Abstract: Disclosed is a filtering device arranged outside a water outlet piece. A communication seat is provided with a water inlet channel and a water outlet channel, the water inlet channel runs through from a water inlet portion to a water-passing communication portion, and the water outlet channel runs through from the water-passing communication portion to a water outlet portion; a filtering assembly is connected with the water-passing communication portion, and includes a filter element, wherein a water inlet end of the filter element communicates with the water inlet channel, and a water outlet end of the filter element communicates with the water outlet channel, so that the filtering assembly is convenient to replace and low in maintenance cost, the installation is not easy to limit, and the adaptability is high.

Abstract: The present disclosure discloses a shower apparatus, including a water passing pipeline, a filter assembly and a water outlet assembly; wherein a water inlet end of the water passing pipeline is configured to be connected with a water inlet pipe disposed on a wall; a water inlet end of the filter assembly is connected to a water outlet end of the water passing pipeline, and a water outlet end of the filter assembly is connected to a water inlet end of a hose; and a water inlet end of the water outlet assembly is connected to a water outlet end of the hose, and the water outlet assembly is hung on the water passing pipeline. The shower apparatus of the present disclosure makes a height of the water outlet assembly from the ground be not limited, and thus is more comfortable to use.

Abstract: The disclosure provides a method for data instance processing. The method includes obtaining a set of data instances collected from a plurality of organizations. Each of the data instances includes at least one record formed in an organization that stores values of a plurality of attributes of the data instance. The method also includes dividing the set of data instances into groups, wherein data instances with conflicting values for the same attribute are divided into different groups. The method further includes subdividing data instances in each of the groups into clusters.

Abstract: Provided are a resource sharing method and apparatus, an electronic device and a computer-readable medium, which relate to the technical field of information exchange. The method comprises includes: acquiring user information of at least one candidate user; displaying the user information, and receiving a selection operation of a first user for the user information; and determining a second terminal device according to the selection operation, and sending, to the second terminal device and by means of short-distance communication, resources to be shared.

Abstract: A method, a system and a computer program product may evaluate reduction of disease risk. Patient data of a patient may be received. A selection of a disease outcome may be received. A risk score that the patient will experience the selected disease outcome may be determined. The determining may use the patient data. Intervention options may be generated based on the patient data and by accessing a medical record data structure. An intervention effect for each of the intervention options may be determined. The intervention effect may change the risk score. The intervention effects may be compared. A recommendation of at least one of the intervention options may be provided based on the comparing of the intervention effects.

Abstract: A computer implement method for domain adaptation. According to the method, training data from a target domain may be classified by using a group of source models of a source domain, where each of the source models is trained to classify data from the source domain. A first pseudo label indicating a category of the training data may be generated by aggregating classification results of the source models based on respective weights of the source models on predetermined data categories. A target model of the target domain may be trained based on the training data and the first pseudo label and the second pseudo label, where the target model is trained to classify data from the target domain.

Abstract: A dual hand-held shower head assembly includes a water supply pipe, a pipe joint, a water input tube, a button switch valve body, a first water output tube, a second water output tube, a first hand-held shower head, and a second hand-held shower head. The pipe joint has a first water inlet end, a first water input nozzle, a first water output nozzle, and a first water outlet end. The button switch valve body has a second water input nozzle, a second water output nozzle, and a second water outlet end. One side of the button switch valve body is fixedly connected to a suction cup assembly or a double-sided tape assembly.

Abstract: Methods and systems for processing financial market data. An electronic communication to be taken in response to detecting a market condition can be defined. Market data can be received. The market condition can be detected. An order to make a trade in a market based on the market condition can be accepted.

Abstract: A method for detecting deviations between an event log and a process model includes converting the process model into a probability process model, the probability process model comprising multiple nodes in multiple hierarchies and probability distribution associated with the multiple nodes, a leaf node among the multiple nodes corresponding to an activity in the process model; detecting differences between at least one event sequence contained in the event log and the probability process model according to a correspondence relationship; and identifying the differences as the deviations in response to the differences exceeding a predefined threshold; wherein the correspondence relationship describes a correspondence relationship between an event in one event sequence of the at least one event sequence and a leaf node in the probability process model.

Abstract: This disclosure relates to a method, a system and a computer program product for synthesizing risk prediction models to generate a generalized risk prediction model for a particular disease. The method comprises retrieving a plurality of literatures from one or more databases. Each of the plurality of literatures defines a risk prediction model for a same disease. The method further comprises extracting study features from each of the plurality of literatures. The method further comprises extracting weights of risk factors in the risk prediction model defined by each of the plurality of literatures from the plurality of literatures. The method further comprises calculating adjusted weights of risk factors based on the extracted study features and the extracted weights of risk factors, to form an adjusted risk prediction model.

Abstract: Systems, computer-implemented methods and/or computer program products that facilitate providing treatment suggestions are described herein. In one example, a computer-implemented method comprises: generating, by a system operatively coupled to a processor, treatment directed graphs associated with a plurality of treatment regimens, wherein, in connection with generating respective treatment directed graphs, penalties are applied during weighting of respective regimens as a function of an associated confidence level; identifying a treatment directed graph that corresponds to the patient directed graph; and outputting a set of treatment suggestions associated with the treatment directed graph that corresponds to the patient directed graph.

Abstract: Aspects of the invention include methods and systems that include obtaining a source domain dataset. The source domain dataset includes corresponding labels, and the source domain dataset and the corresponding labels are associated with training a source domain machine learning model. A method includes obtaining a target domain dataset without corresponding labels and a feature vector that identifies features in the source domain dataset and the target domain dataset. The method also includes obtaining a set of loss terms from known machine learning models that implement a domain adversarial neural network (DANN) architecture. The DANN architecture includes feed-forward propagation and backpropagation. A target domain machine learning model is obtained based on the source domain dataset, the target domain dataset, the feature vector, and the set of loss terms and without labels for the target domain dataset to perform training.

Abstract: A method for detecting deviations between an event log and a process model includes converting the process model into a probability process model, the probability process model comprising multiple nodes in multiple hierarchies and probability distribution associated with the multiple nodes, a leaf node among the multiple nodes corresponding to an activity in the process model; detecting differences between at least one event sequence contained in the event log and the probability process model according to a correspondence relationship; and identifying the differences as the deviations in response to the differences exceeding a predefined threshold; wherein the correspondence relationship describes a correspondence relationship between an event in one event sequence of the at least one event sequence and a leaf node in the probability process model.

Abstract: A shower fixing device includes a switching valve and a shower head fixing device. The shower head fixing device includes a connecting and fixing piece having a wrench structure and a shower head connecting mechanism detachably coupled to a shower head. The shower head connecting mechanism is fixedly connected to the connecting and fixing piece, and the connecting and fixing piece is detachably coupled to a locking nut of the switching valve.

Abstract: The present disclosure discloses a shower head with a spray gun function and relates to the technical field of bathroom products. The shower head includes a shower head shell, the shower head shell, a surface cover water-outflowing body and a water distribution mechanism, and a hollow installing inner cavity is formed by the surface cover water-outflowing body and the shower head shell. By adopting the above technical solution, the present disclosure has functions of spray gun water outflowing and shower head water outflowing, water outflowing is switched by pressing a button, and thus the shower head is convenient to use and more suitable for meeting using demands of a consumer.

Abstract: Aspects of the invention include a computer-implemented method including extracting a domain-specific object feature from a first image data, wherein the feature describes an object in the first image data. A domain-specific semantic meaning of text data is determined. The object feature is mapped to a portion of the text data, wherein the portion of the text data describes the object. A joint representation of the object and the portion of the text data is created. A second image data and a query directed towards an object in the second image data is received. An answer to the query is generated based on the joint representation.

Abstract: A method, a system and a computer program product may evaluate reduction of disease risk. Patient data of a patient may be received. A selection of a disease outcome may be received. A risk score that the patient will experience the selected disease outcome may be determined. The determining may use the patient data. Intervention options may be generated based on the patient data and by accessing a medical record data structure. An intervention effect for each of the intervention options may be determined. The intervention effect may change the risk score. The intervention effects may be compared. A recommendation of at least one of the intervention options may be provided based on the comparing of the intervention effects.