Augmented intelligence explainability with recourse
A method, system and computer-readable storage medium for performing a cognitive information processing operation. The cognitive information processing operation includes: receiving data from a plurality of data sources; processing the data from the plurality of data sources to provide cognitively processed insights via an augmented intelligence system, the augmented intelligence system executing on a hardware processor of an information processing system, the augmented intelligence system and the information processing system providing a cognitive computing function; performing an explainability with recourse operation, the explainability with recourse operation providing an assurance explanation regarding the cognitive computing function; and, providing the cognitively processed insights to a destination, the destination comprising a cognitive application, the cognitive application enabling a user to interact with the cognitive insights.
1. A computer-implementable method for cognitive information processing, comprising:
receiving data from a plurality of data sources;
processing the data from the plurality of data sources to provide cognitively processed insights via an augmented intelligence system, the augmented intelligence system executing on a hardware processor of an information processing system, the augmented intelligence system and the information processing system providing a cognitive computing function, the cognitive computing function generating an associated cognitive insight;
performing an explainability with recourse operation, the explainability with recourse operation providing an assurance explanation regarding the cognitive computing function and a recourse to changing a particular decision of the cognitive computing function, the explainability with recourse operation comprising an explainability operation, the explainability operation providing a rationale for the associated cognitive insight generated via the cognitive computing function, the rationale for the associated cognitive insight comprising an explanation of a basis used to generate the associated cognitive insight; and,
providing the cognitively processed insights to a destination, the destination comprising a cognitive application, the cognitive application enabling a user to interact with the cognitive insights; and wherein
the explainability with recourse operation identifies a subject data point and an optimal counterfactual for a corresponding cognitive computing function, the optimal counterfactual being selected from a plurality of counterfactuals, the optical counterfactual comprising a counterfactual data point separated from the subject data point by a predefined distance vector.
2. The method of claim 1 , wherein:
the explainability with recourse operation is performed via an explainability engine, the explainability engine being implemented within the augmented intelligence system, the augmented intelligence system comprising a cognitive process foundation.
3. The method of claim 2 , wherein:
the cognitive process foundation performs an augmented intelligence assurance operation.
4. The method of claim 1 , wherein:
the explainability with recourse operation uses the optimal counterfactual to provide the recourse for changing the particular decision of the cognitive computing function.
5. The method of claim 4 , wherein:
the recourse for the cognitive computing function is provided as a cognitive insight.
6. A system comprising:
a hardware processor;
a data bus coupled to the hardware processor; and
a non-transitory, computer-readable storage medium embodying computer program code, the non-transitory, computer-readable storage medium being coupled to the data bus, the computer program code interacting with a plurality of computer operations and comprising instructions executable by the hardware processor and configured for:
receiving data from a plurality of data sources;
processing the data from the plurality of data sources to provide cognitively processed insights via an augmented intelligence system, the augmented intelligence system executing on a hardware processor of an information processing system, the augmented intelligence system and the information processing system providing a cognitive computing function, the cognitive computing function generating an associated cognitive insight;
performing an explainability with recourse operation, the explainability with recourse operation providing an assurance explanation regarding the cognitive computing function and a recourse to changing a particular decision of the cognitive computing function, the explainability with recourse operation comprising an explainability operation, the explainability operation providing a rationale for the associated cognitive insight generated via the cognitive computing function, the rationale for the associated cognitive insight comprising an explanation of a basis used to generate the associated cognitive insight; and,
providing the cognitively processed insights to a destination, the destination comprising a cognitive application, the cognitive application enabling a user to interact with the cognitive insights; and wherein
the explainability with recourse operation identifies a subject data point and an optimal counterfactual for a corresponding cognitive computing function, the optimal counterfactual being selected from a plurality of counterfactuals, the optical counterfactual comprising a counterfactual data point separated from the subject data point by a predefined distance vector.
7. The system of claim 6 , wherein:
the explainability with recourse operation is performed via an explainability engine, the explainability engine being implemented within the augmented intelligence system, the augmented intelligence system comprising a cognitive process foundation.
8. The system of claim 7 , wherein:
the cognitive process foundation performs an augmented intelligence assurance operation.
9. The system of claim 6 , wherein:
the explainability with recourse operation uses the optimal counterfactual to provide recourse for changing the particular decision of the cognitive computing function.
10. The system of claim 9 , wherein:
the recourse for the cognitive computing function is provided as a cognitive insight.
11. A non-transitory, computer-readable storage medium embodying computer program code, the computer program code comprising computer executable instructions configured for:
receiving data from a plurality of data sources;
processing the data from the plurality of data sources to provide cognitively processed insights via an augmented intelligence system, the augmented intelligence system executing on a hardware processor of an information processing system, the augmented intelligence system and the information processing system providing a cognitive computing function, the cognitive computing function generating an associated cognitive insight;
performing an explainability with recourse operation, the explainability with recourse operation providing an assurance explanation regarding the cognitive computing function and a recourse to changing a particular decision of the cognitive computing function, the explainability with recourse operation comprising an explainability operation, the explainability operation providing a rationale for the associated cognitive insight generated via the cognitive computing function, the rationale for the associated cognitive insight comprising an explanation of a basis used to generate the associated cognitive insight; and,
providing the cognitively processed insights to a destination, the destination comprising a cognitive application, the cognitive application enabling a user to interact with the cognitive insights; and wherein
the explainability with recourse operation identifies a subject data point and an optimal counterfactual for a corresponding cognitive computing function, the optimal counterfactual being selected from a plurality of counterfactuals, the optical counterfactual comprising a counterfactual data point separated from the subject data point by a predefined distance vector.
12. The non-transitory, computer-readable storage medium of claim 11 , wherein:
the explainability with recourse operation is performed via an explainability engine, the explainability engine being implemented within the augmented intelligence system, the augmented intelligence system comprising a cognitive process foundation.
13. The non-transitory, computer-readable storage medium of claim 12 , wherein:
the cognitive process foundation performs an augmented intelligence assurance operation.
14. The non-transitory, computer-readable storage medium of claim 11 , wherein:
the explainability with recourse operation uses the optimal counterfactual to provide recourse for changing the particular decision of the cognitive computing function.
15. The non-transitory, computer-readable storage medium of claim 11 , wherein:
the recourse for the cognitive computing function is provided as a cognitive insight.
16. The non-transitory, computer-readable storage medium of claim 11 , wherein:
the computer executable instructions are deployable to a client system from a server system at a remote location.
17. The non-transitory, computer-readable storage medium of claim 11 , wherein:
the computer executable instructions are provided by a service provider to a user on an on-demand basis.