Work

Cloud-Integration MCDM: Network-Aware Extension and Uncertainty-Gated Admission

Year: 2026
Type: software
Abstract: Version 2.0.0 of the record "Cloud-Integration MCDM: Source Code and Reproducibility Materials" (version 1: https://doi.org/10.5281/zenodo.22259414). This version contains the reproducibility package for the article "Network-Aware Cloud Integration with Uncertainty-Gated Pareto Decisions: A Formal Cognitive Architecture with Exact Computational Verification" (Future Internet, manuscript futureinternet-4590785). The package regenerates Tables 9–13 of the article: - the deterministic three-service, two-route network fixture (Table 9); - the finite-scenario admission fixtures (Table 10); - the scenario-coverage map and decision boundaries (Table 11); - the action-coverage and predictor-bias cases; - auxiliary checks of the effective admission threshold, tail coverage versus the number of scenarios, and weighted versus unweighted agreement; - the seeded synthetic stress test (seed 20261002) over three service-dependency graph families on networks of two or three parallel logical routes (Tables 12 and 13), with every sampling range declared in config/stress_test.json. Raw outputs are included as JSON and CSV files, with one row per stress-test instance. The code uses only the Python standard library. "python3 scripts/run_all.py" regenerates all outputs in about 5 seconds, and "python3 -m unittest discover -s tests" runs the unit tests for the four verified properties of the admission rule. The inputs and run records of the original 18-system portfolio benchmark remain in version 1 of this record. The reconstruction audit for Tables 5–8 is provided as Supplementary Material S1 of the article. All results are deterministic computations on synthetic inputs. No real network traffic, measured telemetry, or organizational data are included.
Language: English
Open Access status: green
OpenAlex ID: W7222143926
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