Artificial intelligence: a modern approach
Artificial intelligence: a modern approach
Foundations of statistical natural language processing
Foundations of statistical natural language processing
Speech and Language Processing: An Introduction to Natural Language Processing, Computational Linguistics, and Speech Recognition
Proceedings of the 2008 C3S2E conference
COMPSAC '08 Proceedings of the 2008 32nd Annual IEEE International Computer Software and Applications Conference
Towards Security Hardening of Scientific Demand-Driven and Pipelined Distributed Computing Systems
ISPDC '08 Proceedings of the 2008 International Symposium on Parallel and Distributed Computing
Autonomic specification of self-protection for distributed MARF with ASSL
C3S2E '09 Proceedings of the 2nd Canadian Conference on Computer Science and Software Engineering
Self-Forensics Through Case Studies of Small-to-Medium Software Systems
IMF '09 Proceedings of the 2009 Fifth International Conference on IT Security Incident Management and IT Forensics
Choosing best algorithm combinations for speech processing tasks in machine learning using MARF
Canadian AI'08 Proceedings of the Canadian Society for computational studies of intelligence, 21st conference on Advances in artificial intelligence
SERA '10 Proceedings of the 2010 Eighth ACIS International Conference on Software Engineering Research, Management and Applications
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We review the evolution, challenges, and the future of the open-source MARF framework and its applications from being an audio recognition system into a general recognition pipeline for voice, speech, natural language, forensics, security applications, and other classification tasks, including from becoming a single-threaded pipeline into an autonomic distributed system designed to work in heterogeneous environments and being a research platform for comparative studies of algorithms while applying software engineering methodology to the framework's design to remain flexible and extensible.