A combinatorial hydrothermal reaction has been used to prepare pure and additive (Sb, Cu, Nb, Pd, and Ni)-loaded In 2O 3 hollow spheres for gas sensor applications. The operation of Pd- and Cu-loaded In 2O 3 sensors at 371 °C leads to selective H 2S detection. Selective detection of CO and NH 3 was achieved by the Ni-In 2O 3 sensor at sensing temperatures of 371 and 440 °C, respectively. The gas responses of six different sensors to NH 3, H 2S, H 2, CO and CH 4 produced unique gas sensing patterns that can be used for the artificial recognition of these gases.