Computational Narratology
Contents
Introduction
A joint project with Fox Harrell,
entitled "Computational Narratology," is developing theory and tools for
new generation interactive media, to enable integrated narratives,
metaphors, images, etc. to be generated on the fly, in response to user
input. Its main component is a novel algorithm called Alloy, to generate
new structures by blending, based on recent research in cognitive
linguistics, computer science, and semiotics; in particular, it uses the algebraic semiotics formalization of the
cognitive linguistics theory of how metaphors are constructed, and more
generally, how conceptual spaces are combined (see Foundations for Active Multimedia Narrative: Semiotic
spaces and structural blending for details - the complete citation
is given in the bibliography below). The semiotic spaces of algebraic semiotics are used, rather than the mental
spaces that Fauconnier developed for cognitive linguistics, because we need
the greater generality of n-ary relations, structure building functions,
types, and axioms, in order to blend structures at the syntactic and
discourse levels, as well as generate novel metaphors; we also need the
greater rigor in order to design and build the computer algorithms. Our
initial experiments used the blending algorithm in the Griot system, to
produce polypoems, which are a new art form, consisting of a very large
family of poems having a common theme and qualitative feeling, but with
varying content and structure. Sample element of two such polypoems are
given on the Griot system homepage. The first
uses Labov's structural theory of narrative (see Notes on Narrative) at the discourse
level, but there are many other possibilities, e.g., the haibun form made
famous by Basho is used in the second example (for more details, see The Griot Sings Haibun.)
An important recent finding is that the optimality principles given in
Chapter 16 of The Way We Think by Fauconnier and Turner (Basic 2002)
for determining which blend should be chosen, do not work well for some
applications, such as generating metaphors in the style of some late 20th
century poetry, and for blending the parts of an interface in user interface
design. For example, generating metaphors in the style of Pablo Neruda
requires principles that are opposite to some of the common sense principles
of Fauconnier and Turner (see Style as
Choice of Blending Principles), while design applications require
principles that take much more account of structure (see An Introduction to Algebraic Semiotics, with Applications
to User Interface Design, the full citation for which is given
below) and of dynamics, i.e., of change over time (see Semiotic Morphisms, Representations, and Blending for
Interface Design, which uses hidden algebra for this). Because this
is a formal theory with a computer implementation, its optimality principles
are necessarily based on formal features such as degree of preservation of
structure, degree of type mismatch, and degree of axiom preservation. We are
exploring how much can be done within this limitation, and our initial
assessment is that quite a lot is possible.
A recent conceptual advance is to unify conceptual spaces in the sense of
Fauconnier (which are also called mental spaces) with conceptual spaces in
the sense of Gardenfors. The former are logical in nature, while the latter
are geometrical in nature, and a frame is a relation of "meaning" that
holds between the two, indicating which "concepts" correspond to which
"percepts". Frames are similar to the classifications of Barwise and
Seligman and the formal contexts of Wille, but go further in allowing much
more logical structure in concepts and much more geometrical structure in
percepts. They are also implicitly parameterized by "signatures," which
provide a notion of context, and this is made explicit by providing families
of frames (which formally are functors from a category of signature to a
category of frames - and hence are formally the same as institutions. Moreover, we argue that it is frames that
should be blended, not just their logical or meta-data components. For
technical details about frames, see
Information Integration in Institutions.
Brief Bibliography
- [New] There is now a
Griot System Homepage, with links to a performance that used Griot on 28
October, celebrating the opening of the
California Institute for Tececommunications and Information Technology
building, in cooperation with the UCSD Center for Research in Computing and the Arts.
- [Newly Revised]
Information Integration in Institutions, for Jon Barwise
memorial volume edited by Larry Moss, Indiana University Press. This paper
unifies and/or generalizes several approaches to information, including the
information flow theory of Barwise and Seligman, the formal conceptual
analysis of Wille, the lattice of theories approach of Sowa, the categorical
general systems theory of Goguen, and the cognitive semantic theories of
Fauconnier, Turner, Gardenfors, and others. Its rigorous approach uses
category theory to achieve independence from any particular choice of
representation, and institutions to achieve independence from any particular
choice of logic. Corelations, cocones, and colimits over arbitrary diagrams
provide a very general formalization of information integration, and
Grothendieck constructions extend this to several kinds of heterogeneity.
Examples from databases, ontologies, cognitive semantics and other areas are
treated. An unusual way to institutionalize databases is given in an
appendix, inspired by C.S. Peirce's triadic semiotics. A postscript version is also available.
- Style as Choice of Blending
Principles, by Joseph Goguen and Fox Harrell. In
Style and Meaning in Language, Art, Music and Design, Proceedings
of a Symposium at 2004 AAAI Fall
Symposium Series, Technical Report FS-04-07, AAAI Press, 2004, pages 49
to 56 (Washington DC, October 21-24). There are also a postscript version, and powerpoint slides for the lecture. This paper proposes
a new approach to style based on the principles for blending that works
employ; it also includes an implementation approach to syntax based on
structural blending and cognitive grammar, and proposes a reconsideration and
generalization of optimality principles for blending. A poetry generation
system based on this ideas is also explained, and some output is included. A
longer version is in preparation for publication in a book of proceedings.
- Foundations for Active Multimedia
Narrative: Semiotic spaces and structural blending, by Joseph Goguen
and Fox Harrell. Under revision for publication in Interaction Studies:
Social Behaviour and Communication in Biological and Artificial Systems.
- Formalization and Implementation for
Cognitive Semantics, slides for keynote address at Workshop on the Potential of
Cognitive Semantics for Ontologies, Torino Italy, 3 November January
2004. Sorry, it is in MS Powerpoint.
- Notes on Narrative, by Joseph
Goguen. A brief webnote surveying some techniques for the analysis of
stories, including summaries of the structural theory of narrative, and
techniques for the extraction of value systems from stories.
- Time, Structure and Emotion in
Music, by Joseph Goguen and Ryoko Goguen, to appear in book of
University Lectures at Keio University in 2003-2004 academic year; there is
also a postscript version. Describes
experiments with music as stimulus that reveal unexpected properties of the
chunking of qualitative experience, and sketches a theory of qualia based on
the blending model of algebraic semiotics.
- Steps towards a Design Theory for Virtual
Worlds, by Joseph Goguen. Chapter in Developing Future
Interactive Systems, edited by Maribel Sanchez-Segura, published by Idea
Group, pages 116-152, 2005; an html
version is also available. This paper sketches algebraic semiotics and
its applications, especially to user interface design and scientific
visualization
- Semiotic Morphisms, Representations, and
Blending for User Interface Design, by Joseph Goguen, in Proceedings
of AMAST Workshop on
Algebraic Methods in Language Processing (Verona, Italy, 25 - 27
August 2003), pages 1-15. This paper extends algebraic semiotics to handle
interaction by using shows how hidden algebra; some examples are given in
detail. A pdf version of the paper is also
available.
- Musical Qualia, Context, Time, and
Emotion, in
Journal of Consciousness Studies 11, 3/4, pages 117-147, 2004; Art and the Brain, Part III . This is a
paper on the philosophy and cognitive science of music, using Husserl's
phenomenology of time consciousness, hierarchical information theory,
dynamical systems theory, and blending theory. A pdf version is also available.
- [New] Rivers
of Conscousness: The Nonlinear Dynamics of Free Jazz, by David Borgo and Joseph Goguen,
to appear in Proceedings, Annual Meeting of International Association of
Jazz Educators, Long Beach CA, 5 to 8 January 2004. Sorry, it is in MS
Word.
- Information Visualization and
Semiotic Morphisms, by Joseph Goguen and Fox Harrell. An informal
introduction to the notion of semiotic morphism from the field of algebraic semiotics, showing how information
visualization, in both analysis and design, can benefit from a viewpoint
based on structure-preserving morphisms. In Multidisciplinary Approaches
to Visual Representations and Interpretations, ed. Grant Malcolm (Elsevier 2004), pages
93-106. This book consists of revised versions of papers from the Second International Conference on Visual
Representations and Interpretations, Liverpool UK, 9-12 September
2002. An older html version of the
paper is also available. Background for this paper can be found in the
webnote Semiotic Morphisms and
the paper On Notation.
- Extended abstract of Sync or Swarm:
Group Dynamics in Musical Free Improvisation, by David Borgo and Joseph Goguen, and shorter abstract, in Proceedings,
Conference on Interdisciplinary Musicology, Dept. Musicology, University
of Graz, 2004; the short abstract appears on pages 52-53, and the extended
abstract in the attached CD. Held in Graz, Austria, 15-18 April 2004.
Sorry, both are in MS Word.
- An Introduction to Algebraic Semiotics, with
Applications to User Interface Design, by Joseph Goguen, in
Computation for Metaphor, Analogy and Agents, edited by Chrystopher
Nehaniv, Springer Lecture Notes in Artificial Intelligence, volume 1562,
1999, pages 242-291. This is the original paper on the mathematical
foundations of algebraic semiotics, with 3/2-categories and 3/2-colimits,
which provide a foundation for blending with any optimality principle given
as a partial ordering on morphisms; the paper also has many examples,
especially from user interface design.
Some Other Links
- Website on
blending, with applications to metaphor; work of Gilles
Fauconnier, Mark Turner and others, in the area of cognitive linguistics.
- The Algebraic Semiotics homepage.
- The Arts and Music homepage.
- Website of CSE 87B, Seminar on Future
Interactive Media. The following is its synopsis: Computers are vital to
many current media, and will be more so in future media. e.g., video gtames
and movies with interactive storylines, poems and music that adapt when
read/heard. Foundations for future media include mental spaces, metaphor,
conceptual blending, narratology, and semiotics. See also the Website of CSE 87C, from Winter 2004, Seminar on
Computational Narratology.
- Visit the "world-famous" UC San Diego Semiotic
Zoo for an astonishing collection of exotic semiotic morphisms, each
an example of bad design arising through failure to preserve some relevant
structure.
- CSE 271: User Interface Design: Social and
Technical Issues. A course introducing user interface design,
algebraic semiotics, blending, information visualization, and more. See also
CSE 171 for an undergraduate version of this
material.
- CSE 175: Social and Ethical Issues in
Information Technology. An exploration of how social and technical
issues interact in information technology, with an emphasis on ethical issues.
(This is an undergraduate version of CSE 275:
Social Aspects of Technology and Science, with less on science and
more on ethics.)
Maintained by Joseph Goguen
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Last modified: Sun Jan 1 09:09:34 PST 2006