Type I and Type II Errors for Multiple Simultaneous Hyppothesis Testing Challenge

Multiple Simultaneous Hypothesis Testing is a main issue in many areas of information extraction:

• rule extraction,
• validation of genes influence,
• validation of spatio-temporal patterns extraction (e.g. in brain imaging),
• other forms of spatial or temporal data (e.g. spatial collocation rule).
• other multiple hypothesis testing,

In all above frameworks, the goal is to extract patterns such that some quantity of interest is significantly greater than some given threshold.