Bootstrapping Social
Intelligence
A selected group of researchers will collaborate via a series
of software intermediaries to reflectively develop knowledge on the emergence
of social intelligence.
Summary
A group of academics that work on various aspects of social
intelligence will interact via the software on a sequence of web sites,
upon the subject of social intelligence. The software will use evolutionary
and other self-organising mechanisms to promote the development of knowledge
beyond that of any of the individuals who participate. There will be an
initial period where the participants will interact via a simple mailing
list (or existing participatory software like Hypernews or Wiki), followed
by three periods of interaction on each web-site. As well as informing
the research of the participants in the field on social intelligence, the
task of each period of interaction is to determine the design of the next
web site. In this way it is hoped that the collective evolution of knowledge
that occurs at one web site will can be utilised in structuring the next
evolutionary process. Thus the sequence of web-site intermediaries implements
a bootstrapping process, allowing the collective knowledge, the design
of the web-sites and the participants' understanding to co-evolve.
Outcomes of the project
- The active debate, consensus building and other interaction that occurs
at the sites should inform the individuals' understanding of social intelligence,
as a result of the emergent content of the sites and from the experience
of participating.
- The bootstrapping process should result in new insights into the design
of participatory web-sites that build upon the inputs of and interactions
between the participants. The end result is unpredictable, but may represent
a new paradigm for such software or may be an innovative mix of existing
participants. At the very least a lot will have been learnt about what
works and what does not.
- The sites themselves, once the interaction has finished, will be browseable
by the public, as permanent records of the collective knowledge gained
during this project.
Stages and Milestones
Stage 1.
There will be an initial period of discussion between the group of researchers
using existing mediation software (e.g. Wiki, Hypernews or a simple web-based
mailing list). The primary objective of this stage will be the setting
of objectives for the first web-site and specify the outlines of its design.
This stage will last 6 months.
During this stage a workshop will be held to brainstorm ideas for the
web-sites: its objectives, design and initial content. This workshop will
have an important social function - that of enabling the participants to
establish social contact. This is particularly important given that the
majority of the interaction between them will be electronic.
Stage 2.
The first web-site will be specified in detail and implemented. The
system will be tested by the core team by a discussion of the detailed
specification. This stage should last about six months.
Stage 3
The participants discuss and interact starting with the subjects agreed
upon during the first workshop. However it is anticipated that new subjects
and classifications will quickly develop and take over as the focus of
interaction. It is important that the participants have their own work
in the broad area of social intelligence in order to ground their interactions,
otherwise it could become too self-referent and closed.
A major task of the first period of interaction is to determine the
design of the second web-site including the way the software structures
the interaction, methods of evaluating the result and the initial content
of the site.
Stage 4
The design indicate by the outcome of the present web-site is turned
into a specification. This may require a certain degree of interpretation.
The design is then implemented and tested. It is probably necessary that
the programmer join in the interaction in the latter part of the interaction
in order to 'firm up' the specification so that it can be implemented.
Stages 5 and 6
This is simply an iteration of stages 3 and 4 with a new web-site.
Stages 7 and 8
This is another iteration of stages 3 and 4 with another web-site.
Stage 9
A final workshop is held consisting of the participants and other interested
parties in order to evaluate the project. Topics would include: the outcomes
in terms of the resulting structures on the web-sites; the experience of
participating and how it informed or influenced their thinking on social
intelligence; the consequences of the experiment in terms of the design
of participatory mediating software.
Design of the web-sites
The detailed design of the web-sites can not be specified n advantage,
since the main point of this proposal is that the design of each
web-site is determined by the preceding period of interaction using the
previous web-site in a sequential 'bootstrapping' process.
However there are several main paradigms of self-organisation upon which
the design of the first web-site might be based.
An associative network
An associative network is where the links between nodes are given some
sort of weight or priority, and the strengths of these vary according to
the number of times they are traversed (or associated). Classical rules
for strength adjustment date from Hebb. An example of this mechanism has
been demonstrated by Bollen and Heylighen at the Principia Cybernetica
Project.
A shared semantic network
A network of nodes, with labelled links allows the construction of a
semantic network. This can be collaboratively constructed in order to build
up a shared mental map. The benefits and properties of a simple shared
mental map have been investigated by ??. Inference on this network could
be implemented by means of defeasible inheritance.
An evolutionary algorithm
An evolutionary algorithm allows for the creation and destruction of
nodes and links according to their success. Variation in the nodes could
come from versions of the node created by the participants, whilst nodes
that are not linked to within a certain time could be downgraded or eliminated.
Given these two operations the nodes at the site would undergo an evolutionary
process.
Database update
Perhaps the weakest analogy that could be used is that of a database.
All contributed nodes can be seen as records on a database. In this paradigm
the main processing can be seen as a matter of producing the answers to
queries but it is also possible that it could perform some consistency
checks and either tag conflicting data or resolve the inconsistencies
A conference
The last structure is that of a simple conference or newsgroup. In this
version the site merely provides a passive structure for the dialogue to
proceed. It could provide facilities for the easy construction of sub-nodes,
replies, links and indexing but would engage in no automatic processing
of the information.
Some issues to be determined by the participants
There are also a number of specific issues which will have to be settled.
- Motivation to participate. The projects will fail if the participants
do not interact sufficiently to enable significant emergent outcomes. It
is probable that the desire for mutual success, general interest and social
contact would not be sufficient on their own. Possible mechanisms could
include something like a contracted amount of participation, but this is
difficult to enforce and unlikely to encourage a high quality of input.
A mechanism that assigns credit or otherwise publicises the effort put
in might have more success.
- Confidentiality. Once the perio of interaction has finished
the end product will be made accessible to the public, as a non-interactive
web-site. However, there is the question of whether to allow the public
to watch' the proceedings of the site as it develops. The pros for this
are that an audience can improve the quality of the interaction and may
motivate some of the participants; the cons are that this may inhibit participants
from risking making 'mistakes' and thus stifle some of the innovation.
- Anonymity. Allowing contributions to be anonymous might encourage
lively debate and promote a more collective approach, but it might also
lessen motivation to participate and allow a greater level of acrimony.
It would also make credit assignment difficult.
- Pseudonyms. Some studies suggest that being able to distinguish
and identify sources by name is important for the emergence of social embeddedness.
However the labels used do not have to be real names. With a small selection
of researchers such pseudonyms will be easily guessed, but it is possible
that each participant could choose a set of pseudonyms to use.
- Assignment of credit. For academics (as for others) it is important
that they are publically assigned credit for the intellectual work they
put in. If contributions are not anymous, this is a lessor problem, but
still it may be that individual contributions are not preceived as sufficiently
significant. Maybe some overall measure of the importance of contributions
can be seperately and continually compiled - this could be based on some
of the citation-based statistics.
- Duration of collective memory. Death or forgetting is an important
mechanism in evolution. It allows for greater adaptability because resources
are re-distributed to newer trial solutions. It thus reduces the chance
that the population may get 'locked-in' to unproductive avenues. On the
other hand t is necesssary that the essence of the better ideas be kept
in some form to be reused in subsequent development.
- Controlling participant membership. Ideally there the same group
of academics should be the participants throughout the project, since their
remembered experience of their interactions is an important factor in the
evolution of the knowledge. However, in reality, it is likely that some
participants wil be unable to continue for the full generation and will
need to be replaced. Public participation is not planned due to the potential
problems this might bring. Thus there will need to be some mechanism for
the suggestion of new members and the agreement of participants to the
new entrants. Possibly it should be the leaving participant to nominate
some 'suessors', which then would be ratified by the other participants.
- Maintaining relevance to social intelligence. It is inevitable
that the subject matter of the interactions will develop in unforseen directions.
In this lies the point of the project - to foster the construction of knowledge
that would otherwise not have occurred. It is also possible that the subject
matter would 'wander' far from the field of social intelligence. It is
possible that some 'soft' feedback mechanism as to the relevance of the
interaction content might be included, such as its connectivity to key
'root' nodes.
- Limiting severe structural change. The inclusion of the ability
to alter the structure of the interactions as a result of the interactions
is a potentially powerful mechanism for evolution. However, structural
change that is too rapid can disrupt and even completely halt the evolutionary
process. For this reason it is suggested that the mechanisms of the first
web-site be unchangeable, that the first interaction should suggest changes
in these for the second site and the ability to effect the mechanisms dynamically
only be allowed in the third site, if at all.
- Linking into and from other web-sites. As well as being grounded
in the knowledge and developing research of the participants, the content
of the sites will also relate to the wider body of knowledge, as is represented
by the content of the world-wide web. It is expected that interactions
will include links out to relevant sites elsewhere, but to be a full part
of the web it will need to be able to be linked to as well. The possible
confidentiality of the sites will make this difficult.
- Maintaining the context of interactions. In normal conversation
and academic writing there is a rich context for any communication. This
context gives the meaning to the words and sentences. In a large and dynamic
web-site, it may be easy to lose sight of the context, which might then
lead to a high level of misunderstanding and loss of intended meaning.
Some mechanisms that help to 'frame' the interactions in terms of its role
within the history of the interaction and the location in the site are
needed.
- The provision of global search tools. Once these sites get large
it will become very difficult for any single individual to keep track of
the whole. This is not necessarily a bad thing as it encourages participants
to specialize in particular areas of the site. Global search tools such
as search engines for the site enable one to make syntactic searches on
the content, and thus effect the way that the participants interact.
- Security measures. Adequate but unobtrusive security measures
will need to be put into place, especially if the site is viewable by the
public.
- The accessible information horizon. As noted in the sections
on the context of interaction and the provision of global search tools,
the locality (or conversely globally) of the 'view' within the site effects
its dynamics. A more local approach would tend to promote variety and parallelism
while a global approach promotes coherence and consistency.
- Automatic inference or induction. In addition to the contributions
of the participants there is potential for automatic additions and alterations,
particularly in the structure and strength of links between nodes. This
could be based on a number of different paradigms, including: Hebbian strengthening
of associations, the inference of relevant new links and evolutionary selection
of nodes based on browsing or linking statistics.
- Governance of the project. The nature of the project means that
its exact course will not be forseeable so that there might inevitably
arise key decisions about the shape and structure of the project. There
hs to be some procedure for making these, even when there is not a consensus
on these by the participants. Some formal democratic mechnism is suggested,
especially fr the initial stages of the project.
- Automatic notification. Once a site becomes large and complex
it becomes onerous for an individual particiapant to keep up with all the
developments therein. This can slow the pace of interaction because reactive
dialogue is difficult. This is not necessarily a disadvantaage, as this
would promote more consideed responses and encorage specialisation into
certain areas of the total site. However it can also discourage contributions
and lose the dynamic flavour of the interations. If one is automatically
notified of contributions that relate to one's own contributions thi can
keep the iterest level up.
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Bruce
Edmonds
Centre for Policy Modelling