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Record W2472175290 · doi:10.1109/mcom.2016.7509392

Approaches to end-user applications portability in the cloud: A survey

2016· article· en· W2472175290 on OpenAlexaff
Sami Yangui, Roch Glitho, Constant Wetté

Bibliographic record

VenueIEEE Communications Magazine · 2016
Typearticle
Languageen
FieldComputer Science
TopicPeer-to-Peer Network Technologies
Canadian institutionsConcordia University
Fundersnot available
KeywordsComputer scienceSoftware portabilityCloud computingTelecommunicationsOperating system

Abstract

fetched live from OpenAlex

End-user applications are provisioned in cloud settings using PaaS. Portability is key to the success of end-user application providers because it helps avoid vendor lock-in. It makes the components deployment of the same end-user application across multiple PaaS possible. It also enables them to move end-user applications from PaaS to PaaS with minimal adaptation efforts. This survey discusses and evaluates the approaches proposed so far within the standardization bodies, research projects, and academia for enabling end-user applications portability in PaaS. It also identifies the trajectory of research on the topic. An illustrative use case is described in order to identify evaluation requirements, and then the state of the art is reviewed in light of the requirements. The identified research directions are related to application executables, deployment descriptors, and operations, and a comprehensive set of management operations in the PaaS.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesOpen science
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Methods · Consensus signal: none
Teacher disagreement score0.880
Threshold uncertainty score0.995

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0100.002
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.001

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.146
GPT teacher head0.300
Teacher spread0.154 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designNot applicable
Domainnot available
GenreMethods

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations15
Published2016
Admission routes1
Has abstractyes

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