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ODPIPConfigsGenAlg

This class is a child of ConfigsGenAlg. It contains a group formation procedure inspired by the ODP-IP algorithm (see this paper for more information about ODP-IP), an algorithm that benefits from the concurrent execution of the two algorithms ODP and IP. A difference of our implementation is that instead of executing ODP and IP in parallel, ODP is used to search a part of the group configuration space and inform a subsequent IP search. This means that this version is not applying the full potential of the algorithm and acts as a proof-of-concept for future versions.
This algorithm is exact, meaning it returns the optimal solution. Even though its implementation is optimized via a binary representation and a C++ solver, its execution times grow fast with the number of added players which means it must be applied with care.
ODPIPConfigsGenAlg(
player_model_bridge: PlayerModelBridge,
interactions_profile_template: InteractionsProfile,
quality_eval_alg: QualityEvalAlg,
pers_est_alg: PersonalityEstAlg,
preferred_num_players_per_group: int = None,
min_num_players_per_group: int = 2,
max_num_players_per_group: int = 5,
joint_player_constraints: string = "",
separated_player_constraints: string = ""): void| Name: expected type | Default value | Description |
|---|---|---|
| __quality_eval_alg: QualityEvalAlg | - | The algorithm to be used for evaluating the quality of a group configuration. |
| __pref_est_alg: PreferencesEstAlg | - | The algorithm used to build players' preference estimates |
| __coalitions_profiles: decimal[][] | - | The InteractionsProfile of each group, stored in their flat representations. |
| __coalitions_avg_characteristics: decimal[][] | - | The PlayerCharacteristics of each group, stored in their flat representations. |
| __coalitions_values: decimal[] | - | The computed qualities of each group, updated before group formation in each organize call. |
__compute_all_coalitions_values(): decimal[]Returns all group quality values, resorting to the QualityEvalAlg passed as a parameter.
Overrides organize() (see ConfigsGenAlg).
Adaptation
Group Configuration Generation
- ConfigsGenAlg
- RandomConfigsGenAlg
- PureRandomSearchConfigsGenAlg
- EvolutionaryConfigsGenAlg
- ODPIPConfigsGenAlg (exact)
- CLinkConfigsGenAlg (legacy)
Preferences Estimation
Quality Evaluation Algorithms
- QualityEvalAlg
- Group-Based Quality Evaluation:
- Regression-Based Quality Evaluation:
- Tabular Quality Evaluation:
Auxiliary Structures
- InteractionsProfile
- PlayerCharacteristics
- PlayerState
- Personality (Inherent Preference):
- PlayerStatesDataFrame
Model Bridges
Player Data Trim