Abstract: The present disclosure relates to an apparatus and a method for analyzing medical data based on unsupervised learning. By using a machine learning model based on an adversarial generative neural network to detect and notify anomalies in medical data, the present disclosure allows accurate and rapid reading, in addition to saving time and cost incurred by reading.

Abstract: Provided are a method and an apparatus for providing a cloud-based medical collaboration service for medical images. Even if a plurality of users are not in the same space at the same time, since they can provide their opinions at desired time and place through data storing and sharing, remote collaboration is possible without restrictions for physical time and place. Moreover, an AI solution-based artificial intelligence model makes remote collaboration among a plurality of medical experts possible.

Abstract: The present disclosure relates to an apparatus and a method for analyzing medical data based on unsupervised learning. By using a machine learning model based on an adversarial generative neural network to detect and notify anomalies in medical data, the present disclosure allows accurate and rapid reading, in addition to saving time and cost incurred by reading.

Abstract: Provided is a dehumidifier capable of preventing condensation from flowing to the outside of a water container when the dehumidifier is turned over or while the dehumidifier is moved, since a suction structure for suctioning the condensation and a discharge structure for discharging the condensation are improved.

Abstract: Disclosed herein are an air conditioner and a method for controlling the same. The air conditioner includes an indoor temperature measuring unit that measures an indoor air temperature, an outdoor temperature measuring unit that measures an outdoor air temperature, a heat exchanger temperature measuring unit that measures an inlet temperature of one or more indoor heat exchangers and an outlet temperature thereof, and a processor that determines a reference superheat degree using the indoor air temperature and the outdoor air temperature, obtains a difference between the inlet temperature and the outlet temperature of the one or more indoor heat exchangers, compares the difference between the inlet temperature and the outlet temperature of the one or more indoor heat exchangers and the reference superheat degree, and determines whether a circulation amount of a refrigerant is normal according to a result of the comparison.

Abstract: Provided is a dehumidifier capable of preventing condensation from flowing to the outside of a water container when the dehumidifier is turned over or while the dehumidifier is moved, since a suction structure for suctioning the condensation and a discharge structure for discharging the condensation are improved.

Abstract: A management server is provided. The management server includes a user interface to receive an input of a plug-in corresponding to a job of an image forming apparatus to generate a workform, which defines a job performing order of the image forming apparatus, and to receive an input of an execution start condition of the plug-in, a workform generator to generate a workform based on the input plug-in and the execution start condition, and a communication interface to transmit the generated workform to the image forming apparatus.

Abstract: A method of controlling an air conditioner including a compressor, an outdoor heat exchanger, an expansion valve and an indoor unit, includes detecting an indoor temperature and an outdoor temperature and checking an indoor load and an outdoor load when an operation command is input, determining an operation frequency of the compressor and a degree of opening of the expansion valve based on the checked indoor load and the outdoor load, driving the compressor at the determined operation frequency and opening the expansion valve to the determined degree of opening, thereby supplying a refrigerant to an indoor heat exchanger having a first cooling panel and a second cooling panel disposed parallel to each other, controlling a rate of rotation of each of the indoor fans based on the operation frequency of the compressor and the degree of opening of the expansion valve.

Abstract: Disclosed herein are an air conditioner and a method for controlling the same. The air conditioner includes an indoor temperature measuring unit that measures an indoor air temperature, an outdoor temperature measuring unit that measures an outdoor air temperature, a heat exchanger temperature measuring unit that measures an inlet temperature of one or more indoor heat exchangers and an outlet temperature thereof, and a processor that determines a reference superheat degree using the indoor air temperature and the outdoor air temperature, obtains a difference between the inlet temperature and the outlet temperature of the one or more indoor heat exchangers, compares the difference between the inlet temperature and the outlet temperature of the one or more indoor heat exchangers and the reference superheat degree, and determines whether a circulation amount of a refrigerant is normal according to a result of the comparison.

Abstract: A method of controlling an air conditioner including a compressor, an outdoor heat exchanger, an expansion valve and an indoor unit, includes detecting an indoor temperature and an outdoor temperature and checking an indoor load and an outdoor load when an operation command is input, determining an operation frequency of the compressor and a degree of opening of the expansion valve based on the checked indoor load and the outdoor load, driving the compressor at the determined operation frequency and opening the expansion valve to the determined degree of opening, thereby supplying a refrigerant to an indoor heat exchanger having a first cooling panel and a second cooling panel disposed parallel to each other, controlling a rate of rotation of each of the indoor fans based on the operation frequency of the compressor and the degree of opening of the expansion valve.

Abstract: A management server is provided. The management server includes a user interface to receive an input of a plug-in corresponding to a job of an image forming apparatus to generate a workform, which defines a job performing order of the image forming apparatus, and to receive an input of an execution start condition of the plug-in, a workform generator to generate a workform based on the input plug-in and the execution start condition, and a communication interface to transmit the generated workform to the image forming apparatus.

Abstract: The present invention relates to diagnostic markers for hepatocellar carcinoma and a method for predicting and diagnosing susceptibility to hepatocellular carcinoma, and more particularly, to polymorphic markers for the diagnosis of hepatocellular carcinoma based on polymorphisms present in exons of the TGF?RIII gene represented by SEQ ID No. 1, a diagnostic composition for hepatocellular carcinoma using the same, a diagnostic kit, a microarray, and a method for diagnosing hepatocellular carcinoma. The polymorphic markers for the diagnosis of hepatocellular carcinoma according to the present invention are genetic markers useful to diagnose genetic susceptibility specific to hepatocellular carcinoma. With these markers, susceptibility to hepatocellular carcinoma can be comprehensively determined.