An information processing system according to the present invention is an information processing system that sets a weight matrix. The weight matrix is generated by learning using a target matrix that is a matrix including an action status on an item in each of a plurality of setting statuses as an element of a column, includes a weight corresponding to an intersection of items as an element, and is multiplied by the target matrix. The information processing system includes: a similarity degree calculating unit configured to extract, from each column of the target matrix, some elements from among all elements of the column, and calculate a degree of similarity between the items based on the some elements of the each column; and a weight matrix setting unit configured to set the weight matrix that is a sparse matrix including a nonzero element based on the degree of similarity.

This disclosure relates to streaming real-time messages over time to client applications according to query subscriptions that match content from a large stream of messages exchanged on a messaging platform in a manner that increases the speed of message delivery, effectively controls the management of computer resources to handle the fluctuation of the number of active query subscriptions, and/or increases the security of matching the query subscriptions against messages generated from the perspective of the authors while delivering those messages in real-time from the perspective of the users that initiated the query subscriptions.

This disclosure relates to streaming real-time messages over time to client applications according to query subscriptions that match content from a large stream of messages exchanged on a messaging platform in a manner that increases the speed of message delivery, effectively controls the management of computer resources to handle the fluctuation of the number of active query subscriptions, and/or increases the security of matching the query subscriptions against messages generated from the perspective of the authors while delivering those messages in real-time from the perspective of the users that initiated the query subscriptions.

The present disclosure provides an apparatus for and method of generating a context category dataset. According to some embodiments, the present disclosure provides a context category dataset generating apparatus and method which predict a context category to which a user-inputted hashtag belongs, receive from the user the user's context category to which the hashtag belongs, and generate and update the context category dataset.

A system and improved method for managing an individual's job applications and networking processes in a digital, visual manner. In one aspect of the present invention, the platform is realized in the form of a web application with different sections, including one for tracking job applications, one for tracking networking outreach and engagement, and another for seeing tasks from both of those other sections. Data relevant to individual job applications and networking opportunities is stored in each section and displayed in an interactive kanban board-manner to enable them to manipulate their status and stay organized. Additional integrations and features include permitting importing and exporting data to third party servicers, such as job boards, applicant tracking systems, and calendars, and automated movement and prioritization using artificial intelligence/machine learning techniques applied to specific and aggregated data from other users. Machine learning further augments the application by providing additional guidance and data.

The present application discloses a method, an apparatus, a device, and a storage medium for intention recommendation, which relates to the field of big data, artificial intelligence, intelligent search, information flow and deep learning technologies in the field of computer technologies. A specific implementation scheme includes: receiving an intention query request carrying an intention keyword and a user identification, determining a first recommendation list according to the intention keyword and a pre-configured intention repository, where the intention repository includes at least one tree-shaped intention set, and each tree-shaped intention set includes at least one graded intention, processing intentions in the first recommendation list by using intention strategy information corresponding to the user identification to obtain a target recommendation list and output it.

Embodiments of the present disclosure provide a content creation method and a device. The method comprises: displaying a creation guide panel in response to a triggering operation on a content publishing control, wherein the creation guide panel comprises at least two creation guide themes, and creation attributes corresponding to the creation guide themes are different; and in response to a triggering operation on a target creation guide theme, displaying multiple pieces of creation guide content information corresponding to the target creation guide theme, so that a user performs content creation according to the creation guide content information, wherein the target creation guide theme is any one of the at least two creation guide themes. According to the embodiments of the present disclosure, the user can use the creation guide content information for content creation, and the user can determine creatable content and also can provide a content consumer with content needed by the content consumer, thereby improving content creation efficiency and experience.

Embodiments of the present disclosure provide a content creation method and a device. The method comprises: displaying a creation guide panel in response to a triggering operation on a content publishing control, wherein the creation guide panel comprises at least two creation guide themes, and creation attributes corresponding to the creation guide themes are different; and in response to a triggering operation on a target creation guide theme, displaying multiple pieces of creation guide content information corresponding to the target creation guide theme, so that a user performs content creation according to the creation guide content information, wherein the target creation guide theme is any one of the at least two creation guide themes. According to the embodiments of the present disclosure, the user can use the creation guide content information for content creation, and the user can determine creatable content and also can provide a content consumer with content needed by the content consumer, thereby improving content creation efficiency and experience.

A method for providing brand information according to example embodiments may include receiving the search term from a user of a service, when the search term is associated with a first brand, identifying a list of related brands associated with the first brand, providing a first page including a first area displaying a first item list corresponding to the search term and a second area displaying the list of related brands associated with the first brand, and in response to an input for a second brand included in the list of related brands, providing a second page including a third area displaying a second item list of the second brand.

A method for providing brand information according to example embodiments may include receiving the search term from a user of a service, when the search term is associated with a first brand, identifying a list of related brands associated with the first brand, providing a first page including a first area displaying a first item list corresponding to the search term and a second area displaying the list of related brands associated with the first brand, and in response to an input for a second brand included in the list of related brands, providing a second page including a third area displaying a second item list of the second brand.