This volume is a selected collection of papers presented and discussedat the International Conference "Advanced Computing for Innovation (AComIn 2015)". TheConference was held at 10th -11th of November, 2015 in Sofia, Bulgaria and was aimed atproviding a forum for international scientific exchange between Central/EasternEurope and the rest of the world on several fundamental topics of computationalintelligence. The papers report innovative approaches and solutions in hot topics of computationalintelligence - advanced computing, language and semantic technologies, signal and imageprocessing, as well as optimization and intelligent control.