| CPC G06Q 40/04 (2013.01) [G06F 18/2411 (2023.01)] | 20 Claims |
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1. A computer-implemented method comprising:
receiving, over an electronic communications network and from a plurality of participant network nodes, a plurality of request electronic data messages and a plurality of counter-request electronic data messages for a defined time interval;
for each of the plurality of request electronic data messages and the plurality of counter-request electronic data messages:
determining, by a processor, a corresponding imputed variability level;
generating, by the processor, an input code for the electronic data message the input code based on:
a corresponding execution value for the electronic data message, wherein the corresponding execution value includes an execution value outside a data gap range of execution values for which no corresponding request electronic data messages or counter-request electronic data messages were received within the defined time interval; and
the corresponding imputed variability level;
generating, by the processor, a time-interval-specific support vector machine for the defined time interval by applying the input codes to an initial-state support vector machine as a training input;
generating, by the processor, a dummy data set by generating a plurality of imputed variability level and execution value (IVEV) tuples;
after generating the time-interval-specific support vector machine, applying, by the processor, the dummy data set to the time-interval-specific support vector machine to obtain classified dummy data output for each of the plurality of IVEV tuples; and
for each of a plurality of execution values including gap execution values within the data gap range:
determining, by the processor and based on the classified dummy data output, a corresponding imputed variability boundary level across which classification of request-type for the execution value.
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