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Additionally, on the basis of the recommended algorithm, we develop a homotopy algorithm with an adaptively updated group threshold. Substantial computational experiments on the simulated and real data show our method is competitive with state-of-the-art methods in terms of precise team choice, estimation precision, and computation time.Open-domain dialog generation, which is an important part of synthetic cleverness, is an essential and challenging problem. In this essay, we present a personalized dialog syst