Abstract: A hybrid-sharded index includes document-sharded posting lists and term-sharded posting lists. Implementations include systems and methods using a distributed hybrid-sharded index. For example, a method may include receiving, at a root node, a query having a first term and a second term and determining, that the first term is term-sharded. The method may also include retrieving a term-sharded posting list for the first term from a first leaf node that stores the term-sharded posting list and determining, at the root node, a second leaf node that stores a document-sharded posting list for the second term. The method may include sending the second term and a sub-set of documents from the term-sharded posting list to the second leaf node, the sub-set being documents assigned to the second leaf node; and generating a search result using a response received from the second leaf node.

Abstract: Various methods and apparatuses are provided which may be implemented using one or more computing devices within a networked computing environment to employ publish-subscribe techniques to associate subscriber encoded data files with a set of publisher encoded data files.

Abstract: Systems and methods include a distributed system that uses a declarative language to separate application logic from the network technology used to communicate. For example, in a system with a plurality of processing nodes, each processing node may include at least one processor, a networking layer for communicating with other processing nodes, and a memory storing instructions that, when executed by the at least one processor, cause the processing node to perform operations. The operations may include receiving a processing plan using the networking layer and analyzing the processing plan to determine a service to perform and a number of inputs anticipated for the service. The operations may also include performing the determined service. The processing plan defines a processing tree comprising a subset of the plurality of processing nodes, the processing tree having unidirectional communication from the root to a final level of the tree.

Abstract: Systems and methods include a distributed system that uses a declarative language to separate application logic from the network technology used to communicate. For example, in a system with a plurality of processing nodes, each processing node may include at least one processor, a networking layer for communicating with other processing nodes, and a memory storing instructions that, when executed by the at least one processor, cause the processing node to perform operations. The operations may include receiving a processing plan using the networking layer and analyzing the processing plan to determine a service to perform and a number of inputs anticipated for the service. The operations may also include performing the determined service. The processing plan defines a processing tree comprising a subset of the plurality of processing nodes, the processing tree having unidirectional communication from the root to a final level of the tree.

Abstract: Systems and techniques are disclosed for generating entries for a searchable index based on rules generated by one or more machine-learned models. The index entries can include one or more tokens correlated with an outcome and an outcome probability. A subset of tokens can be identified based on the characteristics of an event. The index may be searched for outcomes and their respective probabilities that correspond to tokens that are similar to or match the subset of tokens based on the event.

Abstract: A system and a method are provided for using external sources (e.g., landing pages) for sponsored search ad selection. In one example, the system identifies one or more regions of an external source. The one or more regions are relevant to a query. The external source includes a source that includes relevant data that is usable for augmenting an ad selection process. The system extracts one or more features from the one or more regions. The system determines which of the one or more features are relevant for item indexing. The system then augments an item selection process by using the one or more features that are relevant for item indexing.

Abstract: Systems and methods for deleting non-key values from an index distributed over a plurality of computing devices maintains a non-key master list that includes the non-key values that are stored on each of the plurality of computing devices and receives a list of non-key values to delete. The systems and methods further intersect the list of non-key values to delete with the non-key master list, creating a first delete list for a first one of the plurality of computing devices that includes non-key values to be deleted that are stored on the first computing device. The systems and methods further transmit the first delete list to the first computing device and update the non-key master list based on the list of non-key values to delete.

Abstract: A method is carried out by storing information describing configurations of discussion threads formed of respective series of EMTs that are exchanged among at least two individuals. The discussion threads have a root EMT, zero or more reply EMTs, and a last offspring EMT. The method is further carried out by compacting the EMT discussion threads, and indexing the compacted EMT discussion threads.

Abstract: Various methods and apparatuses are provided which may be implemented using one or more computing devices within a networked computing environment to employ publish-subscribe techniques to associate subscriber encoded data files with a set of publisher encoded data files.

Abstract: A method includes describing the thread configurations of a volume of well-ordered electronic message transmissions (EMT) and utilizing the thread configuration data to conduct selective searches of the EMT volume. An apparatus includes a thread processor and a query manager. The thread processor analyzes the EMT threads and records the thread configuration data. The query manager utilizes the thread configuration data to conduct selective searches of the EMT volume.

Abstract: Methods and systems are provided for click through rate prediction and advertisement selection in online advertising. Methods are provided in which output information from a feature-based machine learning model is utilized. The output information includes predicted click through rate information. The output information is used to form a matrix. The matrix is modeled using a latent variable model. Machine learning techniques can be used in determining values for unfilled cells of one or more model matrices. The latent variable model can be used in determining predicted click through rate information, and in advertisement selection in connection with serving opportunities.

Abstract: A method is carried out by storing information describing configurations of discussion threads formed of respective series of EMTs that are exchanged among at least two individuals. The discussion threads have a root EMT, zero or more reply EMTs, and a last offspring EMT. The method is further carried out by compacting the EMT discussion threads, and indexing the compacted EMT discussion threads.

Abstract: An item of inventory is described as a Boolean expression, which is converted into a multi-level, alternating AND/OR impression tree representation with leaf nodes representing conjuncts. Processing the conjuncts of the tree through a contract index results in retrieving a set of candidate contracts that match at least some but not necessarily all impression tree leaf node predicates. Next, an AND/OR contract tree representation is constructed with each contract tree leaf node having a label representing a projection onto a discrete set of ordered symbols. Contracts with projections that cover the entire range of discrete set of ordered symbols are deemed to satisfy the item of inventory. Implementation of the contract index includes retrieval techniques to support multi-valued predicates as well as confidence threshold functions using a multi-level tree representation of multi-valued predicates.

Abstract: A system and a system are provided for using external sources (e.g., landing pages) for sponsored search ad selection. In one example, the system identifies one or more regions of an external source. The one or more regions are relevant to a query. The external source includes a source that includes relevant data that is usable for augmenting an ad selection process. The system extracts one or more features from the one or more regions. The system determines which of the one or more features are relevant for item indexing. The system then augments an item selection process by using the one or more features that are relevant for item indexing.

Abstract: A method and system for querying multifaceted information. An inverted index is constructed to include unique indexed tokens associated with posting lists of one or more documents. An indexed token is either a facet token included in a document as an annotation or a path prefix of the facet token. The annotation indicates a path within a tree structure representing a facet that includes the document. The tree structure includes nodes representing categories of documents. A query is received that includes constraints on documents. The constraints are associated with indexed tokens and corresponding posting lists. An execution of the query includes identifying the corresponding posting lists by utilizing the constraints and the inverted index and intersecting the posting lists to obtain a query result.

Abstract: An improved system and method for efficiently evaluating complex Boolean expressions is provided. Leaf nodes of Boolean expression trees for objects represented by Boolean expressions of attribute-value pairs may be assigned a positional identifier that indicates the position of a node in the Boolean expression tree. The positional identifiers of each object may be indexed by attribute-value pairs of the leaf nodes of the Boolean expression trees in an inverted index. Given an input set of attribute-value pairs, a list of positional identifiers for leaf nodes of virtual Boolean expression trees may be found in the index matching the attribute-value pairs of the input set. The list of positional identifiers of leaf nodes may be sorted in order by positional identifier for each contract. An expression evaluator may then verify whether a virtual Boolean expression tree for each contract is satisfied by the list of positional identifiers.

Abstract: A method for automatic matching of contracts to inventory using a fixed-length complex predicate representation. An item of inventory is described as a Boolean expression, which is converted into a multi-level, alternating AND/OR impression tree representation with leaf nodes representing conjuncts. Processing the conjuncts of the tree through a contract index results in retrieving a set of candidate contracts that match the at least some but not necessarily all impression tree leaf node predicates. Next, an AND/OR contract tree representation is constructed with each contract tree leaf node having a label representing a projection onto a discrete set of ordered symbols. Contracts with projections that cover the entire range of discrete set of ordered symbols are deemed to satisfy the item of inventory.

Abstract: A method for automatic matching of contracts to inventory using a fixed-length complex predicate representation. An item of inventory is described as a Boolean expression, which is converted into a multi-level, alternating AND/OR impression tree representation with leaf nodes representing conjuncts. Processing the conjuncts of the tree through a contract index results in retrieving a set of candidate contracts that match the at least some but not necessarily all impression tree leaf node predicates. Next, an AND/OR contract tree representation is constructed with each contract tree leaf node having a label representing a projection onto a discrete set of ordered symbols. Contracts with projections that cover the entire range of discrete set of ordered symbols are deemed to satisfy the item of inventory.

Abstract: A method for automatic matching of contracts to inventory using a fixed-length complex predicate representation. An item of inventory is described as a Boolean expression, which is converted into a multi-level, alternating AND/OR impression tree representation with leaf nodes representing conjuncts. Processing the conjuncts of the tree through a contract index results in retrieving a set of candidate contracts that match the at least some but not necessarily all impression tree leaf node predicates. Next, an AND/OR contract tree representation is constructed with each contract tree leaf node having a label representing a projection onto a discrete set of ordered symbols. Contracts with projections that cover the entire range of discrete set of ordered symbols are deemed to satisfy the item of inventory.

Abstract: Automatic management of networked publisher-subscriber relationships in an advertising server network. The method comprises steps for constructing a directed graph representation comprising at least one publisher node (e.g. an Internet property), at least one subscriber node (e.g. an Internet advertiser), at least one intermediary node (e.g. an Internet advertising agent), and at least one edge (e.g. an advertising target predicate) wherein any one of the edges is directly associated with at least one target predicate. The directed graph representation is used in conjunction with an inverted index for retrieving a valid node list comprising only nodes having at least one target predicate that matches at least one event predicate. The event predicate (as well as any target predicate) is any arbitrarily complex Boolean expression, and is used in producing a result node list comprising only nodes that concurrently match the event predicate with an advertising target predicate and are reachable.