VideoBag feature-based accurate advertisement release system and method
An advertising and accurate technology, applied in the Internet field, can solve the problem of low target audience arrival rate, and achieve the effect of improving advertising effect and accuracy.
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Embodiment 1
[0038] Embodiment 1: referring to accompanying drawing, a kind of accurate advertisement delivery system based on VideoBag feature, it comprises: user data acquisition module 1, video program identification capability calculation and sorting module 2, VideoBag packaging module 3, weight calculation module 4, user characteristic Table generation module 5, user gender classification model training module 6, user age classification model training module 7, user gender and age prediction module 8, advertisement delivery module 9;
[0039] The user data collection module 1 obtains user video program watching logs, and collects user gender and age information through questionnaires delivered online;
[0040] Described video program discriminating ability calculation and sorting module 2 utilize the user's sex, age information that described user data acquisition module 1 collects, calculate the sex discriminating ability I of each video program 1 and Age Discrimination Ability I 2 ...
Embodiment 2
[0054] Embodiment 2: in the accurate advertisement delivery system based on the VideoBag feature described in embodiment 1, in the described VideoBag packaging module 3, the value of m is 6000; in the described user characteristic table generation module 5, the value of k is 5 ; In the user feature table generation module 5 and the user gender classification model training module 6, the user age classification model training module 7, the user feature list for training is 30% UserNum, and the remaining 70% UserNum for testing.
Embodiment 3
[0055] Embodiment 3: a kind of accurate advertisement delivery method based on VideoBag feature, it performs the following steps in order:
[0056] A. User data collection step, which obtains user video program viewing logs, and collects user gender and age information through questionnaires delivered online;
[0057] B. video program discriminating ability calculation and sorting step, it utilizes user sex, age information that described user data collection step collects, calculates the sex discriminating ability I of each video program 1 and Age Discrimination Ability I 2 :
[0058] I 1 =(man_view-woman_view) / (man_view+woman_view)
[0059] I 2 =(in_group_view-not_in_group_view) / (in_group_view+not_in_group_view)
[0060] In the formula: man_view is the number of times the video program is viewed by men, woman_view is the number of times it is viewed by women; in_group_view is the number of times the video program is viewed by users belonging to the age group [min_age, m...
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