Coalition Structure Generation and CS-core: Results on the Tractability Frontier for games represented by MC-nets

The coalition structure generation (CSG) problem consists in partitioning a group of agents into coalitions to maximize the sum of their values. We consider here the case of coalitional games whose characteristic function is compactly represented by a set of weighted conjunctive formulae (an MC-net). In this context the CSG problem is known to be computationally hard in general. In this paper, we first study some key parameters of MC-nets that complicate solving make the CSG problem. Then we consider a specific class of MC-nets, called bipolar MC-nets, and prove that the CSG problem is polynomial for this class. Finally, we show that the CS-core of a game represented by a bipolar MC-net is never empty, and that an imputation belonging to the CS-core can be computed in polynomial time.

[1]  Vincent Conitzer,et al.  Coalition Structure Generation Utilizing Compact Characteristic Function Representations , 2011 .

[2]  Makoto Yokoo,et al.  Handling negative value rules in MC-net-based coalition structure generation , 2012, AAMAS.

[3]  David C. Parkes,et al.  Computing cooperative solution concepts in coalitional skill games , 2013, Artif. Intell..

[4]  Morteza Zadimoghaddam,et al.  Cooperative weakest link games , 2014, AAMAS.

[5]  Nicholas R. Jennings,et al.  A hybrid exact algorithm for complete set partitioning , 2016, Artif. Intell..

[6]  Ely Porat,et al.  Sharing Rewards in Cooperative Connectivity Games , 2013, J. Artif. Intell. Res..

[7]  Luigi Palopoli,et al.  On the Complexity of the Core over Coalition Structures , 2011, IJCAI.

[8]  Nicholas R. Jennings,et al.  Coalition Structures in Weighted Voting Games , 2008, ECAI.

[9]  Nicholas R. Jennings,et al.  Coalition structure generation: A survey , 2015, Artif. Intell..

[10]  Rahul Savani,et al.  Cooperative max games and agent failures , 2014, AAMAS.

[11]  Donald B. Gillies,et al.  3. Solutions to General Non-Zero-Sum Games , 1959 .

[12]  Makoto Yokoo,et al.  Concise Characteristic Function Representations in Coalitional Games Based on Agent Types , 2011, IJCAI.

[13]  Michael Wooldridge,et al.  A Tractable and Expressive Class of Marginal Contribution Nets and Its Applications , 2008, Math. Log. Q..

[14]  Martin Shubik,et al.  Competitive outcomes in the cores of market games , 1975 .

[15]  Onn Shehory,et al.  Coalition structure generation with worst case guarantees , 2022 .

[16]  R. J. Aumann,et al.  Cooperative games with coalition structures , 1974 .

[17]  James B. Orlin,et al.  A faster strongly polynomial time algorithm for submodular function minimization , 2007, Math. Program..

[18]  Makoto Yokoo,et al.  Extension of MC-net-based coalition structure generation: handling negative rules and externalities , 2011, AAMAS.

[19]  Michael Wooldridge,et al.  Computational Aspects of Cooperative Game Theory , 2011, KES-AMSTA.

[20]  Yann Chevaleyre,et al.  Representing Utility Functions via Weighted Goals , 2009, Math. Log. Q..

[21]  Morteza Zadimoghaddam,et al.  Optimal Coalition Structure Generation in Cooperative Graph Games , 2013, AAAI.

[22]  Glenn Shafer,et al.  A Mathematical Theory of Evidence , 2020, A Mathematical Theory of Evidence.

[23]  Ely Porat,et al.  Path disruption games , 2010, AAMAS.

[24]  Xiaotie Deng,et al.  On the Complexity of Cooperative Solution Concepts , 1994, Math. Oper. Res..

[25]  Luigi Palopoli,et al.  On the complexity of core, kernel, and bargaining set , 2008, Artif. Intell..

[26]  Haris Aziz,et al.  Complexity of coalition structure generation , 2011, AAMAS.

[27]  Nicholas R. Jennings,et al.  Representation of coalitional games with algebraic decision diagrams , 2011, AAMAS.

[28]  Makoto Yokoo,et al.  Coalition Structure Generation based on Distributed Constraint Optimization , 2010, AAAI.

[29]  Justo Puerto,et al.  Production-inventory games: A new class of totally balanced combinatorial optimization games , 2024, Games Econ. Behav..

[30]  William H. Cunningham The Optimal Multiterminal Cut Problem , 1989, Reliability Of Computer And Communication Networks.

[31]  Vincent Conitzer,et al.  Complexity of constructing solutions in the core based on synergies among coalitions , 2006, Artif. Intell..

[32]  Evangelos Markakis,et al.  Characteristic function games with restricted agent interactions: Core-stability and coalition structures , 2016, Artif. Intell..

[33]  Yoav Shoham,et al.  Marginal contribution nets: a compact representation scheme for coalitional games , 2005, EC '05.

[34]  Vincent Conitzer,et al.  Complexity of stability-based solution concepts in multi-issue and MC-net cooperative games , 2014, AAMAS.

[35]  Sarit Kraus,et al.  Methods for Task Allocation via Agent Coalition Formation , 1998, Artif. Intell..