New test improves accuracy of high-dimensional data analysis in research.
The BS-test for high-dimensional data may not control size well if conditions aren't met. A new normal-reference test is proposed, approximating the null distribution of the BS-test using a chi-square-type mixture. This new test performs better in size control than the BS-test and other competitors in simulation studies and real data examples.