Pranab K. Sen & Julio M. Singer 
Large Sample Methods in Statistics (1994) [PDF ebook] 
An Introduction with Applications

This text bridges the gap between sound theoretcial developments and practical, fruitful methodology by providing solid justification for standard symptotic statistical methods. It contains a unified survey of standard large sample theory and provides access to more complex statistical models that arise in diverse practical applications.