Method, apparatus and computer program product for assessing the risk of electronic communications using logon types
Disclosed are techniques for use in assessing the risk of electronic communications using logon types. In one embodiment, the techniques comprise a method. The method comprises receiving an electronic communication relating to a login request involving a user and a provider of a computerized resource. The method comprises determining a logon type associated with the logon request. The method comprises determining a first value relating to an amount of logon requests associated with the logon type involving the user and the provider over a first time period and a second value relating to an amount of logon requests associated with the logon type involving the user and the provider over a second time period that is greater than the first time period. The method comprises generating a risk score describing the risk associated with the logon request based on the first and the second values.
1. A method, comprising:
receiving, by processing circuitry, an electronic communication relating to a login request involving a user and a provider of a computerized resource;
determining, by processing circuitry, a logon type associated with the logon request;
determining, by processing circuitry, a first value relating to an amount of logon requests associated with the logon type involving the user and the provider over a first time period and a second value relating to an amount of logon requests associated with the logon type involving the user and the provider over a second time period that is greater than the first time period; and
based on the first and the second values, generating, by processing circuitry, a risk score describing the risk associated with the logon request; and
wherein the second time period comprises multiple discrete time periods similar in duration to the first time period; and
wherein the first value corresponds to a ratio of a number of logon requests associated with the logon type involving the user and the provider during the first time period to a total number of logon requests associated with any logon type involving the user and the provider during the first time period; and
wherein the second value relates to multiple respective ratios and each ratio relates to a number of logon requests associated with the logon type involving the user and the provider in a discrete time period to a total number of logon requests associated with any logon type involving the user and the provider in the discrete time period, the second value corresponding to an average of the respective ratios; and
wherein generating, based on the first and the second values, the risk score describing the risk associated with the logon request, comprises:
generating a third value corresponding to a ratio of the first value to the second value;
generating a fourth value that is the maximum of one and the third value;
generating a fifth value corresponding to one minus the fourth value;
generating a sixth value corresponding to a mathematical constant e to the power of the fifth value; and
generating a seventh value that corresponds to one minus the sixth value.
2. The method as claimed in claim 1 , wherein the second value relates to the discrete time periods in the second time period having login requests associated with any of one or more logon types and involving the user and the provider such that the discrete time periods with no logon requests or logon requests with a null logon type are not included in the average.
3. The method as claimed in claim 1 , wherein the first value relates to the ratio over a day and the second value relates to an average daily ratio over two or more days.
4. The method as claimed in claim 1 , wherein the second time period relates to a moving time window comprising a defined time period that moves with time.
5. The method as claimed in claim 1 , wherein the logon type relates to any one of an interactive logon, a network logon, a batch logon, a service logon, an unlock logon and a remote interactive logon.
6. An apparatus, comprising:
memory; and
processing circuitry coupled to the memory, the memory storing instructions which, when executed by the processing circuitry, cause the processing circuitry to:
receive an electronic communication relating to a login request involving a user and a provider of a computerized resource;
determine a logon type associated with the logon request;
determine a first value relating to an amount of logon requests associated with the logon type involving the user and the provider over a first time period and a second value relating to an amount of logon requests associated with the logon type involving the user and the provider over a second time period that is greater than the first time period; and
based on the first and the second values, generate a risk score describing the risk associated with the logon request; and
wherein the second time period comprises multiple discrete time periods similar in duration to the first time period; and
wherein the first value corresponds to a ratio of a number of logon requests associated with the logon type involving the user and the provider during the first time period to a total number of logon requests associated with any logon type involving the user and the provider during the first time period; and
wherein the second value relates to multiple respective ratios and each ratio relates to a number of logon requests associated with the logon type involving the user and the provider in a discrete time period to a total number of logon requests associated with any logon type involving the user and the provider in the discrete time period, the second value corresponding to an average of the respective ratios; and
wherein generating, based on the first and the second values, the risk score describing the risk associated with the logon request, comprises:
generating a third value corresponding to a ratio of the first value to the second value;
generating a fourth value that is the maximum of one and the third value;
generating a fifth value corresponding to one minus the fourth value;
generating a sixth value corresponding to a mathematical constant e to the power of the fifth value; and
generating a seventh value that corresponds to one minus the sixth value.
7. The apparatus as claimed in claim 6 , wherein the second value relates to the discrete time periods in the second time period having login requests associated with any of one or more logon types and involving the user and the provider such that the discrete time periods with no logon requests or logon requests with a null logon type are not included in the average.
8. The apparatus as claimed in claim 6 , wherein the first value relates to the ratio over a day and the second value relates to an average daily ratio over two or more days.
9. The apparatus as claimed in claim 6 , wherein the second time period relates to a moving time window comprising a defined time period that moves with time.
10. The apparatus as claimed in claim 6 , wherein the logon type relates to any one of an interactive logon, a network logon, a batch logon, a service logon, an unlock logon and a remote interactive logon.
11. A computer program product having a non-transitory computer readable medium which stores a set of instructions, the set of instructions, when carried out by processing circuitry, causing the processing circuitry to perform a method of:
receiving an electronic communication relating to a login request involving a user and a provider of a computerized resource;
determining a logon type associated with the logon request;
determining a first value relating to an amount of logon requests associated with the logon type involving the user and the provider over a first time period and a second value relating to an amount of logon requests associated with the logon type involving the user and the provider over a second time period that is greater than the first time period; and
based on the first and the second values, generating a risk score describing the risk associated with the logon request; and
wherein the second time period comprises multiple discrete time periods similar in duration to the first time period; and
wherein the first value corresponds to a ratio of a number of logon requests associated with the logon type involving the user and the provider during the first time period to a total number of logon requests associated with any logon type involving the user and the provider during the first time period; and
wherein the second value relates to multiple respective ratios and each ratio relates to a number of logon requests associated with the logon type involving the user and the provider in a discrete time period to a total number of logon requests associated with any logon type involving the user and the provider in the discrete time period, the second value corresponding to an average of the respective ratios; and
wherein generating, based on the first and the second values, the risk score describing the risk associated with the logon request, comprises:
generating a third value corresponding to a ratio of the first value to the second value;
generating a fourth value that is the maximum of one and the third value;
generating a fifth value corresponding to one minus the fourth value;
generating a sixth value corresponding to a mathematical constant e to the power of the fifth value; and
generating a seventh value that corresponds to one minus the sixth value.
12. The computer program product as claimed in claim 11 , wherein the second value relates to the discrete time periods in the second time period having login requests associated with any of one or more logon types and involving the user and the provider such that the discrete time periods with no logon requests or logon requests with a null logon type are not included in the average.
13. The computer program product as claimed in claim 11 , wherein the first value relates to the ratio over a day and the second value relates to an average daily ratio over two or more days.
14. The computer program product as claimed in claim 11 , wherein the second time period relates to a moving time window comprising a defined time period that moves with time.
15. The computer program product as claimed in claim 11 , wherein the logon type relates to any one of an interactive logon, a network logon, a batch logon, a service logon, an unlock logon and a remote interactive logon.