MODIFYING A POLICY OF AN INPUT/OUTPUT DEVICE IN RESPONSE TO EXTERNAL PROMOTIONAL EVENTS
A method and system for generating a modified input/output (I/O) device policy in response to external promotional events. The method includes generating a modified policy based on a request to promote at least one service, wherein the modified policy is generated based on at least one service currently defined in an initial policy of the I/O device and similar to the at least one service to be prompted; determining a current state of a user of the I/O device based on a collected dataset related to a user of the I/O device; and executing, based on the current state, at least one plan defined in the modified policy, wherein executing the at least one plan further includes causing the I/O device to activate at least one service to be prompted.
1 . A method for generating a modified input/output (I/O) device policy in response to external promotional events, comprising:
generating a modified policy based on a request to promote at least one service, wherein the modified policy is generated based on at least one service currently defined in an initial policy of the I/O device and similar to the at least one service to be promoted;
determining a current state of a user of the I/O device based on a collected dataset related to a user of the I/O device; and
executing, based on the current state, at least one plan defined in the modified policy, wherein executing the at least one plan further includes causing the I/O device to activate at least one service to be promoted.
2 . The method of claim 1 , wherein generating the modified policy further comprises:
analyzing the initial policy to identify the at least one similar service;
determining a bias of the user against a use of the at least one service requested to be promoted; and
assigning a score to the service requested to be promoted based on the determined bias, wherein the score defines a frequency to activate the service requested to be promoted when executing of the at least one plan.
3 . The method of claim 2 , wherein the determined bias is any one of: a weak bias, a strong bias, and a neutral bias.
4 . The method of claim 3 , wherein assigning the score further comprises:
increasing a current score by a first value when the determined bias is strong against the promoted service;
increasing the current score by a second value when the determined bias is neutral against the promoted service; and
increasing the current score by a third value when the determined bias is weak against the promoted service, wherein the first value is lower than the second value and the third value.
5 . The method of claim 1 , wherein the collected dataset includes real-time data and historical data.
6 . The method of claim 5 , further comprising:
collecting real-time data related to a user through at least one sensor connected to the I/O device.
7 . The method of claim 1 , wherein a current state is state of a user and the state of an environment near the user in real-time, or near real-time.
8 . The method of claim 1 , wherein determining a current state of the user further comprises:
applying a machine learning model trained to determine the current state on the collected dataset.
9 . The method of claim 1 , wherein the prompted service includes any one of: a service, a product, and a feature that can be operated by a digital assistant included in the I/O device.
10 . The method of claim 1 , further comprising:
collecting sensor data of a user response by, wherein the sensor data is indicative of the response of the user to the execution of the at least one plan based on the modified policy;
analyzing the collected sensor data; and
updating the modified policy based on the analysis of the collected sensor data.
11 . A non-transitory computer readable medium having stored thereon instructions for causing a processing circuitry to execute a process for generating a modified input/output (I/O) device policy in response to external promotional events, the process comprising:
generating a modified policy based on a request to promote at least one service, wherein the modified policy is generated based on at least one service currently defined in an initial policy of the I/O device and similar to the at least one service to be promoted;
determining a current state of a user of the I/O device based on a collected dataset related to a user of the I/O device; and
executing, based on the current state, at least one plan defined in the modified policy, wherein executing the at least one plan further includes causing the I/O device to activate at least one service to be promoted.
12 . A system for generating a modified input/output (I/O) device policy in response to external promotional events, comprising:
a processing circuitry; and
a memory, the memory containing instructions that, when executed by the processing circuitry, configure the system to:
generate a modified policy based on a request to promote at least one service, wherein the modified policy is generated based on at least one service currently defined in an initial policy of the I/O device and similar to the at least one service to be promoted;
determine a current state of a user of the I/O device based on a collected dataset related to a user of the I/O device; and
execute, based on the current state, at least one plan defined in the modified policy, wherein executing the at least one plan further includes causing the I/O device to activate at least one service to be promoted.
13 . The system of claim 12 , wherein the system is further configured to:
analyze the initial policy to identify the at least one similar service;
determine a bias of the user against a use of the at least one service requested to be promoted; and
assign a score to the service requested to be promoted based on the determined bias, wherein the score defines a frequency to activate the service requested to be promoted when executing of the at least one plan.
14 . The system of claim 13 , wherein the determined bias is any one of: a weak bias, a strong bias, and a neutral bias.
15 . The system of claim 14 , wherein the system is further configured to:
increase a current score by a first value when the determined bias is strong against the promoted service;
increase the current score by a second value when the determined bias is neutral against the promoted service; and
increase the current score by a third value when the determined bias is weak against the promoted service, wherein the first value is lower than the second value and the third value.
16 . The system of claim 12 , wherein the collected dataset includes real-time data and historical data.
17 . The system of claim 16 , wherein the system is further configured to:
collect real-time data related to a user through at least one sensor connected to the I/O device.
18 . The system of claim 12 , wherein a current state is state of a user and the state of an environment near the user in real-time, or near real-time.
19 . The system of claim 12 , wherein the system is further configured to:
apply a machine learning model trained to determine the current state on the collected dataset.
20 . The system of claim 12 , wherein the promoted service includes any one of: a service, a product, and a feature that can be operated by a digital assistant included in the I/O device.
21 . The system of claim 12 , wherein the system is further configured to:
collect sensor data of a user response by, wherein the sensor data is indicative of the response of the user to the execution of the at least one plan based on the modified policy;
analyze the collected sensor data; and
update the modified policy based on the analysis of the collected sensor data.