I am aware that the Japanese did at times use shields, but it seems to have been rather uncommon. Any reason I could think of would be unfounded speculation. Are there any primary sources that discuss shields and provide an explanation for eschewing them? Any well founded academic theories?
You might be interested in the Shields subsection of the Japan section of the FAQ.