A systematic and efficient approach is presented to generating simple yet accurate symbolic expressions for transfer functions and characteristics of large linear analog circuits. The approach is based on a compact determinant decision diagram (DDD) representation of exact transfer functions and characteristics. Several key tasks of generating interpretable symbolic expressions--DDD graph simplification, term de-cancellation, and dominant-term generation--are shown to be able to perform linearly by means of DDD graph operations. An efficient algorithm for generating dominant terms is presented based on the concepts of finding the k-shortest paths in a DDD graph. Experimental results show that our approach outperforms other start-of-the-art approaches, and is capable of generating interpretable expressions for typical analog blocks in minutes on modern computer workstations.