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Semantic Information Streams: Toward a Dynamic Theory of Information

Authors: Szlifierski, Bartosz;

Semantic Information Streams: Toward a Dynamic Theory of Information

Abstract

Information is typically treated as a static object, evaluated at individual points in time. However, in many real-world processes, information unfolds as a continuous, time-dependent structure. In this work we introduce the concept of an Information Stream (IS) defined as an ordered sequence of information states evolving over time. We further identify Semantic Information Streams (SIS) as a specific class of such streams, where individual states are interpretable as meaningful entities within a given context. We propose a minimal set of metrics to characterize semantic streams, including novelty, redundancy, and entropy. These metrics enable parameterization of information streams and allow them to be treated as signals evolving in time. This perspective shifts the analysis of information from static evaluation to dynamic characterization. In contrast to descriptive approaches to information dynamics, the proposed framework enables parameterized representation of information streams, providing a foundation for applying concepts from dynamical systems and control theory.

Keywords

semantic information stream, Information stream, Information Technology, Cybernetics

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
Green