A fault-tolerant method, apparatus, and medium for a touch sensor is disclosed. The fault-tolerant apparatus for a touch sensor includes a plurality of sensor pads composed of outer sensor pads and an inner sensor pad to receive an input of operation signals, a clustering unit detecting signals by clustering the sensor pads according to the input signals, and an operation mode judgment unit judging an operation mode through the detected signals and removing a signal noise and an inter-signal interference.