listening to music: An approach to Lerdahl and Jackendof's grouping preference rules</article-title>
          .
          <source>Music Perception</source>
          <volume>4</volume>
          ,
          <fpage>325</fpage>
          -
          <lpage>360</lpage>
          (
          <year>1987</year>
          )
        </mixed-citation>
      </ref>
      <ref id="ref5">
        <mixed-citation>
          5.
          <string-name>
            <surname>Egermann</surname>
            ,
            <given-names>H.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Pearce</surname>
            ,
            <given-names>M.T.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Wiggins</surname>
            ,
            <given-names>G.A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>McAdams</surname>
            ,
            <given-names>S.</given-names>
          </string-name>
          :
          <article-title>Probabilistic models of expectation violation predict psychophysiological emotional responses to live concert music</article-title>
          .
          <source>Cognitive, Afective, &amp; Behavioral Neuroscience</source>
          <volume>13</volume>
          (
          <issue>3</issue>
          ),
          <fpage>533</fpage>
          -
          <lpage>553</lpage>
          (
          <year>2013</year>
          ). https://doi.org/10.3758/s13415-013-0161-y, http://dx.doi.org/10.3758/s13415-013-0161-y
        </mixed-citation>
      </ref>
      <ref id="ref6">
        <mixed-citation>
          6.
          <string-name>
            <surname>Forth</surname>
            ,
            <given-names>J.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Agres</surname>
            ,
            <given-names>K.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Purver</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Wiggins</surname>
            ,
            <given-names>G.A.</given-names>
          </string-name>
          :
          <article-title>Entraining IDyOT: timing in the information dynamics of thinking</article-title>
          .
          <source>Frontiers in Psychology 7</source>
          ,
          <issue>1575</issue>
          (
          <year>2016</year>
          ). https://doi.org/10.3389/fpsyg.
          <year>2016</year>
          .01575
        </mixed-citation>
      </ref>
      <ref id="ref7">
        <mixed-citation>
          7.
          <string-name>
            <surname>Gingras</surname>
            ,
            <given-names>B.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Pearce</surname>
            ,
            <given-names>M.T.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Goodchild</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Dean</surname>
            ,
            <given-names>R.T.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Wiggins</surname>
            ,
            <given-names>G.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>McAdams</surname>
            ,
            <given-names>S.</given-names>
          </string-name>
          :
          <article-title>Linking melodic expectation to expressive performance timing and perceived musical tension</article-title>
          .
          <source>Journal of Experimental Psychology: Human Perception and Performance</source>
          <volume>42</volume>
          (
          <issue>4</issue>
          ),
          <volume>594</volume>
          (
          <year>2016</year>
          )
        </mixed-citation>
      </ref>
      <ref id="ref8">
        <mixed-citation>
          8.
          <string-name>
            <surname>Huron</surname>
            ,
            <given-names>D.</given-names>
          </string-name>
          : Sweet Anticipation:
          <article-title>Music and the Psychology of Expectation</article-title>
          . Bradford Books, MIT Press, Cambridge, MA (
          <year>2006</year>
          )
        </mixed-citation>
      </ref>
      <ref id="ref9">
        <mixed-citation>
          9.
          <string-name>
            <surname>Juslin</surname>
            ,
            <given-names>P.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Sloboda</surname>
          </string-name>
          , J.:
          <article-title>Handbook of music and emotion: theory, research, applications</article-title>
          .
          <source>Afective Science</source>
          , Oxford University Press (
          <year>2010</year>
          )
        </mixed-citation>
      </ref>
      <ref id="ref10">
        <mixed-citation>
          10.
          <string-name>
            <surname>Pearce</surname>
            ,
            <given-names>M.T.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Wiggins</surname>
            ,
            <given-names>G.A.</given-names>
          </string-name>
          :
          <article-title>Auditory expectation: The information dynamics of music perception and cognition</article-title>
          .
          <source>Topics in Cognitive Science</source>
          <volume>4</volume>
          (
          <issue>4</issue>
          ),
          <fpage>625</fpage>
          -
          <lpage>652</lpage>
          (
          <year>2012</year>
          ). https://doi.org/10.1111/j.1756-
          <fpage>8765</fpage>
          .
          <year>2012</year>
          .
          <volume>01214</volume>
          .x
        </mixed-citation>
      </ref>
      <ref id="ref11">
        <mixed-citation>
          11.
          <string-name>
            <surname>Wiggins</surname>
            ,
            <given-names>G.A.</given-names>
          </string-name>
          :
          <article-title>Music, syntax, and the meaning of “meaning”</article-title>
          .
          <source>In: Proceedings of the First Symposium on Music and Computers</source>
          . pp.
          <fpage>18</fpage>
          -
          <lpage>23</lpage>
          . Ionian University, Corfu, Greece (
          <year>1998</year>
          )
        </mixed-citation>
      </ref>
      <ref id="ref12">
        <mixed-citation>
          12.
          <string-name>
            <surname>Wiggins</surname>
            ,
            <given-names>G.A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Müllensiefen</surname>
            ,
            <given-names>D.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Pearce</surname>
          </string-name>
          , M.T.:
          <article-title>On the non-existence of music: Why music theory is a figment of the imagination</article-title>
          .
          <source>Musicae Scientiae Discussion Forum</source>
          <volume>5</volume>
          ,
          <fpage>231</fpage>
          -
          <lpage>255</lpage>
          (
          <year>2010</year>
          )
        </mixed-citation>
      </ref>
      <ref id="ref13">
        <mixed-citation>
          13.
          <string-name>
            <surname>Wiggins</surname>
            ,
            <given-names>G.A.</given-names>
          </string-name>
          :
          <article-title>Semantic Gap?? Schemantic Schmap!! Methodological considerations in the scientific study of music</article-title>
          .
          <source>In: Proceedings of 11th IEEE International Symposium on Multimedia</source>
          . pp.
          <fpage>477</fpage>
          -
          <lpage>482</lpage>
          (
          <year>2009</year>
          ). https://doi.org/10.1109/ISM.
          <year>2009</year>
          .36
        </mixed-citation>
      </ref>
      <ref id="ref14">
        <mixed-citation>
          14.
          <string-name>
            <surname>Wiggins</surname>
            ,
            <given-names>G.A.</given-names>
          </string-name>
          :
          <article-title>Music, mind and mathematics: Theory, reality and formality</article-title>
          .
          <source>Journal of Mathematics and Music</source>
          <volume>6</volume>
          (
          <issue>2</issue>
          ),
          <fpage>111</fpage>
          -
          <lpage>123</lpage>
          (
          <year>2012</year>
          )
        </mixed-citation>
      </ref>
    </ref-list>
  </back>
</article>