Fractally-organized Connectionist Networks: Conjectures and Preliminary Results
This work addresses a theoretical problem for connectionism researchers, potentially enabling broader applications, but it is incremental as it builds on existing concepts with preliminary results.
The paper tackles the question of whether absolute simplicity is essential in connectionist networks, proposing that relative simplicity and fractal organization could extend their applicability to complex domains like sociotechnical systems, with preliminary evidence from a telemonitoring service design.
A strict interpretation of connectionism mandates complex networks of simple components. The question here is, is this simplicity to be interpreted in absolute terms? I conjecture that absolute simplicity might not be an essential attribute of connectionism, and that it may be effectively exchanged with a requirement for relative simplicity, namely simplicity with respect to the current organizational level. In this paper I provide some elements to the analysis of the above question. In particular I conjecture that fractally organized connectionist networks may provide a convenient means to achive what Leibniz calls an "art of complication", namely an effective way to encapsulate complexity and practically extend the applicability of connectionism to domains such as sociotechnical system modeling and design. Preliminary evidence to my claim is brought by considering the design of the software architecture designed for the telemonitoring service of Flemish project "Little Sister".