Daniel Polani

Last updated
Daniel Polani
EducationPhysics diploma, Doctor in Natural Sciences
Alma materUniversity of Mainz, Germany
Scientific career
Fields computer science
artificial intelligence
cognitive science
Institutions University of Hertfordshire

Daniel Polani is a professor of Artificial Intelligence and Director of the Centre for Computer Science and Informatics Research (CCSIR), and Head of the Adaptive Systems Research Group, and leader of the SEPIA (Sensor Evolution, Processing, Information and Actuation) Lab at the University of Hertfordshire.

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Daniel Polani is best known for his work in artificial intelligence, cognitive science and robotics, applying the tools of information theory to cognitive modelling and analysing intelligent agent behaviour and decision making in complex adaptive systems and sensor evolution.

Rooted in embodied cognition and dynamical systems Polani's work on relevant information [1] and empowerment [2] [3] stem from the concept of organisms as Shannon information processing entities [4] and the treatment of the perception-action loop as an information channel. [5]

Editorial positions

References

  1. Polani, D.; Martinetz, T.; Kim, J.T. (2001). "On the Quantification of Relevant Information". SCAI'01 (Scandinavian Conference on Artificial Intelligence).[ permanent dead link ]
  2. Klyubin, A.S.; Polani, D.; Nehaniv, C.L. (2005). "All Else Being Equal Be Empowered" (PDF). Advances in Artificial Life, European Conference on Artificial Life (ECAL 2005). 3630: 393–402. Archived from the original (PDF) on 2017-08-10. Retrieved 2020-04-19.
  3. Klyubin, A.S.; Polani, D.; Nehaniv, C.L. (2008). "Keep Your Options Open: An Information-Based Driving Principle for Sensorimotor Systems". PLOS ONE. 3 (12) e4018. Bibcode:2008PLoSO...3.4018K. doi: 10.1371/journal.pone.0004018 . PMC   2607028 . PMID   19107219.
  4. Polani, Daniel (Nov 2009). "Information: Currency of Life?". HFSP Journal. 3 (5): 307–316. doi:10.2976/1.3171566. PMC   2801531 . PMID   20357888.[ permanent dead link ]
  5. Tishby, Neftali; Polani, Daniel (2011). "Information Theory of Decisions and Actions". Perception-Action Cycle. pp. 601–636. doi:10.1007/978-1-4419-1452-1_19. ISBN   978-1-4419-1451-4.
  6. "Autonomous Agents and Multi-Agent Systems". Springer. Retrieved 2022-01-02.
  7. "Advances in Complex Systems". www.worldscientific.com. Retrieved 2022-01-02.
  8. "Paladyn, Journal of Behavioral Robotics". www.degruyter.com. Retrieved 2022-01-02.