A tool for the convergence of multilevel modelling approaches - PowerPoint PPT Presentation

A tool for the convergence of multilevel modelling approaches Fernando Mac´ ıas Adrian Rutle Volker Stolz fernandomacias.es Copenhagen, Denmark — October 16, 2018

This work [0..1] potency [1..1] potency Root [0..*] models [0..*] cardinality [0..*] elements [0..1] parent [0..*] children [0..*] types [0..*] instances [0..1] level [0..*] features [0..*] superTypes [0..*] subTypes [1..1] target Tool-agnostic metamodel

This work [0..1] potency Multilevel hierarchy metamodel [1..1] potency [0..1] potency [1..1] potency Root [0..*] models [0..*] elements [0..*] cardinality Heuristics Transformations [0..1] level [0..1] parent [0..*] children [0..*] types [0..*] instances Tool-dependent [0..*] features [0..*] superTypes [0..*] subTypes [1..1] target transformation Registered Root Importer conforms to tools [0..*] models [0..*] cardinality Multilevel hierarchy [0..*] elements Annotator Transformer (tool-independent) [0..1] parent [0..*] children [0..*] types Flat metamodel Smell detection Annotated flat Annotation-based Multilevel hierarchy [0..*] instances [0..1] level metamodel transformation (tool-dependent) Exporter Tool Tool-dependent support [0..*] features transformation Recommender Registered MLM Feature- and tools concepts support-based [0..*] superTypes [0..*] subTypes [1..1] target recommendation Tooling Tool-agnostic metamodel

This work [0..1] potency Multilevel hierarchy metamodel [1..1] potency [0..1] potency [1..1] potency Root [0..*] models [0..*] elements [0..*] cardinality Heuristics Transformations [0..1] level [0..1] parent [0..*] children [0..*] types [0..*] instances Tool-dependent [0..*] features [0..*] superTypes [0..*] subTypes [1..1] target transformation Registered Root Importer conforms to tools [0..*] models [0..*] cardinality Multilevel hierarchy [0..*] elements Annotator Transformer (tool-independent) [0..1] parent [0..*] children [0..*] types Flat metamodel Smell detection Annotated flat Annotation-based Multilevel hierarchy [0..*] instances [0..1] level metamodel transformation (tool-dependent) Exporter Tool Tool-dependent support [0..*] features transformation Recommender Registered MLM Feature- and tools concepts support-based [0..*] superTypes [0..*] subTypes [1..1] target recommendation Tooling Tool-agnostic metamodel configuration EClass 1-1-2 subc@1-1-2 EReference EClass 1-1-2 EClass 1-1-2 bicycle Component 1-1-1 BasicPart 1-1-1 frame@1-1-1 subc racing_bike Frame 0-0-0 Bicycle 0-0-0 rframe@0-0-0 frame Experiments and results

Tool-agnostic metamodel [0..1] potency [1..1] potency Root [0..*] models [0..*] cardinality [0..*] elements [0..1] parent [0..*] children [0..*] types [0..*] instances [0..1] level [0..*] features [0..*] superTypes [0..*] subTypes [1..1] target Fernando Mac´ ıas, Esther Guerra, and Juan de Lara. “Towards rearchitecting meta-models into multi-level models”. In: International Conference on Conceptual Modeling . Springer. 2017, pp. 59–68

Tooling Annotator Flat metamodel Smell detection Annotated flat metamodel

Tooling Heuristics Annotator Flat metamodel Smell detection Annotated flat metamodel

Tooling Multilevel hierarchy Transformer (tool-independent) Annotated flat Annotation-based metamodel transformation

Tooling Multilevel hierarchy metamodel [0..1] potency [1..1] potency Root [0..*] models [0..*] cardinality [0..*] elements [0..1] level [0..1] parent [0..*] children [0..*] types [0..*] instances [0..*] features [0..*] superTypes [0..*] subTypes [1..1] target conforms to Multilevel hierarchy Transformer (tool-independent) Annotated flat Annotation-based metamodel transformation

Tooling Multilevel hierarchy metamodel [0..1] potency [1..1] potency Root [0..*] models [0..*] cardinality Transformations [0..*] elements [0..1] level [0..1] parent [0..*] children [0..*] types [0..*] instances [0..*] features [0..*] superTypes [0..*] subTypes [1..1] target conforms to Multilevel hierarchy Transformer (tool-independent) Annotated flat Annotation-based metamodel transformation

Tooling Multilevel hierarchy metamodel [0..1] potency [1..1] potency Root [0..*] models [0..*] elements [0..*] cardinality [0..1] level [0..1] parent [0..*] children [0..*] types [0..*] instances [0..*] features [0..*] superTypes [0..*] subTypes [1..1] target conforms to Multilevel hierarchy (tool-independent) Multilevel hierarchy (tool-dependent) Exporter Tool-dependent transformation

Tooling Multilevel hierarchy metamodel [0..1] potency [1..1] potency Root [0..*] models [0..*] elements [0..*] cardinality [0..1] level [0..1] parent [0..*] children [0..*] types [0..*] instances [0..*] features [0..*] superTypes [0..*] subTypes [1..1] target conforms to Multilevel hierarchy (tool-independent) Multilevel hierarchy (tool-dependent) Exporter Tool-dependent transformation Registered tools

Tooling Multilevel hierarchy metamodel [0..1] potency [1..1] potency Root [0..*] models [0..*] elements [0..*] cardinality [0..1] level [0..1] parent [0..*] children [0..*] types [0..*] instances [0..*] features [0..*] superTypes [0..*] subTypes [1..1] target conforms to Multilevel hierarchy (tool-independent) Multilevel hierarchy (tool-dependent) Exporter Tool-dependent transformation Recommender Registered Feature- and tools support-based recommendation

Tooling Multilevel hierarchy metamodel [0..1] potency [1..1] potency Root [0..*] models [0..*] elements [0..*] cardinality [0..1] level [0..1] parent [0..*] children [0..*] types [0..*] instances [0..*] features [0..*] superTypes [0..*] subTypes [1..1] target conforms to Multilevel hierarchy (tool-independent) Multilevel hierarchy (tool-dependent) Exporter Tool Tool-dependent support transformation Recommender Registered Feature- and tools support-based recommendation

Tooling Multilevel hierarchy metamodel [0..1] potency [1..1] potency Root [0..*] models [0..*] elements [0..*] cardinality [0..1] level [0..1] parent [0..*] children [0..*] types [0..*] instances [0..*] features [0..*] superTypes [0..*] subTypes [1..1] target conforms to Multilevel hierarchy (tool-independent) Multilevel hierarchy (tool-dependent) Exporter Tool Tool-dependent support transformation Recommender Registered MLM Feature- and tools concepts support-based recommendation

Tooling Multilevel hierarchy metamodel [0..1] potency [1..1] potency Root [0..*] models [0..*] elements [0..*] cardinality [0..1] parent [0..*] children [0..*] types [0..1] level [0..*] instances Tool-dependent [0..*] features [0..*] superTypes [0..*] subTypes [1..1] target transformation Importer conforms to Multilevel hierarchy (tool-independent) Multilevel hierarchy (tool-dependent)

Tooling Multilevel hierarchy metamodel [0..1] potency [1..1] potency Root [0..*] models [0..*] elements [0..*] cardinality [0..1] parent [0..*] children [0..*] types [0..1] level [0..*] instances Tool-dependent [0..*] features [0..*] superTypes [0..*] subTypes [1..1] target transformation Registered Importer conforms to tools Multilevel hierarchy (tool-independent) Multilevel hierarchy (tool-dependent)

Tooling Multilevel hierarchy metamodel [0..1] potency [1..1] potency Root Heuristics Transformations [0..*] models [0..*] elements [0..*] cardinality [0..1] level [0..1] parent [0..*] children [0..*] types [0..*] instances Tool-dependent [0..*] features [0..*] superTypes [0..*] subTypes [1..1] target transformation Registered Importer conforms to tools Multilevel hierarchy Annotator Transformer (tool-independent) Flat metamodel Smell detection Annotated flat Annotation-based Multilevel hierarchy metamodel transformation (tool-dependent) Exporter Tool Tool-dependent support transformation Recommender Registered MLM Feature- and tools concepts support-based recommendation

Tooling Multilevel hierarchy metamodel [0..1] potency [1..1] potency Root Heuristics Transformations [0..*] models [0..*] elements [0..*] cardinality [0..1] level [0..1] parent [0..*] children [0..*] types [0..*] instances Tool-dependent [0..*] features [0..*] superTypes [0..*] subTypes [1..1] target transformation Registered Importer conforms to tools Multilevel hierarchy Annotator Transformer (tool-independent) Flat metamodel Smell detection Annotated flat Annotation-based Multilevel hierarchy metamodel transformation (tool-dependent) Exporter Tool Tool-dependent support transformation Recommender Registered MLM Feature- and tools concepts support-based recommendation Extensible by Java interfaces

Experiment 1: Recommender score Size (Multilevel) Melanee MetaDepth MultEcore #M #C #R #A 1 4 5 4 31 29 10 1 64 118 81 398 518 279 1 15 17 26 111 120 64 1 21 40 44 188 214 112 1 41 15 72 256 284 156

Experiment 1: Recommender score Size (Multilevel) Melanee MetaDepth MultEcore #M #C #R #A 1 4 5 4 31 29 10 32 1 64 118 81 398 518 279 518 1 15 17 26 111 120 64 120 1 21 40 44 188 214 112 214 1 41 15 72 256 284 156 284

A tool for the convergence of multilevel modelling approaches - PowerPoint PPT Presentation

A tool for the convergence of multilevel modelling approaches Fernando Mac as Adrian Rutle Volker Stolz fernandomacias.es Copenhagen, Denmark October 16, 2018 This work [0..1] potency [1..1] potency Root [0..] models [0..]

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A tool for the convergence of multilevel modelling approaches - PowerPoint PPT Presentation

A tool for the convergence of multilevel modelling approaches Fernando Mac as Adrian Rutle Volker Stolz fernandomacias.es Copenhagen, Denmark October 16, 2018 This work [0..1] potency [1..1] potency Root [0..*] models [0..*]

Fixedmobile Convergence: Structural convergence Technology dimensioning and cost modelling

Ninomiya-Victoir scheme: strong convergence, antithetic version and application to multilevel

Running MLwiN from within Stata: the runmlwin command Research Workshop in Multilevel Modelling

Global convergence rates of some multilevel methods for variational and quasi-variational

Applied multilevel modelling an introduction James Carpenter Email: jrc@imbi.uni-freiburg.de

Stochastic Modelling of Uncertainty in PDEs and Multilevel Monte Carlo Robert Scheichl Institute

DESA macroeconomic modelling tool and simulations for SDGs Nur-Sultan, Kazakhstan September 2019

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HIERAR HIERARCHICAL CHICAL LINEAR MODELLING LINEAR MODELLING Expectation Expectation

Agenda 1. More on multilevel R formulas 2. Generalized Multilevel Models 3. GMLM in R 1 More

Multilevel TRILL draft-perlman-trill-rbridge-multilevel-00.txt Radia Perlman

FACET ANALYSIS AS A TOOL FOR MODELLING SUBJECT DOMAINS AND TERMINOLOGIES R E P R E S E N T I N G

Multilevel domain decomposition at extreme scales S. Badia, A. Martin, J. Principe Universitat

Some Thoughts on MC Convergence first, would like to define what I mean two kinds of

Agenda Introduction to the exercises Introduction to the Metis modelling tool

Multilevel Behavioural Metamodelling Fernando Mac as Adrian Rutle Volker Stolz November 2,

Towards a Taxonomy of Grammar Smells V. Zaytsev @ SLE17 @ SPLASH joint work with M. Stijlaart

Mastering*the*Vim*Language Chris&amp;Toomey @thoughtbot @christoomey h&quot;ps:/ /ctoomey .com

Small Number is a 5 year-old boy who gets into a lot of mischief. He lives with his Grandma and

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The Sat4j library, release 2.3.2 on the fly solver configuration Daniel Le Berre et St ephanie

A tool for the convergence of multilevel modelling approaches Fernando Mac as Adrian Rutle Volker Stolz fernandomacias.es Copenhagen, Denmark October 16, 2018 This work [0..1] potency [1..1] potency Root [0..] models [0..]

MasteringtheVim*Language Chris&Toomey @thoughtbot @christoomey h"ps:/ /ctoomey .com