Abstract: A computer implemented method includes receiving a document with line item textual entries and an attachment containing images of different objects characterizing different transactions. The images of the different objects are split into individual image objects. Attributes from the individual image objects are extracted. The line item textual entries are matched with the individual image objects to form matched image objects. The matched image objects include ambiguous matches with multiple individual image objects assigned to a single line item textual entry or a single individual image object assigned to multiple line item textual entries. An assignment model is applied to resolve the ambiguous matches. The assignment model defines priority constraints, assigns pairs of line item textual entries and individual image objects that meet highest priority constraints, removes highest priority constraints when ambiguous matches remain, and repeats these operations until no ambiguous matches remain.

Abstract: A computer implemented method includes receiving a document with line item textual entries and an attachment containing images of different objects characterizing different transactions. The images of the different objects are split into individual image objects. Attributes from the individual image objects are extracted. The line item textual entries are matched with the individual image objects to form matched image objects. The matched image objects include ambiguous matches with multiple individual image objects assigned to a single line item textual entry or a single individual image object assigned to multiple line item textual entries. An assignment model is applied to resolve the ambiguous matches. The assignment model defines priority constraints, assigns pairs of line item textual entries and individual image objects that meet highest priority constraints, removes highest priority constraints when ambiguous matches remain, and repeats these operations until no ambiguous matches remain.

Abstract: An approach is provided for providing information collection using template-based user tasks. The collection platform processes and/or facilitates a processing of partial information for insertion into one or more task templates to cause, at least in part, creation of one or more user tasks to verify, to extend, or a combination thereof the partial information according to one or more system requirements for information. Next, the collection platform causes, at least in part, a distribution of the one or more user tasks based, at least in part, on the one or more system requirements, history information relating to participation of one or more users, or a combination thereof.

Abstract: An approach is provided for providing information collection using template-based user tasks. The collection platform processes and/or facilitates a processing of partial information for insertion into one or more task templates to cause, at least in part, creation of one or more user tasks to verify, to extend, or a combination thereof the partial information according to one or more system requirements for information. Next, the collection platform causes, at least in part, a distribution of the one or more user tasks based, at least in part, on the one or more system requirements, history information relating to participation of one or more users, or a combination thereof.

Abstract: An approach is provided for providing information collection using template-based user tasks. The collection platform processes and/or facilitates a processing of partial information for insertion into one or more task templates to cause, at least in part, creation of one or more user tasks to verify, to extend, or a combination thereof the partial information according to one or more system requirements for information. Next, the collection platform causes, at least in part, a distribution of the one or more user tasks based, at least in part, on the one or more system requirements, history information relating to participation of one or more users, or a combination thereof.

Abstract: An approach is provided for crowd sourcing and grouping points-of-interest based on cell broadcast message information. Reception of a message from a mobile terminal is caused, at least in part. The message specifies point-of-interest information and an associated area name corresponding to one of a plurality of cells of a communication network. The message is parsed to determine the point-of-interest information and the associated area name. A connectivity graph specifying relationships among the cells is selectively updated with the point-of-interest information.

Abstract: An approach is provided for crowd sourcing and grouping points-of-interest based on cell broadcast message information. Reception of a message from a mobile terminal is caused, at least in part. The message specifies point-of-interest information and an associated area name corresponding to one of a plurality of cells of a communication network. The message is parsed to determine the point-of-interest information and the associated area name. A connectivity graph specifying relationships among the cells is selectively updated with the point-of-interest information.

Abstract: An approach is provided for crowd sourcing and grouping points-of-interest based on cell broadcast message information. Reception of a message from a mobile terminal is caused, at least in part. The message specifies point-of-interest information and an associated area name corresponding to one of a plurality of cells of a communication network. The message is parsed to determine the point-of-interest information and the associated area name. A connectivity graph specifying relationships among the cells is selectively updated with the point-of-interest information.

Abstract: An approach is provided for providing information collection using template-based user tasks. The collection platform processes and/or facilitates a processing of partial information for insertion into one or more task templates to cause, at least in part, creation of one or more user tasks to verify, to extend, or a combination thereof the partial information according to one or more system requirements for information. Next, the collection platform causes, at least in part, a distribution of the one or more user tasks based, at least in part, on the one or more system requirements, history information relating to participation of one or more users, or a combination thereof.

Abstract: An approach is provided for providing location based services using connectivity graphs based on cell broadcast information. A plurality of cell broadcast message identifiers are caused to be received. Cell broadcast message identifiers are respectively associated with a plurality of cells. A connectivity graph specifying relationships among the cells is generated for providing a location based service.

Abstract: An approach is provided for providing location based services using connectivity graphs based on cell broadcast information. A plurality of cell broadcast message identifiers are caused to be received. Cell broadcast message identifiers are respectively associated with a plurality of cells. A connectivity graph specifying relationships among the cells is generated for providing a location based service.

Abstract: An approach is provided for providing location based services using connectivity graphs based on cell broadcast information. A plurality of cell broadcast message identifiers are caused to be received. Cell broadcast message identifiers are respectively associated with a plurality of cells. A connectivity graph specifying relationships among the cells is generated for providing a location based service.

Abstract: An approach is provided for providing location based services using connectivity graphs based on cell broadcast information. A plurality of cell broadcast message identifiers are caused to be received. Cell broadcast message identifiers are respectively associated with a plurality of cells. A connectivity graph specifying relationships among the cells is generated for providing a location based service.