Abstract: Aspects of the subject disclosure may include, for example, obtaining a session record including properties visited by a consumer during a sample period and extracting, from the session record, a select group of properties associated with a particular category of a predetermined taxonomy of various marketplaces. A breadth value of the select group of properties visited during the sample period is determined according to a number of unique properties of the select group of properties. A depth value of the properties visited during the sample period is also determined according to an extent of consumer interaction with content of properties of the select group of properties. A change point, indicating a state transition along a purchase cycle, is determined based on variations in distributions more than one of the breadth, depth, and recency values without relying on an assumption of a specific parametric family. Other embodiments are disclosed.

Abstract: Aspects of the subject disclosure may include, for example, obtaining a first indication of a user of a communication device browsing a first website associated with a first vendor, obtaining a second indication of the user of the communication device browsing a second website associated with a second vendor that is different from the first vendor, determining, in accordance with the first indication and the second indication, that the first vendor and the second vendor operate in a common marketplace, responsive to the determining, obtaining an advertisement of the first vendor to provide to the communication device, and providing the advertisement to the communication device. Other embodiments are disclosed.

Abstract: Aspects of the subject disclosure may include, for example, obtaining a first indication of a user of a communication device browsing a first website associated with a first vendor, obtaining a second indication of the user of the communication device browsing a second website associated with a second vendor that is different from the first vendor, determining, in accordance with the first indication and the second indication, that the first vendor and the second vendor operate in a common marketplace, responsive to the determining, obtaining an advertisement of the first vendor to provide to the communication device, and providing the advertisement to the communication device. Other embodiments are disclosed.

Abstract: Aspects of the subject disclosure may include, for example, obtaining a session record including properties visited by a consumer during a sample period and extracting, from the session record, a select group of properties associated with a particular category of a predetermined taxonomy of various marketplaces. A breadth value of the select group of properties visited during the sample period is determined according to a number of unique properties of the select group of properties. A depth value of the properties visited during the sample period is also determined according to an extent of consumer interaction with content of properties of the select group of properties. A change point, indicating a state transition along a purchase cycle, is determined based on variations in distributions more than one of the breadth, depth, and recency values without relying on an assumption of a specific parametric family. Other embodiments are disclosed.

Abstract: Aspects of the subject disclosure may include, for example, processing a plurality of user profiles via a clustering algorithm to generate a plurality of clusters, computing a distance between a first cluster included in the plurality of clusters and at least one other cluster included in the plurality of clusters, identifying a first creative based on the distance, and providing the first creative to the first cluster. Other embodiments are disclosed.

Abstract: Aspects of the subject disclosure may include, for example, receiving, by a processing system including a processor, network access data for a first device of a first user and a second device of a second user, training a model based on the network access data to develop a first topological signature for the first device and a second topological signature for the second device, determining a relationship among the first user and the second user based on the first topological signature and the second topological signature, and providing network information such as advertising to the first device and to the second device based on the relationship among the first user and the second user. Other embodiments are disclosed.

Abstract: Aspects of the subject disclosure may include, for example, receiving viewership data for a plurality of devices associated with a household, the devices for viewing content items received over a network from a network provider at the household, concatenating respective viewership data for respective devices of the plurality of devices, forming respective device documents, vectorizing the respective device documents to form vectorized device documents, concatenating the vectorized device documents to form a household corpus of viewership data for the household, training a clustering model on the household corpus of viewership data to form a household topological fingerprint (HTF) for the household, the HTF forming a vector classification of viewership patterns for the household, and selecting content items for the household based on the HTF. Other embodiments are disclosed.

Abstract: Aspects of the subject disclosure may include, for example, obtaining a first indication of a user of a communication device browsing a first website associated with a first vendor, obtaining a second indication of the user of the communication device browsing a second website associated with a second vendor that is different from the first vendor, determining, in accordance with the first indication and the second indication, that the first vendor and the second vendor operate in a common marketplace, responsive to the determining, obtaining an advertisement of the first vendor to provide to the communication device, and providing the advertisement to the communication device. Other embodiments are disclosed.

Abstract: Aspects of the subject disclosure may include, for example, determining conversions associated with an advertising campaign, identifying consumers associated with the conversions. Further embodiments can include determining an attribution window for the advertising campaign, identifying first advertisements of the advertising campaign exposed to the consumers during the attribution window. Additional embodiments include identifying an advertising medium for each of the first advertisements resulting in a plurality of advertising mediums, and adjusting the advertising campaign according to the conversions and the plurality of advertising mediums resulting in an adjusted advertising campaign. Also, embodiments include delivering, over a communication network, second advertisements associated with the adjusted advertising campaign to communication devices associated with target households. A portion of the second advertisements is presented on each of the communication devices. Other embodiments are disclosed.