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This volume constitutes the refereed proceedings of the 12th International Conference on Hybrid Artificial Intelligent Systems, HAIS 2017, held in La Rioja, Spain, in June 2017. The 60 full papers published in this volume were carefully reviewed and selected from 130 submissions. They are organized in the following topical sections: data mining, knowledge discovery and big data; bioinspired models and evolutionary computing; learning algorithms; visual analysis and advanced data processing techniques; data mining applications; and hybrid intelligent applications.

Computer science. --- Computer programming. --- Programming languages (Electronic computers). --- Algorithms. --- Artificial intelligence. --- Computer Science. --- Artificial Intelligence (incl. Robotics). --- Algorithm Analysis and Problem Complexity. --- Programming Languages, Compilers, Interpreters. --- Programming Techniques. --- Information Systems Applications (incl. Internet). --- AI (Artificial intelligence) --- Artificial thinking --- Electronic brains --- Intellectronics --- Intelligence, Artificial --- Intelligent machines --- Machine intelligence --- Thinking, Artificial --- Algorism --- Computer languages --- Computer program languages --- Computer programming languages --- Machine language --- Computers --- Electronic computer programming --- Electronic data processing --- Electronic digital computers --- Programming (Electronic computers) --- Informatics --- Programming --- Bionics --- Cognitive science --- Digital computer simulation --- Logic machines --- Machine theory --- Self-organizing systems --- Simulation methods --- Fifth generation computers --- Neural computers --- Algebra --- Arithmetic --- Languages, Artificial --- Coding theory --- Science --- Foundations --- Computer software. --- Artificial Intelligence. --- Software, Computer --- Computer systems --- Artificial intelligence --- Industrial applications --- Application software. --- Application computer programs --- Application computer software --- Applications software --- Apps (Computer software) --- Computer software