25 lines
817 B
TeX
25 lines
817 B
TeX
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\section{Examples and Mapping}
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\begin{table}[htbp]
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\centering
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\caption{Representative paradigms mapped to OPT.}
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\renewcommand{\arraystretch}{1.1}
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\begin{tabular}{@{}p{3.9cm}p{3.6cm}p{2.2cm}@{}}
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\toprule
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\textbf{Type / Implementation} & \textbf{Examples} & \textbf{OPT (short)}\\
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\midrule
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NN/Transformer (GD) & CNN, LSTM, attention & \Lrn\\
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Reinforcement learning & DQN, PG, AC & \Lrn\;(+\Sch,\,+\Ctl)\\
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Evolutionary algorithms & GA, GP, CMA-ES & \Evo\\
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Swarm intelligence & ACO, PSO & \Swm\;(+\Evo)\\
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Expert systems & Prolog, Mycin, XCON & \Sym\\
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Probabilistic models & BN, HMM, factor graphs & \Prb\\
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Search \& planning & A*, MCTS, STRIPS & \Sch\\
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Control \& estimation & PID, LQR, KF/MPC & \Ctl\\
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\bottomrule
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\end{tabular}
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\label{tab:OPTmap}
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\end{table}
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