… on estimating the probability of commercialization of National Institutes of … machine learning
to model SBIR/STTR data [12] to predict the success factors of technology-based companies …

… Technology-based entrepreneurs typically create business … found evidence that certain
machine learning algorithms can, … -based models in predicting firm birth while preserving …

… They found that business idea commercialization and continuous investment were the most
… minimize the cost function of the algorithm. Maximum likelihood estimation (MLE) is used to …

… the patents and uses the DeepInsight [23] algorithm to image … Analysis techniques such as
statistics and machine learning … can help commercialize technology by predicting technology …

… the time required for those patents to be commercialized. … emphasized the possibilities of
predicting the future statuses of … is not to develop a machine learning algorithm with the higher …

… rural talents, this paper used machine learning algorithms to apply new energy industry …
This paper mainly builds a credit prediction model through the steps of data preprocessing, …

… trend of introducing technology-based innovative solutions (… unfairly burdensome taxation
on small companies, attracting … Using this algorithm, we were able to predict a single SDG …

… • Small business and economic growth … The prediction of future events related to a company,
such as its ability to make … of machine learning models in investments in technologybased …

… a supervised learning algorithm is proposed to predict patent … the commercialization of
patents are received to determine … Technology-based differentiations can be eliminated such as …

… fully predict the default rate of technology-based small and medium-sized … use cross validation
and ROC curve to analyze the generalization performance of machine learning algorithm, …