To cite package mlbench in publications use:

Leisch F, Dimitriadou E (2021). mlbench: Machine Learning Benchmark Problems. R package version 2.1-3.1.

To cite data sets from the UCI repository (as indicated in the help pages) use:

Newman D, Hettich S, Blake C, Merz C (1998). “UCI Repository of machine learning databases.”

Corresponding BibTeX entries:

    title = {mlbench: Machine Learning Benchmark Problems},
    author = {Friedrich Leisch and Evgenia Dimitriadou},
    year = {2021},
    note = {R package version 2.1-3.1},
    author = {D.J. Newman and S. Hettich and C.L. Blake and C.J. Merz},
    year = {1998},
    title = {UCI Repository of machine learning databases},
    url = {},
    institution = {University of California, Irvine, Dept. of
      Information and Computer Sciences},