Thetwo volumes LNCS 9597 and 9598 constitute the refereed conference proceedingsof the 19th European Conference on the Applications of Evolutionary Computation,EvoApplications 2016, held in Porto, Portugal, in March/April 2016, co-locatedwith the Evo* 2016 events EuroGP, EvoCOP, and EvoMUSART.The 57 revised full papers presented together with17 poster papers were carefully reviewed and selected from 115 submissions.EvoApplications 2016 consisted of the following 13 tracks: EvoBAFIN (naturalcomputing methods in business analytics and finance), EvoBIO (evolutionarycomputation, machine learning and data mining in computational biology), EvoCOMNET(nature-inspired techniques for telecommunication networks and other paralleland distributed systems), EvoCOMPLEX (evolutionary algorithms and complex systems),EvoENERGY (evolutionary computation in energy applications), EvoGAMES(bio-inspired algorithms in games), EvoIASP (evolutionary computation in imageanalysis, signal processing, and pattern recognition), EvoINDUSTRY(nature-inspired techniques in industrial settings), EvoNUM (bio-inspiredalgorithms for continuous parameter optimization), EvoPAR (parallelimplementation of evolutionary algorithms), EvoRISK (computational intelligencefor risk management, security and defence applications), EvoROBOT (evolutionaryrobotics), and EvoSTOC (evolutionary algorithms in stochastic and dynamicenvironments).