We describe a method for classifying the Novikov algebras with a given associated Lie algebra. Subsequently we give the classification of the Novikov algebras of dimension 3 over \documentclass[12pt]{minimal}
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\begin{document}$$\mathbb{R }$$\end{document} and \documentclass[12pt]{minimal}
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\begin{document}$$\mathbb{C }$$\end{document}, as well as the classification of the 4-dimensional Novikov algebras over \documentclass[12pt]{minimal}
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\begin{document}$$\mathbb{C }$$\end{document} whose associated Lie algebra is nilpotent. In particular this includes a list of all 4-dimensional commutative associative algebras over \documentclass[12pt]{minimal}
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\begin{document}$$\mathbb{C }$$\end{document}.