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Specification for the concept of Analytical Atoms

Work in progress

This document contains a specification for the concept of Analytical Atoms.


Definition:

Analytical Atoms are "self-contained analysis-ready pieces of information" [1] that can be added to arbitrary data sources to enable flexible (ad-hoc) combinations.

Motivation

Work in progress

Scenarios

Augmentation

Use analytical atoms to extend the functionality of simple data sources (e.g. add persistance, analytics functions and the like)

Work in progress

Abstraction

Abstract data sources, e.g. to hide information or limit functionality.

Work in progress

Metadata-based integration

Use metadata to dynamically combine analytical atoms.

Work in progress

Components of an Analytical Atom

Makro Layer

Work in progress

Mikro Layer

Work in progress

Related Projects

[A] Analytical Atoms P2P: An POC-implemenation of the Analytical Atoms Concept that allows a peer-to-peer communication between multiple Atoms

[B] Analytical Atoms Generator: A light-weight data generator. In the context of Analytical Atoms it can simulate data sources in decentralized analytics scenarios that are then augmented with Analytical Atoms.

References

[1] Baars, H., Ereth, J.: "From Data Warehouses to analytical atoms - the Internet of Things as a centrifugal force in Business Intelligence and Analytics" (2016)

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Specification for decentralized analytical atoms

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