Operator interface for automated game content generation
A game management system provides a generator interface that enables an operator to trigger automated generation by a content generator of a game event based on operator input values. These values include a particular predefined group or cluster of players for whom the game event is to be tailored or customized based on multidimensional parametric player model data. Additional parameters for which operator input mechanisms are provided by the generator interface include respective target values for a target metric (e.g., a difficulty level) for each of a plurality of game levels that are together to form a game event.
1. A method comprising:
causing display on an operator device of a generator interface for generation of custom game content for a computer-implemented game, the generator interface providing a subset selection mechanism configured to permit operator selection of a particular subset of a global set of players of the game;
via the subset selection mechanism of the generator interface, receiving operator input indicating a selected subset of players;
generating a representative player model for the selected subset of players, the representative player model comprising a multi-dimensional vector having a respective numerical dimension value for each of a predefined set of dimensions indicating different respective aspects of player behavior; and
using a content generator comprising one or more computer processor devices configured therefor, causing automated generation by the content generator of custom game content for the selected subset of players based at least in part on the representative player model, the custom game content thus being automatically customized for the selected subset of players.
2. The method of claim 1 , further comprising:
maintaining for each player of the game a respective player model based on historical gameplay activity, each player model corresponding in format to the representative player model so that each player model comprises a respective multi-dimensional vector having numerical dimension values for each of the predefined set of dimensions indicating different respective aspects of player behavior.
3. The method of claim 2 , wherein the generating of the representative player model comprises:
accessing player model data for the selected subset of players;
combining the respective player models of those players together forming the selected subset of players to derive respective representative numerical dimension values for each of the predefined set of dimensions, thereby to generate the representative player model for the selected subset of players; and
communicating the representative player model for the selected subset of players to the content generator for generation of the custom game content based at least in part on the representative player model.
4. The method of claim 2 , wherein the subset selection mechanism is configured to permit selection as player subset for custom content generation one or more player clusters from a pre-identified plurality of player clusters, each player cluster consisting of a respective sub-grouping of the global set of players of the game.
5. The method of claim 4 , comprising the prior operation of identifying the plurality of player clusters based on proximity in multi-dimensional space of the multi-dimensional vectors provided by respective player models for respective players.
6. The method of claim 1 , wherein the custom game content comprises one or more game levels.
7. The method of claim 1 , wherein the custom game content comprises a plurality of game levels which together form a game event.
8. The method of claim 7 , wherein the generator interface provides an event sizing mechanism, the method comprising:
receiving operator input of an event size value that quantifies the plurality of game levels which are together to form the game event, the event size value being communicated to the content generator to cause generation of respective configuration data for each of the plurality of game levels.
9. The method of claim 8 , wherein the generator interface further provides a target input mechanism, the method further comprising:
receiving, via the target input mechanism, operator input defining, for each of the plurality of game levels, a respective value for a target metric with respect to gameplay performance in the game level; and
communicating the target metric values for the game levels to the content generator together with the representative player model, so that respective configuration data for each claim level is generated based at least in part both on the respective target metric value and on the representative player model for the selected subset of players.
10. The method of claim 9 , wherein the target input mechanism is a graph mechanism defining a target curve that visually represents the respective target metric values for the plurality of game levels, the respective target metric values being separately manipulable via operator interaction with the graph mechanism to change the target curve.
11. The method of claim 9 , wherein the target metric is a difficulty level of the respective game level.
12. A system comprising:
one or more computer processor devices; and
memory storing instructions to configure the system, when the instructions are executed by the one or more computer processor devices, to perform operations comprising:
causing display on an operator device of a generator interface for generation of custom game content for a computer-implemented game, the generator interface providing a subset selection mechanism configured to permit operator selection of a particular subset of a global set of players of the game;
via the subset selection mechanism of the generator interface, receiving operator input indicating a selected subset of players;
generating a representative player model for the selected subset of players, the representative player model comprising a multi-dimensional vector having a respective numerical dimension value for each of a predefined set of dimensions indicating different respective aspects of player behavior; and
performing automated generation of custom game content for the selected subset of players based at least in part on the representative player model, the custom game content thus being automatically customized for the selected subset of players.
13. The system of claim 12 , wherein the instructions further configure the system to perform operations comprising:
maintaining for each player of the game a respective player model based on historical gameplay activity, each player model corresponding in format to the representative player model so that each player model comprises a respective multi-dimensional vector having numerical dimension values for each of the predefined set of dimensions indicating different respective aspects of player behavior.
14. The system of claim 13 , wherein the instructions further configure the system to generate the representative player model in a procedure comprising:
accessing player model data for the selected subset of players; and
combining the respective player models of those players together forming the selected subset of players to derive respective representative numerical dimension values for each of the predefined set of dimensions, thereby to generate the representative player model for the selected subset of players.
15. The system of claim 13 , wherein the instructions further configure the system such that the subset selection mechanism is configured to permit selection as player subset for custom content generation one or more player clusters from a pre-identified plurality of player clusters, each player cluster consisting of a respective sub-grouping of the global set of players of the game.
16. The system of claim 15 , wherein the instructions further configure the system to perform a prior operation comprising identifying the plurality of player clusters based on proximity in multi-dimensional space of the multi-dimensional vectors provided by respective player models for respective players.
17. The system of claim 12 , wherein the custom game content comprises a plurality of game levels which form a game event.
18. A non-transitory computer-readable storage medium having stored thereon instructions that, when executed by one or more computer processor devices, cause the one or more computer processor devices to perform operations comprising:
causing display on an operator device of a generator interface for generation of custom game content for a computer-implemented game, the generator interface providing a subset selection mechanism configured to permit operator selection of a particular subset of a global set of players of the game;
via the subset selection mechanism of the generator interface, receiving operator input indicating a selected subset of players;
generating a representative player model for the selected subset of players, the representative player model comprising a multi-dimensional vector having a respective numerical dimension value for each of a predefined set of dimensions indicating different respective aspects of player behavior; and
performing automated generation of custom game content for the selected subset of players based at least in part on the representative player model, the custom game content thus being automatically customized for the selected subset of players.