Original: The pronunciation in Japanese is usually "shamisen" (in western Japan, and often in Edo-period sources "samisen") but sometimes "jamisen" when used as a suffix (e.g., Tsugaru-jamisen).
Simplified: The pronunciation in Japanese is usually "shamisen".