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US 2026/0127668 A1Published application
Decision tree data structure based processing system
AssigneeChicago Mercantile Exchange Inc.
InventorsArjun Parmar, David John Geddes
Life of this patent
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Abstract
A decision tree-based processing system implements a decision tree data structure to process publicly available files, such as websites suspected to contain data generated by a data transaction processing system which may be constantly fluctuating and varying. The data transaction processing system generates the data based on processing electronic data transaction request messages received over a network.
Claims23
A computer implemented method comprising:
- identifying and locating, by a processor, one or more web pages suspected to contain data generated by a data transaction processing system that generates continuously updated data as a result of processing electronic data transaction request messages;
- and
- for each web page:
- accessing, by the processor, the web page;
- processing, by the processor, content of the web page using a machine learning model stored in a memory coupled with the processor, the machine learning model having been trained using a training data set comprising a plurality of files each labeled to indicate whether the labeled file includes data previously generated by the data transaction processing system, wherein training the machine learning model comprises evaluating relationships between attributes identified in the plurality of labeled files and corresponding outcome labels indicating presence or absence of data generated by the data transaction processing system, at least some of the plurality of files having been received from the data transaction processing system and labeled in response to processing electronic data transaction request messages;
- determining, by the processor based on an output of the machine learning model, whether the web page contains data generated by the data transaction processing system;
- and
- upon determining that the web page contains data generated by the data transaction processing system, determining, by the processor, whether a presence of the data generated by the data transaction processing system is authorized;
- and
- generating and transmitting, based on determining that the presence of the data generated by the data transaction processing system is unauthorized, a message that causes access to the web page to be impeded.
7 more elements
A computer system comprising:
- a processor and a non-transitory memory coupled therewith wherein the memory stores computer executable instructions that when executed by the processor, cause the processor:
- identify and locate one or more web pages suspected to contain data generated by a data transaction processing system that generates continuously updated data as a result of processing electronic data transaction request messages;
- and
- for each web page:
- access the web page;
- process content of the web page using a machine learning model stored in a memory coupled with the processor, the machine learning model having been trained using a training data set comprising a plurality of files each labeled to indicate whether the labeled file includes data previously generated by the data transaction processing system, wherein training the machine learning model comprises evaluating relationships between attributes identified in the plurality of labeled files and corresponding outcome labels indicating presence or absence of data generated by the data transaction processing system, at least some of the plurality of files having been received from the data transaction processing system and labeled in response to processing electronic data transaction request messages;
- determine, based on an output of the machine learning model, whether the web page contains data generated by the data transaction processing system;
- and
- upon determination that the web page contains data generated by the data transaction processing system, determine whether a presence of the data generated by the data transaction processing system is authorized;
- and
- generate and transmit, based on the determination that the presence of the data generated by the data transaction processing system is unauthorized, a message that causes access to the web page to be impeded.
8 more elements
A computer system comprising:
- means for identifying and locating one or more web pages suspected to contain data generated by a data transaction processing system that generates continuously updated data as a result of processing electronic data transaction request messages;
- and
- for each web page:
- means for accessing the web page;
- means for processing content of the web page using a machine learning model stored in a memory, the machine learning model having been trained using a training data set comprising a plurality of files each labeled to indicate whether the labeled file includes data previously generated by the data transaction processing system, wherein training the machine learning model comprises evaluating relationships between attributes identified in the plurality of labeled files and corresponding outcome labels indicating presence or absence of data generated by the data transaction processing system, at least some of the plurality of files having been received from the data transaction processing system and labeled in response to processing electronic data transaction request messages;
- means for determining, based on an output of the machine learning model, whether the web page contains data generated by the data transaction processing system;
- and
- means for, upon determining that the web page contains data generated by the data transaction processing system, determining whether a presence of the data generated by the data transaction processing system is authorized;
- and
- means for generating and transmitting, based on the determining that the presence of the data generated by the data transaction processing system is unauthorized, a message that causes access to the web page to be impeded.
7 more elements
Dependencies are inferred from the claim text.