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Abraham-Lorentz's equation of radiation reaction suffers from both runaway solutions and pre-acceleration. In the point charge limit, we cannot eliminate both these difficulties simultaneously. In this study, the self-force due to a classical charged particle is explored in a CPT odd Lorentz violating electrodynamics. It is shown that the electromagnetic mass behaves like a tensor but the radiation reaction force is not modified.