Abstract: The present invention relates to a system and methods for automated interactive learning providing an interactive learning system for one or more users. The users of the learning system and methods may be students, trainees, or any user that generates queries and/or questions to the system. In one embodiment, the system and methods for automated interactive learning comprises a semantic routing model, a deep learning model, an automated student learning needs model, a helping service model, a content priori knowledge service model, a computer implemented system, and mobile objects. The semantic routing model provides routing of user queries to one or more tutors. The one or more tutors may have knowledge necessary to answer the user queries. If not, the semantic routing model directs the user query to a tutor possessing knowledge sufficient to adequately provide an accurate answer to the query. The semantic routing model also provides real-time interaction with users to the selected tutor.

Abstract: The present invention is a method and system for the extraction of keyphrases from natural text. For the purpose of this document, keyphrases are text segments that represent the main topic of a text. The method of the present invention may facilitate keyphrase extraction from any length of text. The text may be of several varieties, such as, for example a sentence, paragraph, document or collection of documents. Phrase separator methods may be applied to the text to extract phrases from the text. From these phrases the present invention may identify the one or more phrases that are integral to the meaning of the text and these may be identified as the keyphrases of the text. The text may be indexed using the keyphrases so that a search based upon any of the keyphrases will cause search engines and/or text retrieval means to retrieve the text.

Abstract: The present invention may provide a system, method and computer program for searching a sub-domain that involves linking to other sub-domains. In particular, the present invention may provide a sub-domain search that ranks and/or weighs search results based on relevance, such relevance being determined by a calculation operating on a broader range of domain and/or sub-domains than a single sub-domain. The present invention may weight and score a search of web pages in a sub-domain based on the content of web pages in other sub-domains.

Abstract: An electronic learning system for generating at least one visualization in relation to a plurality of learners. The system includes at least one data storage device storing learner data and class data, the learner data having a plurality of performance aspects associated with each learner and class data being associated with the plurality of learners, and at least one processor in data communication with the at least one data storage device. The at least one processor adapted to receive the learner data and the class data, generate at least one visualization indicative of performance of each learner in relation to the plurality of learners based upon the learner data and class data, the at least one visualization including multiple graphical features, each of the graphical features being indicative of one of the performance aspects of the learner relative to class data, and display the at least one visualization.

Abstract: The present invention is a method and system for the extraction of keyphrases from natural text. For the purpose of this document, keyphrases are text segments that represent the main topic of a text. The method of the present invention may facilitate keyphrase extraction from any length of text. The text may be of several varieties, such as, for example a sentence, paragraph, document or collection of documents. Phrase separator methods may be applied to the text to extract phrases from the text. From these phrases the present invention may identify the one or more phrases that are integral to the meaning of the text and these may be identified as the keyphrases of the text. The text may be indexed using the keyphrases so that a search based upon any of the keyphrases will cause search engines and/or text retrieval means to retrieve the text.

Abstract: The present invention may provide a system, method and computer program for searching a sub-domain that involves linking to other sub-domains. In particular, the present invention may provide a sub-domain search that ranks and/or weighs search results based on relevance, such relevance being determined by a calculation operating on a broader range of domain and/or sub-domains than a single sub-domain. The present invention may weight and score a search of web pages in a sub-domain based on the content of web pages in other sub-domains.