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Corresponding author's address: S chool of Electrical and Electronic Engineering, Nanyang Technological University, S ingapore, Media Technology Lab, S 2.2-B4-02, S ingapore, 649491, S ingapore, S ingapore, firstname.lastname@example.org The deliberate attempt by speakers to conceal their identity (voice disguise) presents a challenge for forensics and for automated speaker identification systems. Using a database of natural and disguised voices of three professional voice artists, we build on earlierdoi:10.1121/1.4830853 fatcat:ej7hzf6atrbvzdsksvepbojf7m