Embodiments of disclosure relate to a method and an electronic device for identifying aggressor nodes in communication network. The method comprises receiving data related to a plurality of nodes of the communication network, from a network management entity, wherein the data comprises information on aggressor nodes and one or more victim nodes associated with the aggressor nodes; predicting an interference pattern indicating an interference caused by each of the aggressor nodes on the one or more victim nodes for at least one of a plurality of time instances, using a trained estimation model; and identifying at least one aggressor node having a possibility to interfere with the one or more victim nodes during the at least one of the plurality of time instances based on the interference pattern.