User review research away from relationships applications centered on text exploration
Conceptual
On the continuous growth of information technology, a lot more people are to utilize dating programs, and the pattern has been exacerbated because of the COVID-19 pandemic throughout these age. not, there clearly was a sensation that all regarding reading user reviews regarding traditional dating apps are negative. To review which trend, i’ve utilized procedure model so you can mine negative recommendations from conventional matchmaking apps, and developed a two-stage machine training design having fun with studies dimensionality reduction and you may text classification so you can identify user reviews of dating software. The analysis abilities demonstrate that: first and foremost, the reasons for the latest negative critiques from matchmaking apps try generally centered throughout the battery charging method, fake levels, subscription and you may ads force method and complimentary apparatus on the software, advised relevant upgrade recommendations was recommended by the all of us; furthermore, having fun with prominent part research to reduce brand new dimensionality of the text message vector, and then using XGBoost model understand the lower-dimensional research after oversampling, a better category reliability of user reviews can be acquired. We hope These results can help relationships apps workers to switch features and you will go green company operations of its apps.
step one Introduction
Possibly the label ‘on the internet dating’ seemed odd throughout the 1990s, however, today i have get used to they. Mobile phones try ‘virtual bars’ during the man’s pouches, allowing single people in order to socialize irrespective of where needed. (altro…)