Charmonia in the Deconfined Plasma from Lattice QCD We extract the spectral functions of $J/\psi$ and $\eta_c$ at finite temperature ($T$) ranging from $T = 0.78T_c$ to $T = 2.33T_c$ by analyzing correlation functions on $32^3\times(32-96)$ anisotropic lattices with the maximum entropy method (MEM) ($T_c$ is the critical temperature of deconfinement). In the analysis, we put special emphasis on the importance of (I) the MEM error analysis of the resultant spectral functions and (II) the study of the sensitivity of the spectral functions to the number of temporal data points adopted in MEM. We find that $J/\psi$ and $\eta_c$ survive as distinct resonances in the plasma even up to $T \simeq 1.6 T_c$ and that they eventually dissociate around $1.6 T_c$. This result passes the above two tests. The implication of this result in the physics of high energy heavy ion collisions will be also discussed.