SlideShare a Scribd company logo

Parallel and Distributed Simulation of Coalition Structure Generation in Cooperative Multi-agent Systems

β€’
β€’
Gabriele D'Angelo
Gabriele D'Angelo
Economy & FinanceTechnology
1 of 12
Gabriele D’Angelo <gda@cs.unibo.it> http://www.cs.unibo.it/gdangelo/ joint work with: Giovanni Rossi Dipartimento di Scienze dell’Informazione UniversitΓ  di Bologna PADS 2008, Rome (Italy) Parallel and Distributed Simulation of Coalition Structure Generation in Cooperative Multi-agent Systems
Presentation outline ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Cooperative Multi-Agent Systems ,[object Object],[object Object],[object Object],[object Object]
Coalition Structure Generation (CSG) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Real-world examples ,[object Object],[object Object],[object Object],[object Object],[object Object]
Simulation of CSG ,[object Object],[object Object],[object Object],[object Object],[object Object]
Simulator design and implementation: logical structure ,[object Object],[object Object]
Simulator design and implementation: GAIA+ and COALA ,[object Object],[object Object],[object Object]
Simplest simulated scenario ,[object Object],[object Object],[object Object],[object Object],[object Object]
Preliminary experimental evaluation GW normalized Global Worth of the coalition structure (higher is better) Alpha normalized exploration parameter of the heuristic
Work in progress ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Gabriele D’Angelo <gda@cs.unibo.it> http://www.cs.unibo.it/gdangelo/ joint work with: Giovanni Rossi Dipartimento di Scienze dell’Informazione UniversitΓ  di Bologna PADS 2008, Rome (Italy) Parallel and Distributed Simulation of Coalition Structure Generation in Cooperative Multi-agent Systems

Recommended

Reading group nfm - 20170312
Reading group nfm - 20170312Reading group nfm - 20170312
Reading group nfm - 20170312Shuai Zhang
Β 
Time Warp on the Go
Time Warp on the GoTime Warp on the Go
Time Warp on the GoGabriele D'Angelo
Β 
An Adaptive Load Balancing Middleware for Distributed Simulation
An Adaptive Load Balancing Middleware for Distributed SimulationAn Adaptive Load Balancing Middleware for Distributed Simulation
An Adaptive Load Balancing Middleware for Distributed SimulationGabriele D'Angelo
Β 
Introduction to System, Simulation and Model
Introduction to System, Simulation and ModelIntroduction to System, Simulation and Model
Introduction to System, Simulation and ModelMd. Hasan Imam Bijoy
Β 
Towards Reinforcement Learning-based Aggregate Computing
Towards Reinforcement Learning-based Aggregate ComputingTowards Reinforcement Learning-based Aggregate Computing
Towards Reinforcement Learning-based Aggregate ComputingGianluca Aguzzi
Β 
Uml
UmlUml
Umlparag
Β 
Load Distribution Composite Design Pattern for Genetic Algorithm-Based Autono...
Load Distribution Composite Design Pattern for Genetic Algorithm-Based Autono...Load Distribution Composite Design Pattern for Genetic Algorithm-Based Autono...
Load Distribution Composite Design Pattern for Genetic Algorithm-Based Autono...ijsc
Β 
LOAD DISTRIBUTION COMPOSITE DESIGN PATTERN FOR GENETIC ALGORITHM-BASED AUTONO...
LOAD DISTRIBUTION COMPOSITE DESIGN PATTERN FOR GENETIC ALGORITHM-BASED AUTONO...LOAD DISTRIBUTION COMPOSITE DESIGN PATTERN FOR GENETIC ALGORITHM-BASED AUTONO...
LOAD DISTRIBUTION COMPOSITE DESIGN PATTERN FOR GENETIC ALGORITHM-BASED AUTONO...ijsc
Β 

Recommended

Reading group nfm - 20170312
Reading group nfm - 20170312Reading group nfm - 20170312
Reading group nfm - 20170312Shuai Zhang
Β 
Time Warp on the Go
Time Warp on the GoTime Warp on the Go
Time Warp on the GoGabriele D'Angelo
Β 
An Adaptive Load Balancing Middleware for Distributed Simulation
An Adaptive Load Balancing Middleware for Distributed SimulationAn Adaptive Load Balancing Middleware for Distributed Simulation
An Adaptive Load Balancing Middleware for Distributed SimulationGabriele D'Angelo
Β 
Introduction to System, Simulation and Model
Introduction to System, Simulation and ModelIntroduction to System, Simulation and Model
Introduction to System, Simulation and ModelMd. Hasan Imam Bijoy
Β 
Towards Reinforcement Learning-based Aggregate Computing
Towards Reinforcement Learning-based Aggregate ComputingTowards Reinforcement Learning-based Aggregate Computing
Towards Reinforcement Learning-based Aggregate ComputingGianluca Aguzzi
Β 
Uml
UmlUml
Umlparag
Β 
Load Distribution Composite Design Pattern for Genetic Algorithm-Based Autono...
Load Distribution Composite Design Pattern for Genetic Algorithm-Based Autono...Load Distribution Composite Design Pattern for Genetic Algorithm-Based Autono...
Load Distribution Composite Design Pattern for Genetic Algorithm-Based Autono...ijsc
Β 
LOAD DISTRIBUTION COMPOSITE DESIGN PATTERN FOR GENETIC ALGORITHM-BASED AUTONO...
LOAD DISTRIBUTION COMPOSITE DESIGN PATTERN FOR GENETIC ALGORITHM-BASED AUTONO...LOAD DISTRIBUTION COMPOSITE DESIGN PATTERN FOR GENETIC ALGORITHM-BASED AUTONO...
LOAD DISTRIBUTION COMPOSITE DESIGN PATTERN FOR GENETIC ALGORITHM-BASED AUTONO...ijsc
Β 
A SYSTEMC/SIMULINK CO-SIMULATION ENVIRONMENT OF THE JPEG ALGORITHM
A SYSTEMC/SIMULINK CO-SIMULATION ENVIRONMENT OF THE JPEG ALGORITHMA SYSTEMC/SIMULINK CO-SIMULATION ENVIRONMENT OF THE JPEG ALGORITHM
A SYSTEMC/SIMULINK CO-SIMULATION ENVIRONMENT OF THE JPEG ALGORITHMVLSICS Design
Β 
MultiObjective(11) - Copy
MultiObjective(11) - CopyMultiObjective(11) - Copy
MultiObjective(11) - CopyAMIT KUMAR
Β 
Object oriented analysis and design unit- iv
Object oriented analysis and design unit- ivObject oriented analysis and design unit- iv
Object oriented analysis and design unit- ivShri Shankaracharya College, Bhilai,Junwani
Β 
Towards to an Agent-Oriented Modeling and Evaluating Approach for Vehicular S...
Towards to an Agent-Oriented Modeling and Evaluating Approach for Vehicular S...Towards to an Agent-Oriented Modeling and Evaluating Approach for Vehicular S...
Towards to an Agent-Oriented Modeling and Evaluating Approach for Vehicular S...Zac Darcy
Β 
Towards to an agent oriented modeling and evaluating approach for vehicular s...
Towards to an agent oriented modeling and evaluating approach for vehicular s...Towards to an agent oriented modeling and evaluating approach for vehicular s...
Towards to an agent oriented modeling and evaluating approach for vehicular s...Zac Darcy
Β 
08 class and sequence diagrams
08 class and sequence diagrams08 class and sequence diagrams
08 class and sequence diagramskebsterz
Β 
Improve the Performance of Clustering Using Combination of Multiple Clusterin...
Improve the Performance of Clustering Using Combination of Multiple Clusterin...Improve the Performance of Clustering Using Combination of Multiple Clusterin...
Improve the Performance of Clustering Using Combination of Multiple Clusterin...ijdmtaiir
Β 
Uml - An Overview
Uml - An OverviewUml - An Overview
Uml - An OverviewRaj Thilak S
Β 
Ooad 2marks
Ooad 2marksOoad 2marks
Ooad 2marksAsh Wini
Β 
Finald
FinaldFinald
Finaldbitranagaraju
Β 
Ood Post1
Ood Post1Ood Post1
Ood Post1Rajesh Kumar
Β 
2 class use case
2 class use case2 class use case
2 class use caseMinal Maniar
Β 
Kernel based swarm optimization for renewable energy application
Kernel based swarm optimization for renewable energy applicationKernel based swarm optimization for renewable energy application
Kernel based swarm optimization for renewable energy applicationAboul Ella Hassanien
Β 
P Training Presentation
P Training PresentationP Training Presentation
P Training PresentationGaurav Tyagi
Β 
Dexa2007 Orsi V1.5
Dexa2007 Orsi V1.5Dexa2007 Orsi V1.5
Dexa2007 Orsi V1.5Giorgio Orsi
Β 
Flexible Multibody Dynamics
Flexible Multibody DynamicsFlexible Multibody Dynamics
Flexible Multibody Dynamicswallice3
Β 
PMAM_2014_Autonomic_Skeletons_using_Events-FinalVersion
PMAM_2014_Autonomic_Skeletons_using_Events-FinalVersionPMAM_2014_Autonomic_Skeletons_using_Events-FinalVersion
PMAM_2014_Autonomic_Skeletons_using_Events-FinalVersionGustavo Pabon
Β 
Mining Regional Knowledge in Spatial Dataset
Mining Regional Knowledge in Spatial DatasetMining Regional Knowledge in Spatial Dataset
Mining Regional Knowledge in Spatial Datasetbutest
Β 
SE - Lecture 3 - Software Tools n Environment.pptx
SE - Lecture 3 - Software Tools n Environment.pptxSE - Lecture 3 - Software Tools n Environment.pptx
SE - Lecture 3 - Software Tools n Environment.pptxTangZhiSiang
Β 
Intro Uml
Intro UmlIntro Uml
Intro UmlKris der Rose
Β 
A Parallel Data Distribution Management Algorithm
A Parallel Data Distribution Management AlgorithmA Parallel Data Distribution Management Algorithm
A Parallel Data Distribution Management AlgorithmGabriele D'Angelo
Β 
Parallel and Distributed Simulation from Many Cores to the Public Cloud
Parallel and Distributed Simulation from Many Cores to the Public CloudParallel and Distributed Simulation from Many Cores to the Public Cloud
Parallel and Distributed Simulation from Many Cores to the Public CloudGabriele D'Angelo
Β 

More Related Content

Similar to Parallel and Distributed Simulation of Coalition Structure Generation in Cooperative Multi-agent Systems

A SYSTEMC/SIMULINK CO-SIMULATION ENVIRONMENT OF THE JPEG ALGORITHM
A SYSTEMC/SIMULINK CO-SIMULATION ENVIRONMENT OF THE JPEG ALGORITHMA SYSTEMC/SIMULINK CO-SIMULATION ENVIRONMENT OF THE JPEG ALGORITHM
A SYSTEMC/SIMULINK CO-SIMULATION ENVIRONMENT OF THE JPEG ALGORITHMVLSICS Design
Β 
MultiObjective(11) - Copy
MultiObjective(11) - CopyMultiObjective(11) - Copy
MultiObjective(11) - CopyAMIT KUMAR
Β 
Towards to an Agent-Oriented Modeling and Evaluating Approach for Vehicular S...
Towards to an Agent-Oriented Modeling and Evaluating Approach for Vehicular S...Towards to an Agent-Oriented Modeling and Evaluating Approach for Vehicular S...
Towards to an Agent-Oriented Modeling and Evaluating Approach for Vehicular S...Zac Darcy
Β 
Towards to an agent oriented modeling and evaluating approach for vehicular s...
Towards to an agent oriented modeling and evaluating approach for vehicular s...Towards to an agent oriented modeling and evaluating approach for vehicular s...
Towards to an agent oriented modeling and evaluating approach for vehicular s...Zac Darcy
Β 
08 class and sequence diagrams
08 class and sequence diagrams08 class and sequence diagrams
08 class and sequence diagramskebsterz
Β 
Improve the Performance of Clustering Using Combination of Multiple Clusterin...
Improve the Performance of Clustering Using Combination of Multiple Clusterin...Improve the Performance of Clustering Using Combination of Multiple Clusterin...
Improve the Performance of Clustering Using Combination of Multiple Clusterin...ijdmtaiir
Β 
Uml - An Overview
Uml - An OverviewUml - An Overview
Uml - An OverviewRaj Thilak S
Β 
Ooad 2marks
Ooad 2marksOoad 2marks
Ooad 2marksAsh Wini
Β 
2 class use case
2 class use case2 class use case
2 class use caseMinal Maniar
Β 
Kernel based swarm optimization for renewable energy application
Kernel based swarm optimization for renewable energy applicationKernel based swarm optimization for renewable energy application
Kernel based swarm optimization for renewable energy applicationAboul Ella Hassanien
Β 
P Training Presentation
P Training PresentationP Training Presentation
P Training PresentationGaurav Tyagi
Β 
Dexa2007 Orsi V1.5
Dexa2007 Orsi V1.5Dexa2007 Orsi V1.5
Dexa2007 Orsi V1.5Giorgio Orsi
Β 
Flexible Multibody Dynamics
Flexible Multibody DynamicsFlexible Multibody Dynamics
Flexible Multibody Dynamicswallice3
Β 
PMAM_2014_Autonomic_Skeletons_using_Events-FinalVersion
PMAM_2014_Autonomic_Skeletons_using_Events-FinalVersionPMAM_2014_Autonomic_Skeletons_using_Events-FinalVersion
PMAM_2014_Autonomic_Skeletons_using_Events-FinalVersionGustavo Pabon
Β 
Mining Regional Knowledge in Spatial Dataset
Mining Regional Knowledge in Spatial DatasetMining Regional Knowledge in Spatial Dataset
Mining Regional Knowledge in Spatial Datasetbutest
Β 
SE - Lecture 3 - Software Tools n Environment.pptx
SE - Lecture 3 - Software Tools n Environment.pptxSE - Lecture 3 - Software Tools n Environment.pptx
SE - Lecture 3 - Software Tools n Environment.pptxTangZhiSiang
Β 

Similar to Parallel and Distributed Simulation of Coalition Structure Generation in Cooperative Multi-agent Systems (20)

A SYSTEMC/SIMULINK CO-SIMULATION ENVIRONMENT OF THE JPEG ALGORITHM
A SYSTEMC/SIMULINK CO-SIMULATION ENVIRONMENT OF THE JPEG ALGORITHMA SYSTEMC/SIMULINK CO-SIMULATION ENVIRONMENT OF THE JPEG ALGORITHM
A SYSTEMC/SIMULINK CO-SIMULATION ENVIRONMENT OF THE JPEG ALGORITHM
Β 
MultiObjective(11) - Copy
MultiObjective(11) - CopyMultiObjective(11) - Copy
MultiObjective(11) - Copy
Β 
Object oriented analysis and design unit- iv
Object oriented analysis and design unit- ivObject oriented analysis and design unit- iv
Object oriented analysis and design unit- iv
Β 
Towards to an Agent-Oriented Modeling and Evaluating Approach for Vehicular S...
Towards to an Agent-Oriented Modeling and Evaluating Approach for Vehicular S...Towards to an Agent-Oriented Modeling and Evaluating Approach for Vehicular S...
Towards to an Agent-Oriented Modeling and Evaluating Approach for Vehicular S...
Β 
Towards to an agent oriented modeling and evaluating approach for vehicular s...
Towards to an agent oriented modeling and evaluating approach for vehicular s...Towards to an agent oriented modeling and evaluating approach for vehicular s...
Towards to an agent oriented modeling and evaluating approach for vehicular s...
Β 
08 class and sequence diagrams
08 class and sequence diagrams08 class and sequence diagrams
08 class and sequence diagrams
Β 
Improve the Performance of Clustering Using Combination of Multiple Clusterin...
Improve the Performance of Clustering Using Combination of Multiple Clusterin...Improve the Performance of Clustering Using Combination of Multiple Clusterin...
Improve the Performance of Clustering Using Combination of Multiple Clusterin...
Β 
Uml - An Overview
Uml - An OverviewUml - An Overview
Uml - An Overview
Β 
Ooad 2marks
Ooad 2marksOoad 2marks
Ooad 2marks
Β 
Finald
FinaldFinald
Finald
Β 
Ood Post1
Ood Post1Ood Post1
Ood Post1
Β 
2 class use case
2 class use case2 class use case
2 class use case
Β 
Kernel based swarm optimization for renewable energy application
Kernel based swarm optimization for renewable energy applicationKernel based swarm optimization for renewable energy application
Kernel based swarm optimization for renewable energy application
Β 
P Training Presentation
P Training PresentationP Training Presentation
P Training Presentation
Β 
Dexa2007 Orsi V1.5
Dexa2007 Orsi V1.5Dexa2007 Orsi V1.5
Dexa2007 Orsi V1.5
Β 
Flexible Multibody Dynamics
Flexible Multibody DynamicsFlexible Multibody Dynamics
Flexible Multibody Dynamics
Β 
PMAM_2014_Autonomic_Skeletons_using_Events-FinalVersion
PMAM_2014_Autonomic_Skeletons_using_Events-FinalVersionPMAM_2014_Autonomic_Skeletons_using_Events-FinalVersion
PMAM_2014_Autonomic_Skeletons_using_Events-FinalVersion
Β 
Mining Regional Knowledge in Spatial Dataset
Mining Regional Knowledge in Spatial DatasetMining Regional Knowledge in Spatial Dataset
Mining Regional Knowledge in Spatial Dataset
Β 
SE - Lecture 3 - Software Tools n Environment.pptx
SE - Lecture 3 - Software Tools n Environment.pptxSE - Lecture 3 - Software Tools n Environment.pptx
SE - Lecture 3 - Software Tools n Environment.pptx
Β 
Intro Uml
Intro UmlIntro Uml
Intro Uml
Β 

More from Gabriele D'Angelo

A Parallel Data Distribution Management Algorithm
A Parallel Data Distribution Management AlgorithmA Parallel Data Distribution Management Algorithm
A Parallel Data Distribution Management AlgorithmGabriele D'Angelo
Β 
Parallel and Distributed Simulation from Many Cores to the Public Cloud
Parallel and Distributed Simulation from Many Cores to the Public CloudParallel and Distributed Simulation from Many Cores to the Public Cloud
Parallel and Distributed Simulation from Many Cores to the Public CloudGabriele D'Angelo
Β 
From Simulation to Online Gaming: the need for adaptive solutions
From Simulation to Online Gaming: the need for adaptive solutions From Simulation to Online Gaming: the need for adaptive solutions
From Simulation to Online Gaming: the need for adaptive solutions Gabriele D'Angelo
Β 
Multiplayer Online Games over Scale-Free Networks: a Viable Solution?
Multiplayer Online Games over Scale-Free Networks: a Viable Solution?Multiplayer Online Games over Scale-Free Networks: a Viable Solution?
Multiplayer Online Games over Scale-Free Networks: a Viable Solution?Gabriele D'Angelo
Β 
Proximity Detection in Distributed Simulation of Wireless Mobile Systems
Proximity Detection in Distributed Simulation of Wireless Mobile SystemsProximity Detection in Distributed Simulation of Wireless Mobile Systems
Proximity Detection in Distributed Simulation of Wireless Mobile SystemsGabriele D'Angelo
Β 
Simulation of Scale-Free Networks
Simulation of Scale-Free NetworksSimulation of Scale-Free Networks
Simulation of Scale-Free NetworksGabriele D'Angelo
Β 
Detailed Simulation of Large-Scale Wireless Networks
Detailed Simulation of Large-Scale Wireless NetworksDetailed Simulation of Large-Scale Wireless Networks
Detailed Simulation of Large-Scale Wireless NetworksGabriele D'Angelo
Β 
Concurrent Replication of Parallel and Distributed Simulations
Concurrent Replication of Parallel and Distributed SimulationsConcurrent Replication of Parallel and Distributed Simulations
Concurrent Replication of Parallel and Distributed SimulationsGabriele D'Angelo
Β 

More from Gabriele D'Angelo (8)

A Parallel Data Distribution Management Algorithm
A Parallel Data Distribution Management AlgorithmA Parallel Data Distribution Management Algorithm
A Parallel Data Distribution Management Algorithm
Β 
Parallel and Distributed Simulation from Many Cores to the Public Cloud
Parallel and Distributed Simulation from Many Cores to the Public CloudParallel and Distributed Simulation from Many Cores to the Public Cloud
Parallel and Distributed Simulation from Many Cores to the Public Cloud
Β 
From Simulation to Online Gaming: the need for adaptive solutions
From Simulation to Online Gaming: the need for adaptive solutions From Simulation to Online Gaming: the need for adaptive solutions
From Simulation to Online Gaming: the need for adaptive solutions
Β 
Multiplayer Online Games over Scale-Free Networks: a Viable Solution?
Multiplayer Online Games over Scale-Free Networks: a Viable Solution?Multiplayer Online Games over Scale-Free Networks: a Viable Solution?
Multiplayer Online Games over Scale-Free Networks: a Viable Solution?
Β 
Proximity Detection in Distributed Simulation of Wireless Mobile Systems
Proximity Detection in Distributed Simulation of Wireless Mobile SystemsProximity Detection in Distributed Simulation of Wireless Mobile Systems
Proximity Detection in Distributed Simulation of Wireless Mobile Systems
Β 
Simulation of Scale-Free Networks
Simulation of Scale-Free NetworksSimulation of Scale-Free Networks
Simulation of Scale-Free Networks
Β 
Detailed Simulation of Large-Scale Wireless Networks
Detailed Simulation of Large-Scale Wireless NetworksDetailed Simulation of Large-Scale Wireless Networks
Detailed Simulation of Large-Scale Wireless Networks
Β 
Concurrent Replication of Parallel and Distributed Simulations
Concurrent Replication of Parallel and Distributed SimulationsConcurrent Replication of Parallel and Distributed Simulations
Concurrent Replication of Parallel and Distributed Simulations
Β 

Recently uploaded

VIP Independent Call Girls in Taloja 🌹 9920725232 ( Call Me ) Mumbai Escorts ...
VIP Independent Call Girls in Taloja 🌹 9920725232 ( Call Me ) Mumbai Escorts ...VIP Independent Call Girls in Taloja 🌹 9920725232 ( Call Me ) Mumbai Escorts ...
VIP Independent Call Girls in Taloja 🌹 9920725232 ( Call Me ) Mumbai Escorts ...dipikadinghjn ( Why You Choose Us? ) Escorts
Β 
βž₯πŸ” 7737669865 πŸ”β–» Malda Call-girls in Women Seeking Men πŸ”MaldaπŸ” Escorts Ser...
βž₯πŸ” 7737669865 πŸ”β–» Malda Call-girls in Women Seeking Men πŸ”MaldaπŸ” Escorts Ser...βž₯πŸ” 7737669865 πŸ”β–» Malda Call-girls in Women Seeking Men πŸ”MaldaπŸ” Escorts Ser...
βž₯πŸ” 7737669865 πŸ”β–» Malda Call-girls in Women Seeking Men πŸ”MaldaπŸ” Escorts Ser...amitlee9823
Β 
Mira Road Memorable Call Grls Number-9833754194-Bhayandar Speciallty Call Gir...
Mira Road Memorable Call Grls Number-9833754194-Bhayandar Speciallty Call Gir...Mira Road Memorable Call Grls Number-9833754194-Bhayandar Speciallty Call Gir...
Mira Road Memorable Call Grls Number-9833754194-Bhayandar Speciallty Call Gir...priyasharma62062
Β 
VIP Call Girl Service Andheri West ⚑ 9920725232 What It Takes To Be The Best ...
VIP Call Girl Service Andheri West ⚑ 9920725232 What It Takes To Be The Best ...VIP Call Girl Service Andheri West ⚑ 9920725232 What It Takes To Be The Best ...
VIP Call Girl Service Andheri West ⚑ 9920725232 What It Takes To Be The Best ...dipikadinghjn ( Why You Choose Us? ) Escorts
Β 
Stock Market Brief Deck (Under Pressure).pdf
Stock Market Brief Deck (Under Pressure).pdfStock Market Brief Deck (Under Pressure).pdf
Stock Market Brief Deck (Under Pressure).pdfMichael Silva
Β 
Mira Road Awesome 100% Independent Call Girls NUmber-9833754194-Dahisar Inter...
Mira Road Awesome 100% Independent Call Girls NUmber-9833754194-Dahisar Inter...Mira Road Awesome 100% Independent Call Girls NUmber-9833754194-Dahisar Inter...
Mira Road Awesome 100% Independent Call Girls NUmber-9833754194-Dahisar Inter...priyasharma62062
Β 
Vasai-Virar Fantastic Call Girls-9833754194-Call Girls MUmbai
Vasai-Virar Fantastic Call Girls-9833754194-Call Girls MUmbaiVasai-Virar Fantastic Call Girls-9833754194-Call Girls MUmbai
Vasai-Virar Fantastic Call Girls-9833754194-Call Girls MUmbaipriyasharma62062
Β 
Best VIP Call Girls Morni Hills Just Click Me 6367492432
Best VIP Call Girls Morni Hills Just Click Me 6367492432Best VIP Call Girls Morni Hills Just Click Me 6367492432
Best VIP Call Girls Morni Hills Just Click Me 6367492432motiram463
Β 
( Jasmin ) Top VIP Escorts Service Dindigul πŸ’§ 7737669865 πŸ’§ by Dindigul Call G...
( Jasmin ) Top VIP Escorts Service Dindigul πŸ’§ 7737669865 πŸ’§ by Dindigul Call G...( Jasmin ) Top VIP Escorts Service Dindigul πŸ’§ 7737669865 πŸ’§ by Dindigul Call G...
( Jasmin ) Top VIP Escorts Service Dindigul πŸ’§ 7737669865 πŸ’§ by Dindigul Call G...dipikadinghjn ( Why You Choose Us? ) Escorts
Β 
Pension dashboards forum 1 May 2024 (1).pdf
Pension dashboards forum 1 May 2024 (1).pdfPension dashboards forum 1 May 2024 (1).pdf
Pension dashboards forum 1 May 2024 (1).pdfHenry Tapper
Β 
Navi Mumbai Cooperetive Housewife Call Girls-9833754194-Natural Panvel Enjoye...
Navi Mumbai Cooperetive Housewife Call Girls-9833754194-Natural Panvel Enjoye...Navi Mumbai Cooperetive Housewife Call Girls-9833754194-Natural Panvel Enjoye...
Navi Mumbai Cooperetive Housewife Call Girls-9833754194-Natural Panvel Enjoye...priyasharma62062
Β 
VIP Call Girl in Mira Road πŸ’§ 9920725232 ( Call Me ) Get A New Crush Everyday ...
VIP Call Girl in Mira Road πŸ’§ 9920725232 ( Call Me ) Get A New Crush Everyday ...VIP Call Girl in Mira Road πŸ’§ 9920725232 ( Call Me ) Get A New Crush Everyday ...
VIP Call Girl in Mira Road πŸ’§ 9920725232 ( Call Me ) Get A New Crush Everyday ...dipikadinghjn ( Why You Choose Us? ) Escorts
Β 
8377087607, Door Step Call Girls In Kalkaji (Locanto) 24/7 Available
8377087607, Door Step Call Girls In Kalkaji (Locanto) 24/7 Available8377087607, Door Step Call Girls In Kalkaji (Locanto) 24/7 Available
8377087607, Door Step Call Girls In Kalkaji (Locanto) 24/7 Availabledollysharma2066
Β 
CBD Belapur Expensive Housewife Call Girls Number-πŸ“žπŸ“ž9833754194 No 1 Vipp HIgh...
CBD Belapur Expensive Housewife Call Girls Number-πŸ“žπŸ“ž9833754194 No 1 Vipp HIgh...CBD Belapur Expensive Housewife Call Girls Number-πŸ“žπŸ“ž9833754194 No 1 Vipp HIgh...
CBD Belapur Expensive Housewife Call Girls Number-πŸ“žπŸ“ž9833754194 No 1 Vipp HIgh...priyasharma62062
Β 
VIP Call Girl in Mumbai πŸ’§ 9920725232 ( Call Me ) Get A New Crush Everyday Wit...
VIP Call Girl in Mumbai πŸ’§ 9920725232 ( Call Me ) Get A New Crush Everyday Wit...VIP Call Girl in Mumbai πŸ’§ 9920725232 ( Call Me ) Get A New Crush Everyday Wit...
VIP Call Girl in Mumbai πŸ’§ 9920725232 ( Call Me ) Get A New Crush Everyday Wit...dipikadinghjn ( Why You Choose Us? ) Escorts
Β 
VIP Independent Call Girls in Mumbai 🌹 9920725232 ( Call Me ) Mumbai Escorts ...
VIP Independent Call Girls in Mumbai 🌹 9920725232 ( Call Me ) Mumbai Escorts ...VIP Independent Call Girls in Mumbai 🌹 9920725232 ( Call Me ) Mumbai Escorts ...
VIP Independent Call Girls in Mumbai 🌹 9920725232 ( Call Me ) Mumbai Escorts ...dipikadinghjn ( Why You Choose Us? ) Escorts
Β 
Strategic Resources May 2024 Corporate Presentation
Strategic Resources May 2024 Corporate PresentationStrategic Resources May 2024 Corporate Presentation
Strategic Resources May 2024 Corporate PresentationAdnet Communications
Β 
VIP Call Girl in Mumbai Central πŸ’§ 9920725232 ( Call Me ) Get A New Crush Ever...
VIP Call Girl in Mumbai Central πŸ’§ 9920725232 ( Call Me ) Get A New Crush Ever...VIP Call Girl in Mumbai Central πŸ’§ 9920725232 ( Call Me ) Get A New Crush Ever...
VIP Call Girl in Mumbai Central πŸ’§ 9920725232 ( Call Me ) Get A New Crush Ever...dipikadinghjn ( Why You Choose Us? ) Escorts
Β 

Recently uploaded (20)

VIP Independent Call Girls in Taloja 🌹 9920725232 ( Call Me ) Mumbai Escorts ...
VIP Independent Call Girls in Taloja 🌹 9920725232 ( Call Me ) Mumbai Escorts ...VIP Independent Call Girls in Taloja 🌹 9920725232 ( Call Me ) Mumbai Escorts ...
VIP Independent Call Girls in Taloja 🌹 9920725232 ( Call Me ) Mumbai Escorts ...
Β 
βž₯πŸ” 7737669865 πŸ”β–» Malda Call-girls in Women Seeking Men πŸ”MaldaπŸ” Escorts Ser...
βž₯πŸ” 7737669865 πŸ”β–» Malda Call-girls in Women Seeking Men πŸ”MaldaπŸ” Escorts Ser...βž₯πŸ” 7737669865 πŸ”β–» Malda Call-girls in Women Seeking Men πŸ”MaldaπŸ” Escorts Ser...
βž₯πŸ” 7737669865 πŸ”β–» Malda Call-girls in Women Seeking Men πŸ”MaldaπŸ” Escorts Ser...
Β 
Mira Road Memorable Call Grls Number-9833754194-Bhayandar Speciallty Call Gir...
Mira Road Memorable Call Grls Number-9833754194-Bhayandar Speciallty Call Gir...Mira Road Memorable Call Grls Number-9833754194-Bhayandar Speciallty Call Gir...
Mira Road Memorable Call Grls Number-9833754194-Bhayandar Speciallty Call Gir...
Β 
VIP Call Girl Service Andheri West ⚑ 9920725232 What It Takes To Be The Best ...
VIP Call Girl Service Andheri West ⚑ 9920725232 What It Takes To Be The Best ...VIP Call Girl Service Andheri West ⚑ 9920725232 What It Takes To Be The Best ...
VIP Call Girl Service Andheri West ⚑ 9920725232 What It Takes To Be The Best ...
Β 
(INDIRA) Call Girl Srinagar Call Now 8617697112 Srinagar Escorts 24x7
(INDIRA) Call Girl Srinagar Call Now 8617697112 Srinagar Escorts 24x7(INDIRA) Call Girl Srinagar Call Now 8617697112 Srinagar Escorts 24x7
(INDIRA) Call Girl Srinagar Call Now 8617697112 Srinagar Escorts 24x7
Β 
Stock Market Brief Deck (Under Pressure).pdf
Stock Market Brief Deck (Under Pressure).pdfStock Market Brief Deck (Under Pressure).pdf
Stock Market Brief Deck (Under Pressure).pdf
Β 
From Luxury Escort Service Kamathipura : 9352852248 Make on-demand Arrangemen...
From Luxury Escort Service Kamathipura : 9352852248 Make on-demand Arrangemen...From Luxury Escort Service Kamathipura : 9352852248 Make on-demand Arrangemen...
From Luxury Escort Service Kamathipura : 9352852248 Make on-demand Arrangemen...
Β 
Mira Road Awesome 100% Independent Call Girls NUmber-9833754194-Dahisar Inter...
Mira Road Awesome 100% Independent Call Girls NUmber-9833754194-Dahisar Inter...Mira Road Awesome 100% Independent Call Girls NUmber-9833754194-Dahisar Inter...
Mira Road Awesome 100% Independent Call Girls NUmber-9833754194-Dahisar Inter...
Β 
Vasai-Virar Fantastic Call Girls-9833754194-Call Girls MUmbai
Vasai-Virar Fantastic Call Girls-9833754194-Call Girls MUmbaiVasai-Virar Fantastic Call Girls-9833754194-Call Girls MUmbai
Vasai-Virar Fantastic Call Girls-9833754194-Call Girls MUmbai
Β 
Best VIP Call Girls Morni Hills Just Click Me 6367492432
Best VIP Call Girls Morni Hills Just Click Me 6367492432Best VIP Call Girls Morni Hills Just Click Me 6367492432
Best VIP Call Girls Morni Hills Just Click Me 6367492432
Β 
( Jasmin ) Top VIP Escorts Service Dindigul πŸ’§ 7737669865 πŸ’§ by Dindigul Call G...
( Jasmin ) Top VIP Escorts Service Dindigul πŸ’§ 7737669865 πŸ’§ by Dindigul Call G...( Jasmin ) Top VIP Escorts Service Dindigul πŸ’§ 7737669865 πŸ’§ by Dindigul Call G...
( Jasmin ) Top VIP Escorts Service Dindigul πŸ’§ 7737669865 πŸ’§ by Dindigul Call G...
Β 
Pension dashboards forum 1 May 2024 (1).pdf
Pension dashboards forum 1 May 2024 (1).pdfPension dashboards forum 1 May 2024 (1).pdf
Pension dashboards forum 1 May 2024 (1).pdf
Β 
Navi Mumbai Cooperetive Housewife Call Girls-9833754194-Natural Panvel Enjoye...
Navi Mumbai Cooperetive Housewife Call Girls-9833754194-Natural Panvel Enjoye...Navi Mumbai Cooperetive Housewife Call Girls-9833754194-Natural Panvel Enjoye...
Navi Mumbai Cooperetive Housewife Call Girls-9833754194-Natural Panvel Enjoye...
Β 
VIP Call Girl in Mira Road πŸ’§ 9920725232 ( Call Me ) Get A New Crush Everyday ...
VIP Call Girl in Mira Road πŸ’§ 9920725232 ( Call Me ) Get A New Crush Everyday ...VIP Call Girl in Mira Road πŸ’§ 9920725232 ( Call Me ) Get A New Crush Everyday ...
VIP Call Girl in Mira Road πŸ’§ 9920725232 ( Call Me ) Get A New Crush Everyday ...
Β 
8377087607, Door Step Call Girls In Kalkaji (Locanto) 24/7 Available
8377087607, Door Step Call Girls In Kalkaji (Locanto) 24/7 Available8377087607, Door Step Call Girls In Kalkaji (Locanto) 24/7 Available
8377087607, Door Step Call Girls In Kalkaji (Locanto) 24/7 Available
Β 
CBD Belapur Expensive Housewife Call Girls Number-πŸ“žπŸ“ž9833754194 No 1 Vipp HIgh...
CBD Belapur Expensive Housewife Call Girls Number-πŸ“žπŸ“ž9833754194 No 1 Vipp HIgh...CBD Belapur Expensive Housewife Call Girls Number-πŸ“žπŸ“ž9833754194 No 1 Vipp HIgh...
CBD Belapur Expensive Housewife Call Girls Number-πŸ“žπŸ“ž9833754194 No 1 Vipp HIgh...
Β 
VIP Call Girl in Mumbai πŸ’§ 9920725232 ( Call Me ) Get A New Crush Everyday Wit...
VIP Call Girl in Mumbai πŸ’§ 9920725232 ( Call Me ) Get A New Crush Everyday Wit...VIP Call Girl in Mumbai πŸ’§ 9920725232 ( Call Me ) Get A New Crush Everyday Wit...
VIP Call Girl in Mumbai πŸ’§ 9920725232 ( Call Me ) Get A New Crush Everyday Wit...
Β 
VIP Independent Call Girls in Mumbai 🌹 9920725232 ( Call Me ) Mumbai Escorts ...
VIP Independent Call Girls in Mumbai 🌹 9920725232 ( Call Me ) Mumbai Escorts ...VIP Independent Call Girls in Mumbai 🌹 9920725232 ( Call Me ) Mumbai Escorts ...
VIP Independent Call Girls in Mumbai 🌹 9920725232 ( Call Me ) Mumbai Escorts ...
Β 
Strategic Resources May 2024 Corporate Presentation
Strategic Resources May 2024 Corporate PresentationStrategic Resources May 2024 Corporate Presentation
Strategic Resources May 2024 Corporate Presentation
Β 
VIP Call Girl in Mumbai Central πŸ’§ 9920725232 ( Call Me ) Get A New Crush Ever...
VIP Call Girl in Mumbai Central πŸ’§ 9920725232 ( Call Me ) Get A New Crush Ever...VIP Call Girl in Mumbai Central πŸ’§ 9920725232 ( Call Me ) Get A New Crush Ever...
VIP Call Girl in Mumbai Central πŸ’§ 9920725232 ( Call Me ) Get A New Crush Ever...
Β 

Parallel and Distributed Simulation of Coalition Structure Generation in Cooperative Multi-agent Systems

  • 1. Gabriele D’Angelo <gda@cs.unibo.it> http://www.cs.unibo.it/gdangelo/ joint work with: Giovanni Rossi Dipartimento di Scienze dell’Informazione UniversitΓ  di Bologna PADS 2008, Rome (Italy) Parallel and Distributed Simulation of Coalition Structure Generation in Cooperative Multi-agent Systems
  • 2.
  • 3.
  • 4.
  • 5.
  • 6.
  • 7.
  • 8.
  • 9.
  • 10. Preliminary experimental evaluation GW normalized Global Worth of the coalition structure (higher is better) Alpha normalized exploration parameter of the heuristic
  • 11.
  • 12. Gabriele D’Angelo <gda@cs.unibo.it> http://www.cs.unibo.it/gdangelo/ joint work with: Giovanni Rossi Dipartimento di Scienze dell’Informazione UniversitΓ  di Bologna PADS 2008, Rome (Italy) Parallel and Distributed Simulation of Coalition Structure Generation in Cooperative Multi-agent Systems