We introduce non-linear traces of the Choquet type and Sugeno type on a semifinite factor (mathcal {M}) as a non-commutative analog of the Choquet integral and Sugeno integral for non-additive measures. We need a weighted dimension function (p mapsto alpha (tau (p))) for projections (p in mathcal {M}), which is an analog of a monotone measure. They have certain partial additivities. We show that these partial additivities characterize non-linear traces of both the Choquet type and Sugeno type, respectively. Based on the notion of generalized eigenvalues and singular values, we show that non-linear traces of the Choquet type are closely related to the Lorentz function spaces and the Lorentz operator spaces if the weight functions (alpha ) are concave. For the algebras of compact operators and factors of type (textrm{II}), we completely determine the condition that the associated weighted (L^p)-spaces for the non-linear traces become quasi-normed spaces in terms of the weight functions (alpha ) for any (0< p < infty ). We also show that any non-linear trace of the Sugeno type yields a certain metric on the factor. This is an attempt at non-linear and non-commutative integration theory on semifinite factors.
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