摘要:
A method and system for use in an information retrieval system that provides related informational items that can be automatically classified and summarized in a hierarchical manner. The system comprises the steps and means for the presentation and analysis of mined data through the application of four distinct processes, namely, feature selection, clustering, classification and summarization. The implementation of each of these techniques is a single process without regard to order. Individual informational items are analyzed, and relevant features extracted. Individual groups of informational items, otherwise known as clusters, are identified, and rules are determined to allow the assignment of informational items to the previously mentioned groups. Descriptive and meaningful titles are then identified for the groups. Various methods of presenting searched information to an end user are also provided. A method of adaptive clustering is also provided.
摘要:
A method and system for use in an information retrieval system that provides related informational items that can be automatically classified and summarized in a hierarchical manner. The system comprises the steps and means for the presentation and analysis of mined data through the application of four distinct processes, namely, feature selection, clustering, classification and summarization. The implementation of each of these techniques is a single process without regard to order. Individual informational items are analyzed, and relevant features extracted. Individual groups of informational items, otherwise known as clusters, are identified, and rules are determined to allow the assignment of informational items to the previously mentioned groups. Descriptive and meaningful titles are then identified for the groups. Various methods of presenting searched information to an end user are also provided. A method of adaptive clustering is also provided.
摘要:
An information retrieval system allows a user to navigate through a plurality of informational items for a desired informational item, and upon selection of an informational item, presents other informational items related to the selected informational item. The information retrieval system in accordance with the principles of the present invention maintains a database that defines a relational association between a plurality of informational items in the system. The relational association is based on historical navigational behavior of users of the information retrieval system, and includes a relationship type, which is based on the characteristic similarities between the informational items, and relationship strength, which is based on the historical frequency of any related informational items being selected by a user within the same information retrieval session. When a navigation from one informational item to another informational item is detected, the relationship type and the relationship strength of the two informational items are determined and stored in the database. During a subsequent selection of an informational item, any related informational items related to the selected informational item are sorted based on the respective relationship types and relationship strengths, and are provided in a sorted list from which the user can select.
摘要:
An information retrieval system allows a user to search a database of informational items for a desired informational item, and presents the search result in the form of matching index entries in the order of relevance. The information retrieval system in accordance with the principles of the present invention assigns a relevance rating to each of the index entries without requiring an explicit input from the user with respect to the usefulness or the relevance of the retrieved information corresponding to the respective index entries. When the user selects and retrieves an informational item through a list of index entries presented by the retrieval system, as a result of a search, the relevance rating of the selected informational item is increased by a predetermined amount. The relevance rating of the selected informational item is further adjusted based on any actions the user takes subsequent to the initial selection of the informational item if the subsequent act indicates that the relevance of the selected informational item may be less than what is reflected by the rating increase by the predetermined amount. Ratings of the informational items in the database are determined from implicit suggestions from the usage of the retrieval system and the database by the user rather than from an explicit user input. In another aspect of the present invention, the ratings are allowed to decay over time to minimize the tendencies for historical usage biased rating, and to provide more temporally accurate ratings. The most recently accessed time of each of the informational items in the database is compared to a predetermined stale access time threshold, and if the most recently accessed time is older than the threshold, than the rating of the corresponding informational item is decreased to reflect the dated nature of the information contained within the item.
摘要:
A system, method, and computer program product for determining the emotional content of an electronic correspondence to route or prioritize the information, to set the expectations of a customer support worker, to flag those workers who are using inappropriate language with the customer, or to determine another best course to send the correspondence. In a preferred embodiment, a customer sends an electronic correspondence to a company via email. Emotionally charged words or symbols in each sentence are detected. The message is then given an emotional ranking which is used to determine what future action is most appropriate for the correspondence.
摘要:
The present invention is directed to a system and method for selectively sharing data between different implementations of the same software program in a network environment. The program implementations are otherwise independent with each executing its own private memory space in a single computer or on multiple computers in the network. The present invention enables a first implementation of a program to borrow or utilize data collected, derived or otherwise utilized by a second implementation of the same program.
摘要:
A system, method, and computer program product for determining the emotional content of an electronic correspondence to route or prioritize the information, to set the expectations of a customer support worker, to flag those workers who are using inappropriate language with the customer, or to determine another best course to send the correspondence. In a preferred embodiment, a customer sends an electronic correspondence to a company via email. Emotionally charged words or symbols in each sentence are detected. The message is then given an emotional ranking which is used to determine what future action is most appropriate for the correspondence.
摘要:
An apparatus and method for a recursive document network searching system comprising a searchable document database containing multiple root and sub-root documents containing relational links to other documents where the relational links are manually created or are created by way learned functional components. An inventive aspect of this work is the ability to co-mingle the manual and learned components of such structures so that the user can have an efficient system for and method of a convenient and economical retrieval of the one desired informational item in an informational retrieval system that allows leveraging of the time and effort invested during prior information retrieval sessions; and can have an efficient system and method for a dynamic and context sensitive mapping of help items in a help information retrieval system. The documents at any point in the network can contain relational links to other documents both for the purposes of constructing a network. This network can be cyclic or acyclic.
摘要:
Systems and methods for monitoring and adapting marketing campaigns are described. Various aspects of the systems and methods include dynamically adjusting presented campaign frequency based upon measured success criteria, identifying important or superfluous portions of a campaign to adjust campaign sub-part frequency based upon measured success criteria, and/or recombining campaign sub-parts into entirely new campaigns and selecting for successful campaigns based upon measured success criteria.