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present truncated L-QHOSVD and its error bound. Deriving the error bounds is nontrivial, as the proofs are more complicated than their real counterparts, again due to the non-commutativity of quaternion multiplications. Finally, we illustrate the derived properties of TS-QHOSVD and its efficacy via