Methods and apparatus to categorize media impressions by age
Apparatus, systems, and articles of manufacture are disclosed to categorize audience members by age. An example apparatus includes memory including instructions, and a processor to execute the instructions to split audience member records from an initial node into child nodes based on comparisons of attribute-value pairs of the audience member records to a first value threshold, the attribute-value pairs representative of database subscriber activity data of audience members subscribed to a database proprietor, designate a first child node of the child nodes as a terminal node when a quantity of the audience member records of the first child node of the child nodes does not satisfy a minimum leaf size, generate an age-correction model based on the terminal node, and correct, based on the age-correction model, the age characteristic associated with the media impression, the media impression indicative of a person exposed to media presented by a media presentation device.
1. An apparatus to correct a computer-assigned age characteristic associated with a media impression, the apparatus comprising:
memory; and
a processor to execute instructions to:
split audience member records in the memory from an initial node into child nodes based on comparisons of attribute-value pairs of the audience member records to a first value threshold, the attribute-value pairs of the audience member records representative of database subscriber activity data of audience members subscribed to a database proprietor;
designate a first child node of the child nodes as a terminal node when a quantity of the audience member records of the first child node of the child nodes does not satisfy a minimum leaf size;
generate a computer-generated age-correction model based on the terminal node; and
correct, based on the computer-generated age-correction model, the computer-assigned age characteristic associated with the media impression, the media impression indicative of a person exposed to media presented by a media presentation device.
2. The apparatus of claim 1 , wherein the processor is to assign a weight to the audience member records, the weight based on a quantity of audience members in a same age group as the audience member records.
3. The apparatus of claim 2 , wherein the processor is to assign the weight to the audience member records corresponding to different age groups further by:
assigning, when the quantity of audience member records grouped within one of the age groups satisfies a first threshold, a neutral weight to the audience member records in the one of the age groups;
assigning, when the quantity of the audience member records grouped within one of the age groups satisfies a second threshold, a maximum weight to the audience member records in the one of the age groups; and
when the quantity of the audience member records grouped within one of the age groups satisfies a third threshold, a proportional weight between a neutral weight and a maximum weight to the audience member records in the one of the age groups.
4. The apparatus of claim 1 , wherein the processor is to generate the audience member records based on survey data obtained from a plurality of panelists, and based on activity data corresponding to the plurality of panelists retrieved from a second database proprietor.
5. The apparatus of claim 1 , wherein the processor is to:
load, into a cache memory of the processor, a portion of the audience member records corresponding to a first one of the child nodes stored in the memory; and
compare first and second registers of the processor, the first register including a quantity of ones of the audience member records that are in the first child node, and the second register including a minimum leaf size.
6. The apparatus of claim 1 , wherein the processor is to organize the audience member records into a training set and a validation set, the training set to be stored in a first block of the memory and the validation set to be stored in a second block of the memory, the processor to apply the audience member records in the validation set to the computer-generated age-correction model to validate the computer-generated age-correction model.
7. The apparatus of claim 6 , wherein the processor is to apply the audience member records in the validation set to the computer-generated age-correction model by calculating a difference between registers containing values of an expected output of the computer-generated age-correction model and registers containing values of an actual output of the computer-generated age-correction model.
8. A non-transitory computer readable storage medium comprising machine readable instructions that, when executed, cause a processor system to at least:
split audience member records in memory from an initial node into child nodes based on comparisons of attribute-value pairs of the audience member records to a first value threshold, the attribute-value pairs of the audience member records representative of database subscriber activity data of audience members subscribed to a database proprietor;
designate a first child node of the child nodes as a terminal node when a quantity of the audience member records of the first child node of the child nodes does not satisfy a minimum leaf size;
generate a computer-generated age-correction model based on the terminal node; and
correct, based on the computer-generated age-correction model, a computer-assigned age characteristic associated with a media impression, the media impression indicative of a person exposed to media presented by a media presentation device.
9. The non-transitory computer readable storage medium of claim 8 , further including instructions that, when executed, cause the processor system to assign a weight to the audience member records, the weight based on a quantity of audience members in a same age group as the audience member records.
10. The non-transitory computer readable storage medium of claim 9 , further including instructions that, when executed, cause the processor system to assign the weight to the audience member records corresponding to different age groups further by:
assigning, when the quantity of audience member records grouped within one of the age groups satisfies a first threshold, a neutral weight to the audience member records in the one of the age groups;
assigning, when the quantity of the audience member records grouped within one of the age groups satisfies a second threshold, a maximum weight to the audience member records in the one of the age groups; and
when the quantity of the audience member records grouped within one of the age groups satisfies a third threshold, a proportional weight between a neutral weight and a maximum weight to the audience member records in the one of the age groups.
11. The non-transitory computer readable storage medium of claim 8 , further including instructions that, when executed, cause the processor system to generate the audience member records based on survey data obtained from a plurality of panelists, and based on activity data corresponding to the plurality of panelists retrieved from a second database proprietor.
12. The non-transitory computer readable storage medium of claim 8 , further including instructions that, when executed, cause the processor system to:
load, into a cache memory of the processor system, a portion of the audience member records corresponding to a first one of the child nodes stored in the memory; and
compare first and second registers of the processor system, the first register including a quantity of ones of the audience member records that are in the first child node, and the second register including a minimum leaf size.
13. The non-transitory computer readable storage medium of claim 8 , further including instructions that, when executed, cause the processor system to organize the audience member records into a training set and a validation set, the training set to be stored in a first block of memory and the validation set to be stored in a second block of the memory, the processor system to apply the audience member records in the validation set to the computer-generated age-correction model to validate the computer-generated age-correction model.
14. The non-transitory computer readable storage medium of claim 13 , further including instructions that, when executed, cause the processor system to apply the audience member records in the validation set to the computer-generated age-correction model by calculating a difference between registers containing values of an expected output of the computer-generated age-correction model and registers containing values of an actual output of the computer-generated age-correction model.
15. A method comprising:
splitting, by executing an instruction with at least one processor, audience member records in computer memory from an initial node into child nodes based on comparisons of attribute-value pairs of the audience member records to a first value threshold, the attribute-value pairs of the audience member records representative of database subscriber activity data of audience members subscribed to a database proprietor;
designating, by executing an instruction with the at least one processor, a first child node of the child nodes as a terminal node when a quantity of the audience member records of the first child node of the child nodes does not satisfy a minimum leaf size;
generating, by executing an instruction with the at least one processor, a computer-generated age-correction model based on the terminal node; and
correcting, by executing an instruction with the at least one processor, based on the computer-generated age-correction model, a computer-assigned age characteristic associated with a media impression, the media impression indicative of a person exposed to media presented by a media presentation device.
16. The method of claim 15 , further including assigning a weight to the audience member records, the weight based on a quantity of audience members in a same age group as the audience member records.
17. The method of claim 16 , further including assigning the weight to the audience member records corresponding to different age groups further by:
assigning, when the quantity of audience member records grouped within one of the age groups satisfies a first threshold, a neutral weight to the audience member records in the one of the age groups;
assigning, when the quantity of the audience member records grouped within one of the age groups satisfies a second threshold, a maximum weight to the audience member records in the one of the age groups; and
assigning, when the quantity of the audience member records grouped within one of the age groups satisfies a third threshold, a proportional weight between a neutral weight and a maximum weight to the audience member records in the one of the age groups.
18. The method of claim 15 , further including generating the audience member records based on survey data obtained from a plurality of panelists, and based on activity data corresponding to the plurality of panelists retrieved from a second database proprietor.
19. The method of claim 15 , further including:
loading, into a cache memory, a portion of the audience member records corresponding to a first one of the child nodes stored in the memory; and
comparing first and second registers, the first register including a quantity of ones of the audience member records that are in the first child node, and the second register including a minimum leaf size.
20. The method of claim 15 , further including:
organizing the audience member records into a training set and a validation set, the training set to be stored in a first block of memory and the validation set to be stored in a second block of the memory; and
applying the audience member records in the validation set to the computer-generated age-correction model to validate the computer-generated age-correction model.