To cite the iop package in publications use:
Bagozzi B (2026). iop: Inflated Ordered Probit and Logit Models. R package version 0.1.0, https://github.com/bagozzib/iop.
The middle-inflated ordered probit is introduced in:
Bagozzi B, Mukherjee B (2012). “A mixture model for middle category inflation in ordered survey responses.” Political Analysis, 20(3), 369–386. doi:10.1093/pan/mps020.
The zero-inflated ordered probit in political science:
Bagozzi B, Hill D, Moore W, Mukherjee B (2015). “Modeling two types of peace: The zero-inflated ordered probit (ZiOP) model in conflict research.” Journal of Conflict Resolution, 59(4), 728–752. doi:10.1177/0022002713520530.
The top-inflated ordered probit:
Bagozzi B, Joo M, Mukherjee B (2024). “Top-category inflation in ordered international relations outcomes.” Foreign Policy Analysis, 20(2), orae006. doi:10.1093/fpa/orae006.
Corresponding BibTeX entries:
@Manual{,
title = {iop: Inflated Ordered Probit and Logit Models},
author = {Benjamin E. Bagozzi},
year = {2026},
note = {R package version 0.1.0},
url = {https://github.com/bagozzib/iop},
}
@Article{,
title = {A mixture model for middle category inflation in ordered
survey responses},
author = {Benjamin E. Bagozzi and Bumba Mukherjee},
journal = {Political Analysis},
year = {2012},
volume = {20},
number = {3},
pages = {369--386},
doi = {10.1093/pan/mps020},
}
@Article{,
title = {Modeling two types of peace: The zero-inflated ordered
probit (ZiOP) model in conflict research},
author = {Benjamin E. Bagozzi and Daniel W. Hill and Will H. Moore
and Bumba Mukherjee},
journal = {Journal of Conflict Resolution},
year = {2015},
volume = {59},
number = {4},
pages = {728--752},
doi = {10.1177/0022002713520530},
}
@Article{,
title = {Top-category inflation in ordered international relations
outcomes},
author = {Benjamin E. Bagozzi and Minnie M. Joo and Bumba
Mukherjee},
journal = {Foreign Policy Analysis},
year = {2024},
volume = {20},
number = {2},
pages = {orae006},
doi = {10.1093/fpa/orae006},
}