Adaptively Interacting Neural Network-based Systems

Abstract

Adaptively interacting neural network-based systems interact with each other and then automatically analyze the results of the interactions by application of computer implemented neural networks. Structural subsets of the systems are then automatically modified based upon the results of the analysis. Information that results of from the interactions may comprise text-based and/or pictorial-based information. Modifications of the structural subsets may include iteratively modifying relationships among the elements of the systems and/or modifying relationship indicators that are associated with relationships among elements of the systems.

What is claimed is: 
     
         1 . A method, comprising:
 receiving automatically a first set of information that results from a first interaction between a first adaptive computer-implemented system and a second adaptive computer-implemented system;   analyzing automatically the first set of information by application of a computer-implemented neural network;   modifying automatically a first structural subset of the first adaptive computer-implemented system based upon the analysis of the first set of information;   receiving automatically a second set of information that results from a second interaction between the first adaptive computer-implemented system and the second adaptive computer-implemented system, wherein the second interaction is in accordance with the modification of the first structural subset of the first adaptive computer-implemented system;   analyzing automatically the second set of information by application of a computer-implemented neural network; and   modifying automatically a second structural subset of the first adaptive computer-implemented system based upon the analysis of the second set of information.   
     
     
         2 . The method of  claim 1 , further comprising:
 analyzing automatically the second set of information by application of the computer-implemented neural network, wherein the second set of information comprises text.   
     
     
         3 . The method of  claim 1 , further comprising:
 analyzing automatically the second set of information by application of the computer-implemented neural network, wherein the second set of information comprises pictorial-based information.   
     
     
         4 . The method of  claim 1 , further comprising:
 modifying automatically the second structural subset of the first adaptive computer-implemented system, wherein the modifying of the second structural subset comprises modifying a relationship between two elements of the first adaptive computer-implemented system.   
     
     
         5 . The method of  claim 1 , further comprising:
 modifying automatically the second structural subset of the first adaptive computer-implemented system, wherein the modifying of the second structural subset comprises modifying a relationship indicator that is associated with a relationship between two elements of the first adaptive computer-implemented system.   
     
     
         6 . The method of  claim 5 , further comprising:
 modifying the relationship indicator that is associated with the relationship between the two elements of the first adaptive computer-implemented system, wherein the relationship indictor was previously modified based upon the analysis of the first set of information.   
     
     
         7 . The method of  claim 1 , further comprising:
 modifying automatically the second structural subset of the first adaptive computer-implemented system, wherein the modifying of the second structural subset is further based upon an automatic inference from behaviors that are associated with the second adaptive computer-implemented system.   
     
     
         8 . A first computer-implemented system comprising one or more processors configured to:
 perform a first interaction with a second computer-implemented system;   receive a first set of information that results from the first interaction;   analyze the first set of information by application of a computer-implemented neural network;   modify a first structural subset of the first computer-implemented system based upon the analysis of the first set of information;   perform a second interaction with the second computer-implemented system, wherein the second interaction is in accordance with the modification of the first structural subset of the first computer-implemented system;   receive a second set of information that results from the second interaction;   analyze the second set of information by application of a computer-implemented neural network; and   modify a second structural subset of the first computer-implemented system based upon the analysis of the second set of information.   
     
     
         9 . The system of  claim 8  comprising the one or more processors, further configured to:
 analyze the first set of information by application of the computer-implemented neural network, wherein the first set of information comprises text. 
 
     
     
         10 . The system of  claim 8  comprising the one or more processors, further configured to:
 analyze the first set of information by application of the computer-implemented neural network, wherein the first set of information comprises pictorial-based information. 
 
     
     
         11 . The system of  claim 8  comprising the one or more processors, further configured to:
 modify the second structural subset of the first computer-implemented system, wherein the modification of the second structural subset comprises a modification of a relationship between two elements of the first adaptive computer-implemented system. 
 
     
     
         12 . The system of  claim 8  comprising the one or more processors, further configured to:
 modify the second structural subset of the first computer-implemented system, wherein the modification of the second structural subset comprises a modification of a relationship indicator that is associated with a relationship between two elements of the first computer-implemented system. 
 
     
     
         13 . The system of  claim 8  comprising the one or more processors, further configured to:
 modify the second structural subset of the first computer-implemented system, wherein the modification of the second structural subset is further based upon an automatic inference from behaviors that are associated with the second computer-implemented system. 
 
     
     
         14 . The system of  claim 8  comprising the one or more processors, further configured to:
 deliver an explanation for the modification of the second structural subset of the first adaptive computer-implemented system, wherein the explanation comprises reasoning for the modification. 
 
     
     
         15 . A plurality of processor-based devices that adaptively interact with each other, each processor-based device comprising one or more processors configured to:
 perform a first interaction with another processor-based device of the plurality of processor-based devices;   receive a first set of information that results from the first interaction;   analyze the first set of information by application of a computer-implemented neural network;   modify a first structural subset based upon the analysis of the first set of information;   perform a second interaction with another processor-based device of the plurality of processor-based devices, wherein the second interaction is in accordance with the modification of the first structural subset;   receive a second set of information that results from the second interaction;   analyze the second set of information by application of the computer-implemented neural network; and   modify a second structural subset based upon the analysis of the second set of information.   
     
     
         16 . The plurality of processor-based devices of  claim 15 , each processor-based device further comprising one or more processors configured to:
 analyze the second set of information by application of the computer-implemented neural network, wherein the second set of information comprises text.   
     
     
         17 . The plurality of processor-based devices of  claim 15 , each processor-based device further comprising one or more processors configured to:
 analyze the second set of information by application of the computer-implemented neural network, wherein the second set of information comprises pictorial-based information.   
     
     
         18 . The plurality of processor-based devices of  claim 15 , each processor-based device further comprising one or more processors configured to:
 modify the second structural subset, wherein the modification of the second structural subset comprises a modification of a relationship between two elements of the second structural subset.   
     
     
         19 . The plurality of processor-based devices of  claim 15 , each processor-based device further comprising one or more processors configured to:
 modify the second structural subset, wherein the modification of the second structural subset comprises a modification of a relationship indicator that is associated with a relationship between two elements of the second structural subset.   
     
     
         20 . The plurality of processor-based devices of  claim 19 , each processor-based device further comprising one or more processors configured to:
 modify the relationship indicator that is associated with the relationship between the two elements of the structural subset, wherein the relationship indicator was previously modified based upon the analysis of the first set of information.