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Dynamic precise and imprecise probability kinematics

  • Rutgers University

Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review

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Abstract

We introduce dynamic probability kinematics (DPK), a method for an agent to mechanically update subjective beliefs in the presence of partial information. We then generalize DPK to dynamic imprecise probability kinematics (DIPK), which allows the agent to express their initial beliefs via a set of probabilities in order to further take ambiguity into account. Examples are provided to illustrate how the methods work.
Original languageEnglish
Title of host publicationProceedings of the Thirteenth International Symposium on Imprecise Probability
Subtitle of host publicationTheories and Applications, 11-14 July 2023, Oviedo, Spain
PublisherML Research Press
Pages72-83
Number of pages12
Publication statusPublished - 2023

Publication series

NameProceedings of Machine Learning Research
PublisherML Research Press
Volume215
ISSN (Print)2640-3498

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    • MCAIF: Centre for AI Fundamentals

      Kaski, S. (PI), Alvarez, M. (Researcher), Pan, W. (Researcher), Mu, T. (Researcher), Rivasplata, O. (PI), Sun, M. (PI), Mukherjee, A. (PI), Caprio, M. (PI), Sonee, A. (Researcher), Leroy, A. (Researcher), Wang, J. (Researcher), Lee, J. (Researcher), Parakkal Unni, M. (Researcher), Sloman, S. (Researcher), Menary, S. (Researcher), Quilter, T. (Researcher), Hosseinzadeh, A. (PGR student), Mousa, A. (PGR student), Glover, E. (PGR student), Das, A. (PGR student), Dursun, F. (PGR student), Zhu, H. (PGR student), Abdi, H. (PGR student), Dandago, K. (PGR student), Piriyajitakonkij, M. (PGR student), Rachman, R. (PGR student), Shi, X. (PGR student), Keany, T. (PGR student), Liu, X. (PGR student), Jiang, Y. (PGR student), Wan, Z. (PGR student), Harrison, M. (Support team), Hartford, J. (PI), Kangin, D. (Researcher), Harikumar, H. (PI), Dubey, M. (PI), Parakkal Unni, M. (PI), Dash, S. P. (PGR student), Mi, X. (PGR student), Barlas, Y. (PGR student), Osho, T. (Support team), Tariq, M. (Support team), Zhang, X. (Researcher), Nzoyem, R. D. (Researcher), Hudson, T. (Researcher) & Casado Tellechea, I. (Researcher)

      1/10/21 → 30/09/26

      Project: Research

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