Abstract: Methods and apparatus for using features of images representing content items to improve the presentation of the content items are disclosed. In one embodiment, a plurality of digital images are obtained, where each of the images represents a corresponding one of a plurality of content items Image features of each of the digital images are determined. Additional features including at least one of user features pertaining to a user of a client device or contextual features pertaining to the client device are ascertained. At least a portion of the content items are provided via a network to the client device using features that include or are derived from both the image features of each of the plurality of digital images and the additional features.

Abstract: Methods and apparatus for using features of images representing content items to improve the presentation of the content items are disclosed. In one embodiment, a plurality of digital images are obtained, where each of the images represents a corresponding one of a plurality of content items Image features of each of the digital images are determined. Additional features including at least one of user features pertaining to a user of a client device or contextual features pertaining to the client device are ascertained. At least a portion of the content items are provided via a network to the client device using features that include or are derived from both the image features of each of the plurality of digital images and the additional features.

Abstract: This application relates to a method and a system for automatically detecting jaywalking of vulnerable road users (VRUs). In one aspect, the method includes first determining whether a detected current trajectory of the first VRU substantially matches a first path infrequently taken by the plurality of VRUs. The method also includes second determining whether a predicted trajectory of a selected VRU crosses a second path frequently taken by a plurality of vehicles based on the past trajectory data of the plurality of vehicles. The method further includes third determining whether the predicted trajectory of the selected VRU is substantially distal to a third path marked for VRU use. The method further includes determining whether the selected VRU is jaywalking based on the first determining, the second determining, and the third determining.

Abstract: This application relates to a method and a system for automatically detecting jaywalking of vulnerable road users (VRUs). In one aspect, the method includes first determining whether a detected current trajectory of the first VRU substantially matches a first path infrequently taken by the plurality of VRUs. The method also includes second determining whether a predicted trajectory of a selected VRU crosses a second path frequently taken by a plurality of vehicles based on the past trajectory data of the plurality of vehicles. The method further includes third determining whether the predicted trajectory of the selected VRU is substantially distal to a third path marked for VRU use. The method further includes determining whether the selected VRU is jaywalking based on the first determining, the second determining, and the third determining.

Abstract: This application relates to a method and a system for automatically detecting jaywalking of vulnerable road users (VRUs). In one aspect, the method includes first determining whether a detected current trajectory of the first VRU substantially matches a first path infrequently taken by the plurality of VRUs. The method also includes second determining whether a predicted trajectory of a selected VRU crosses a second path frequently taken by a plurality of vehicles based on the past trajectory data of the plurality of vehicles. The method further includes third determining whether the predicted trajectory of the selected VRU is substantially distal to a third path marked for VRU use. The method further includes determining whether the selected VRU is jaywalking based on the first determining, the second determining, and the third determining.

Abstract: Methods and apparatus for using features of images representing content items to improve the presentation of the content items are disclosed. In one embodiment, a plurality of digital images are obtained, where each of the images represents a corresponding one of a plurality of content items Image features of each of the digital images are determined. Additional features including at least one of user features pertaining to a user of a client device or contextual features pertaining to the client device are ascertained. At least a portion of the content items are provided via a network to the client device using features that include or are derived from both the image features of each of the plurality of digital images and the additional features.

Abstract: Methods and apparatus for using features of images representing content items to improve the presentation of the content items are disclosed. In one embodiment, a plurality of digital images are obtained, where each of the images represents a corresponding one of a plurality of content items. Image features of each of the digital images are determined. Additional features including at least one of user features pertaining to a user of a client device or contextual features pertaining to the client device are ascertained. At least a portion of the content items are provided via a network to the client device using features that include or are derived from both the image features of each of the plurality of digital images and the additional features.

Abstract: Methods and apparatus for using features of images representing content items to improve the presentation of the content items are disclosed. In one embodiment, a plurality of digital images are obtained, where each of the images represents a corresponding one of a plurality of content items. Image features of each of the digital images are determined. Additional features including at least one of user features pertaining to a user of a client device or contextual features pertaining to the client device are ascertained. At least a portion of the content items are provided via a network to the client device using features that include or are derived from both the image features of each of the plurality of digital images and the additional features.

Abstract: Methods and apparatus for using features of images representing content items to improve the presentation of the content items are disclosed. In one embodiment, a plurality of digital images are obtained, where each of the images represents a corresponding one of a plurality of content items. Image features of each of the digital images are determined. Additional features including at least one of user features pertaining to a user of a client device or contextual features pertaining to the client device are ascertained. At least a portion of the content items are provided via a network to the client device using features that include or are derived from both the image features of each of the plurality of digital images and the additional features.

Abstract: Methods and apparatus for using features of images representing content items to improve the presentation of the content items are disclosed. In one embodiment, a plurality of digital images are obtained, where each of the images represents a corresponding one of a plurality of content items. Image features of each of the digital images are determined. Additional features including at least one of user features pertaining to a user of a client device or contextual features pertaining to the client device are ascertained. At least a portion of the content items are provided via a network to the client device using features that include or are derived from both the image features of each of the plurality of digital images and the additional features.

Abstract: A first named entity, in a first query, may be identified. A first type, of the first named entity, may be determined and a first prefix and a first postfix, associated with the first named entity in the first query, may be identified. The first prefix and the first postfix may be assigned to a first group. The first group may designate one or more prefixes and one or more postfixes as being associated with the first type. A second named entity, associated with the first prefix and the first postfix in the first group, may be identified in a second query. Responsive to the second named entity being associated with the first type, a first search intent case comprising the first prefix, the first postfix, and the first type may be added to a database.

Abstract: Generally, the present invention provides systems, methods and computer program products for detecting different content items with similar content by examining the anchortext of the link. A method of the present invention comprises selecting one of a plurality of websites, crawling the selected website to identify one or more content items, and downloading one or more content items of the selected website. A determination is then made as to the one or more linking relationships from the one or more content items of the selected website and one or more linking rules are learned based upon association rule mining of the one or more content items. The one or more linking rules are then applied to one or more content items of one or more websites in order to determine storage of the one or more content items based upon the one or more linking rules on a search provider's central server.

Abstract: A method for improved search engine coverage, the method including receiving at least one computer-network based document at a first computer, storing any of a link and content associated with the document in a cache, providing the cached information to either of a traversal application and a search engine, and causing the retrieval of the document via either of the traversal application and the search engine using the cached information.