1. Frontiers in Data-driven Learning via Probabilistic Finite State Automata Open Access Author: Bhattacharya, Chandrachur Title: Frontiers in Data-driven Learning via Probabilistic Finite State Automata Graduate Program: Mechanical Engineering Keywords: Data-drivenMachine LearningTime-series analysisCombustion InstablityThermoacoustic InstabilityPattern RecognitionReduced Order ModelingRijke tubeProbabilisitc Finite State AutomataSymbolic Time Series AnalysisCombustion dynamicsCombustionHidden Markov ModelLSTMProjection PFSAChaosNatural Circulation LoopCrack detectionOnline LearningTransfer LearningDDDASPFSASTSA File: Download Dissertation_ChandrachurBhattacharya_Final.pdf Committee Members: Minghui Zhu, Outside Unit MemberShashi Phoha, Outside Field MemberDaniel Haworth, Major Field MemberAchintya Mukhopadhyay, Special MemberAsok Ray, Chair & Dissertation AdvisorDaniel Haworth, Professor in Charge/Director of Graduate Studies