Abstract: Systems and methods for building an index for matching queries and bidded terms are disclosed. The expansion of the bid-terms includes a collective expansion using graph mining techniques on a subgraph extracted from user actions on a <query, URL> bi-partite graph. The extracted subgraph is specific to an AdGroup (obtained using all the available context) and is personalized. The extracted subgraph can be tuned to various objectives such as head/torso/tail, specific vs generic etc. Multiple relevance measures of candidate query nodes are calculated with reference to multiple source nodes or context, and the final rankings are biased to commercial relevance using personalized random-walks.

Abstract: Methods and systems are disclosed which allow shifting inventory to fulfill guaranteed delivery advertisement contracts. Inventory may be allocated from a supply of unallocated inventory to one or more advertisers in accordance with guaranteed delivery agreements. Inventory may be reserved for the one or more advertisers from the remaining supply of unallocated inventory. Inventory may then be allocated to an additional advertiser by using unallocated inventory or shifted inventory, or a combination of unallocated inventory and shifted inventory. The shifted inventory is shifted out of the allocation for the first advertiser and the shifted inventory is replaced by the reserve inventory for the respective advertiser.

Abstract: Methods and systems are disclosed which allow shifting inventory to fulfill guaranteed delivery advertisement contracts. Inventory may be allocated from a supply of unallocated inventory to one or more advertisers in accordance with guaranteed delivery agreements. Inventory may be reserved for the one or more advertisers from the remaining supply of unallocated inventory. Inventory may then be allocated to an additional advertiser by using unallocated inventory or shifted inventory, or a combination of unallocated inventory and shifted inventory. The shifted inventory is shifted out of the allocation for the first advertiser and the shifted inventory is replaced by the reserve inventory for the respective advertiser.

Abstract: Systems and methods for adjusting online ads delivery pace derive, in a computer system, a current impression delivery for an ads display contract. A plurality of estimation bands are delivered corresponding to over delivery and under delivery for the ads display contract. A relative distance is determined between the current impression delivery and the plurality of estimation bands. An adjustment factor is selected according to the relative distance. The adjustment factor is sent to a database.

Abstract: Methods and systems are disclosed which allow shifting inventory to fulfill guaranteed delivery advertisement contracts. Inventory may be allocated from a supply of unallocated inventory to one or more advertisers in accordance with guaranteed delivery agreements. Inventory may be reserved for the one or more advertisers from the remaining supply of unallocated inventory. Inventory may then be allocated to an additional advertiser by using unallocated inventory or shifted inventory, or a combination of unallocated inventory and shifted inventory. The shifted inventory is shifted out of the allocation for the first advertiser and the shifted inventory is replaced by the reserve inventory for the respective advertiser.

Abstract: A system and method for adjusting demand parameters to produce an optimized allocation plan for delivering a plurality of impressions to a plurality of contracts for display advertising. The method commences upon receiving a first eligibility graph, the first eligibility graph comprising a plurality of impressions, a plurality of contracts and at least one first demand parameter. For reducing errors in sampling that affect the eligibility graph, demand parameters contained within the first eligibility graph are adjusted, resulting in an adjusted first eligibility graph. Once the adjusted first eligibility graph is available, a network solver is used for solving the adjusted first eligibility graph to produce an adjusted allocation plan, which adjusted allocation plan is used for displaying at least one of the plurality of impressions.