Projekteja vuodessa
Abstrakti
Inferring the goals, preferences and restrictions of strategically behaving agents is a common goal in many situations, and an important requirement for enabling computer systems to better model and understand human users.
Inverse reinforcement learning (IRL) is one method for performing this kind of inference based on observations of the agent's behavior.
However, traditional IRL methods are only applicable when the observations are in the form of state-action paths -- an assumption which does not hold in many real-world modelling settings.
This paper demonstrates that inference is possible even with an arbitrary observation noise model.
Inverse reinforcement learning (IRL) is one method for performing this kind of inference based on observations of the agent's behavior.
However, traditional IRL methods are only applicable when the observations are in the form of state-action paths -- an assumption which does not hold in many real-world modelling settings.
This paper demonstrates that inference is possible even with an arbitrary observation noise model.
Alkuperäiskieli | Englanti |
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Otsikko | NIPS17 Workshop: Learning in the Presence of Strategic Behavior |
Kustantaja | Carnegie Mellon University |
Sivumäärä | 4 |
Tila | Julkaistu - 8 jouluk. 2017 |
OKM-julkaisutyyppi | D3 Ammatillisen konferenssin julkaisusarja |
Tapahtuma | ANNUAL CONFERENCE ON NEURAL INFORMATION PROCESSING SYSTEMS - Long Beach, Yhdysvallat Kesto: 4 jouluk. 2017 → 9 jouluk. 2017 Konferenssinumero: 31 |
Conference
Conference | ANNUAL CONFERENCE ON NEURAL INFORMATION PROCESSING SYSTEMS |
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Lyhennettä | NIPS |
Maa/Alue | Yhdysvallat |
Kaupunki | Long Beach |
Ajanjakso | 04/12/2017 → 09/12/2017 |
Sormenjälki
Sukella tutkimusaiheisiin 'Inference of Strategic Behavior based on Incomplete Observation Data'. Ne muodostavat yhdessä ainutlaatuisen sormenjäljen.Projektit
- 2 Päättynyt
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Interaktiivinen koneoppiminen useista biodatalähteistä
Sundin, I., Kaski, S., Afrabandpey, H., Chen, Y., Aushev, A., Honkamaa, J., Blomstedt, P., Hegde, P., Siren, J., Pesonen, H., Kangas, J., Qin, X., Shen, Z., Peltola, T., Celikok, M. M., Daee, P., Eranti, P., Jälkö, J. & Reinvall, J.
01/01/2016 → 31/12/2018
Projekti: Academy of Finland: Other research funding
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Interaktiivinen koneoppiminen useista biodatalähteistä
Kaski, S. & Filstroff, L.
01/01/2016 → 31/08/2021
Projekti: Academy of Finland: Other research funding