![]() ![]() The accuracy, precision, recall, and F1 score of the XGB predictive model are 0.70, 0.73, 0.70, and 0.71, respectively. The feature selection steps resulted in nine features considered the most important features affecting UI. Feature selection methods such as lasso regression, decision tree, random forest, and chi-square were used to select the best features, which were then used to train an extreme gradient boosting (XGB) algorithm model to predict the class of the next urination time. The model was built in two steps: (1) feature selection and (2) model training and testing. The study was conducted in two phases: (1) data was prepared for modeling, including missing values, data encoding, and scaling and (2) a classification model was designed with four output classes of the next urination time: 90 min. Other factors, such as age and BMI, were also considered. The participants were instructed to record input data (such as the time of consumption and the number of drinks) and output data (i.e., the time the individual urinated). This paper proposes a framework based on machine learning for predicting urination time, which can benefit people with various degrees of UI.Ī total of 850 data points were self-recorded by 51 participants to investigate how different factors impact urination time. UI presents a social, medical, and mental issue with financial consequences. When you want to record a voice message or an audio meeting, you can use Apowersoft Streaming Audio Recorder to realize with one click.Urinary incontinence (UI) is the inability to completely control the process of releasing urine. You can not only record music but also capture microphone sound and system sound. It’s a versatile audio capturing tool that enables you to record music and audio in high quality. If you want to record music and podcast or capture sound, you can try three alternatives of Audials One 2021. There is too much content in this software so that it's a little bit hard for a beginner to use. The interface of the Music Zoom is confusing and labels of genres and artists are mixing together.Ģ. You can convert all the record files into different formats. It supports watching and listen to all recorded files on the desktop and mobile devices.ģ. The performance of loading, recording, and downloading is fast.Ģ. It offers you the Batch Recording function to record and download multiple videos at the same time. ![]() In the television interface, you can select and record programs from a major TV station. You can find all the programs from dominant streaming services like Amazon Prime, YouTube, and Hulu. It also supports the recording and downloading of movies and TV programs. You can subscribe to any of them and download episodes.ģ. ![]() It automatically renews the latest podcast episodes. You can search by names, genres, or countries. The radio and podcast recording provide you more than 10,000 radio stations and podcasts over the world and catalogs them into various genres. You can access all the mainstream music platforms like Spotify, Apple Music, and Amazon Music with Audials One 2021 so that you can access a great amount of music and record them.Ģ. Also, you can view the music video of a song, find the related music and artists in the interface. Then you can play, record, and download songs in high-quality formats. You can search the music you want in the Top Charts field and all the albums and songs can be found on the interface. It has an advanced music managing tool to discover, search and edit your music files. Music recording is the main function of Audials One 2021. ![]()
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