摘要:
System and method for partitioning a video into a series of semantic units where each semantic unit relates to a generally complete thematic topic. A computer implemented method for partitioning a video into a series of semantic units wherein each semantic unit relates to a theme or a topic, comprises dividing a video into a plurality of homogeneous segments, analyzing audio and visual content of the video, extracting a plurality of keywords from the speech content of each of the plurality of homogeneous segments of the video, and detecting and merging a plurality of groups of semantically related and temporally adjacent homogeneous segments into a series of semantic units in accordance with the results of both the audio and visual analysis and the keyword extraction. The present invention can be applied to generate important table-of-contents as well as index tables for videos to facilitate efficient video topic searching and browsing.
摘要:
Applications of machine learning techniques such as Latent Dirichlet Allocation (LDA) and author-topic models (ATM) to the problems of mining of user roles to specify access control policies from entitlement as well as logs which contain record of the usage of these entitlements are provided. In one aspect, a method for performing role mining given a plurality of users and a plurality of permissions is provided. The method includes the following steps. At least one generative machine learning technique, e.g., LDA, is used to obtain a probability distribution θ for user-to-role assignments and a probability distribution β for role-to-permission assignments. The probability distribution θ for user-to-role assignments and the probability distribution β for role-to-permission assignments are used to produce a final set of roles, including user-to-role assignments and role-to-permission assignments.
摘要:
A real-time method and system are described for automatically extracting text from the customer-agent interaction at a contact center, analyzing the extracted text to automatically identify one or more customer issues, and performing processing by contact-center agent buddies (CABs) to generate at least one response to the customer issues.
摘要:
Computer implemented method, system and computer usable program code for detecting topic shift boundaries in a multimedia stream. A computer implemented method for detecting topic shift boundaries in a multimedia stream includes receiving a multimedia stream, and performing multimodal analysis on the multimedia stream to locate a plurality of temporal positions within the multimedia stream at which topic changes have an increased likelihood of occurring to provide a sequence of multimedia portions. Characteristics for a sliding window for each multimedia portion in the sequence of multimedia portions are automatically determined, and topic shift boundaries are detected in each multimedia portion by applying a text-based topic shift detector over the media stream's text transcript using a sliding window, wherein the sliding window used with each multimedia portion has the characteristics determined from its respective multimedia portion.
摘要:
A system, method and computer program product for generating personal profiles for subjects appearing in a video media source. The method includes extracting audiovisual-related personal information related to a subject appearing in the video media source; extracting text-related personal information that are related to the subject in the video source; correlating the extracted audiovisual-related personal information and the extracted text-related personal information related to the subject; and assembling a personal profile data structure for the subject, the personal profile data structure comprising the text-related personal information and audiovisual-related personal information related to the subject. The text-related personal information forms the name identity of the subject, while the audiovisual-related personal information includes audiovisual-related features including information forming one or more of: a visual identity, a kinematic identity and, a voice identity of the subject. In an alternate embodiment, in an iterative manner, the correlated extracted audiovisual-related personal information and extracted text-related personal information may be fed back and utilized for performing an additional search from external information sources, via a search engine, to obtain additional texts relating to the subject or obtain additional video media sources having the subject. There is further enabled the updating of an assembled personal profile of a subject as a new video media source having said subject becomes available.
摘要:
Computer implemented method, system and computer program product for extracting salient keywords for videos. A computer implemented method for extracting salient keywords for videos includes extracting a set of candidate keywords from a text source of a video, assigning a salience value to each candidate keyword based on statistical information to provide a set of statistically significant keywords, exploiting additional cues that are available to the video and that can be used to further measure the significance of existing keywords or to extract new keywords, and selecting a set of salient keywords for the video based on the set of statistically significant keywords and the additional cues.