An electronic device and a method for recognizing a gesture by the electronic device are provided. The method includes sensing a change amount of a signal strength received through one or more channels by using a gesture sensor including the one or more channels, generating valid data according to the sensed change amount of the signal strength, recognizing a speed of the gesture according to the generated valid data, and determining the gesture according to the sensed change amount of the signal strength and the generated valid data.