Abstract: Implementations of the present specification provide a digital avatar recommendation method and recommendation system. The digital avatar recommendation system includes a computer-simulated digital avatar, and the corresponding recommendation method includes: obtaining current state data, where the state data includes user information of a target user, scenario information of a current scenario, and history information of an interaction between the target user and the digital avatar; mapping, by an agent in the digital avatar, the state data to a target action in a candidate action set based on a current policy obtained through reinforcement learning, where a candidate action in the candidate action set corresponds to a to-be-recommended content category, and the target action corresponds to a target content category; and performing, by the digital avatar, target interaction with the target user, where the target interaction is used to recommend the target content category.

Abstract: A method includes, for each user of a group of users participating in a first clinical study: collecting a plurality of data associated with the user, wherein the plurality of data includes data received from a group of devices used by the user over a duration during the first clinical study; determining a state related to the user based on the plurality of data, wherein the state indicates operating conditions of the group of devices used by the user; determining an event alignment status by aligning events logged by the group of devices based on the state related to the user; and determining an individual compliance score for the user based on the event alignment status. The method also includes providing a recommended duration of the first clinical study based on the individual compliance scores of the group of users.

Abstract: A system is provided for determining personal ultra-violet (UV) radiation measurements. The system may include a measurement device configured to measure UV irradiation; and a terminal device configured to receive an output of the measured UV irradiation from the measurement device and to display a specific user's personal UV exposure risk level based on at least the measured sun irradiation.

Abstract: A system is provided for determining personal ultra-violet (UV) radiation measurements. The system may include a measurement device configured to measure UV irradiation; and a terminal device configured to receive an output of the measured UV irradiation from the measurement device and to display a specific user's personal UV exposure risk level based on at least the measured sun irradiation.

Abstract: A system is provided for determining personal ultra-violet (UV) radiation measurements, comprising: a measurement device configured to measure UV irradiation; and a terminal device configured to receive or capture an output of the measured UV irradiation from the measurement device and to determine a specific user's personal UV exposure risk level based on at least the measured sun irradiation and information of a skin type of the specific user. The measurement device configured to measure UV radiation exposure includes a surface that includes a plurality of different sections that each have a different sensitivity to UV radiation exposure, and each of the plurality of different sections are configured to display a different color in response to the UV radiation exposure.

Abstract: An apparatus to realize a personalized cosmetic composition including a feeder to expose a base stored in a chamber, a dispenser to dispense a selected treatment mixture onto the base and form a treated base, a collector to collect the treated base from the chamber and depose the treated base onto a collection container, and a compacter to compact an accumulation of the treated base inside the collection container. The dispenser includes a plurality of reservoirs containing a plurality of additives to be selectively incorporated into the selected treatment mixture, wherein the plurality of additives includes a plurality of pigments to produce the selected treatment mixture in a selected of color.

Abstract: An apparatus to realize a personalized cosmetic composition including a feeder to expose a base stored in a chamber, a dispenser to dispense a selected treatment mixture onto the base and form a treated base, a collector to collect the treated base from the chamber and depose the treated base onto a collection container, and a compacter to compact an accumulation of the treated base inside the collection container. The dispenser includes a plurality of reservoirs containing a plurality of additives to be selectively incorporated into the selected treatment mixture, wherein the plurality of additives includes a plurality of pigments to produce the selected treatment mixture in a selected of color.

Abstract: A system is provided for determining personal ultra-violet (UV) radiation measurements, comprising: a measurement device configured to measure UV irradiation; and a terminal device configured to receive or capture an output of the measured UV irradiation from the measurement device and to determine a specific user's personal UV exposure risk level based on at least the measured sun irradiation and information of a skin type of the specific user. The measurement device configured to measure UV radiation exposure includes a surface that includes a plurality of different sections that each have a different sensitivity to UV radiation exposure, and each of the plurality of different sections are configured to display a different color in response to the UV radiation exposure.