We give some graph theoretical formulas for the trace of a tensor which do not involve the differential operators and auxiliary matrix. As applications of these trace formulas in the study of the spectra of uniform hypergraphs, we give a characterization (in terms of the traces of the adjacency tensors) of the -uniform hypergraphs whose spectra are -symmetric, thus give an answer to a question raised in [3]. We generalize the results in [3, Theorem 4.2] and [5, Proposition 3.1] about the -symmetry of the spectrum of a -uniform hypergraph, and answer a question in [5] about the relation between the Laplacian and signless Laplacian spectra of a -uniform hypergraph when is odd. We also give a simplified proof of an expression for and discuss the expression for .

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