Hidden Markov Model Estimation-Based Q-learning for Partially Observable Markov Decision Process [PDF]
The objective is to study an on-line Hidden Markov model (HMM) estimation-based Q-learning algorithm for partially observable Markov decision process (POMDP) on finite state and action sets. When the full state observation is available, Q-learning finds the optimal action-value function given the current action (Q function).
Hyung-Jin Yoon +2 more
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Hidden Markov Models (HMMs) are used to study language, sleep, macroeconomic states, and other processes that reflect probabilistic transitions between states that can't be observed directly. This paper applies HMMs to data from location-based game theory experiments. In these location games, players choose a pixel location from an image. These players
Xiaomin Li +2 more
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Time-delay estimation for compound point-processes using hidden Markov models [PDF]
A new time-delay estimation algorithm for compound point-processes is presented. Compound point-processes, a generalization of temporal point-processes, describe processes with discrete events, where each occurrence time is associated with certain features.
Wohlers, Jens +2 more
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The occurrence of a particular state is a predictor of successful travel consultation. [PDF]
Honda H +5 more
europepmc +1 more source
A Comparison of Methods for Modeling Multistate Cancer Progression Using Screening Data with Censoring after Intervention. [PDF]
Akwiwu EU +3 more
europepmc +1 more source
An Evolving View of Character Macroevolution. [PDF]
Tribble CM +3 more
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Inferring Hidden Attentional States in Driving: A Bayesian Approach to Modeling Distraction and Secondary Task Engagement. [PDF]
Dheeraj Kashyap L +4 more
europepmc +1 more source
Sleep and Activity Patterns in Depression From Wearable Data: Unsupervised Clustering Study. [PDF]
Oetzmann C +17 more
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Estimating Ancestral States of Complex Characters: A Case Study on the Evolution of Feathers. [PDF]
Cockx P, Benton MJ, Keating JN.
europepmc +1 more source
A minimal chemo-mechanical Markov model for rotary catalysis of F<sub>1</sub>-ATPase. [PDF]
Chen Y, Grubmüller H.
europepmc +1 more source

