In Q-learning algorithm, the selection of an action depends on the current state and the values of the Q-matrix. I want to know if these Q-values are updated only during the exploration step or they change also in the exploitation step.
exploration and exploitation in Q-learning
930 Views Asked by user22 At
1
There are 1 best solutions below
Related Questions in REINFORCEMENT-LEARNING
- Named entity recognition with a small data set (corpus)
- how can get SARSA code for gridworld model in R program?
- Incorporating Transition Probabilities in SARSA
- Minibatching in Stochastic Gradient Descent and in Q-Learning
- Connecting Python + Tensorflow to an Emulator in C++
- How to generate all legal state-action pairs of connect four?
- exploration and exploitation in Q-learning
- Counterintuitive results on multi-armed bandit exercise
- Deep neural network diverges after convergence
- Reinforcement learning algorithms for continuous states, discrete actions
- multiply numbers on all paths and get a number with minimum number of zeros
- Reinforcement learning in netlogo
- Parametrization of sparse sampling algorithms
- Function approximator and q-learning
- [Deep Q-Network]How to exclude ops at auto-differential of Tensorflow
Related Questions in Q-LEARNING
- Q-learning in game not working as expected
- Minibatching in Stochastic Gradient Descent and in Q-Learning
- exploration and exploitation in Q-learning
- Simple Q Learning Example in Python 3
- Capturing state as array in QLearning with Accord.net
- State representation for grid world
- Fastest way to compare large number of vector of vectors that contains int values
- Is Q-Learning Algorithm's implementation recursive?
- Questions about Q-Learning using Neural Networks
- In Q-learning with function approximation, is it possible to avoid hand-crafting features?
- Problem with Q-learning/TD(0) for Tic-Tac-Toe
- When the action is to move right in CartPole, it moves to the left side. Why it is like that? How can this be resolved?
- Vectorizing a loop via numpy for qlearner/dyna-q implementation
- In Cartpole-v1 gym, can we solve the environment with only the linear and angular position through Q-Learning?
- Training deep q neural network to drive physical robot through a maze. Calculating q values of all possible actions too computationally expensive
Trending Questions
- UIImageView Frame Doesn't Reflect Constraints
- Is it possible to use adb commands to click on a view by finding its ID?
- How to create a new web character symbol recognizable by html/javascript?
- Why isn't my CSS3 animation smooth in Google Chrome (but very smooth on other browsers)?
- Heap Gives Page Fault
- Connect ffmpeg to Visual Studio 2008
- Both Object- and ValueAnimator jumps when Duration is set above API LvL 24
- How to avoid default initialization of objects in std::vector?
- second argument of the command line arguments in a format other than char** argv or char* argv[]
- How to improve efficiency of algorithm which generates next lexicographic permutation?
- Navigating to the another actvity app getting crash in android
- How to read the particular message format in android and store in sqlite database?
- Resetting inventory status after order is cancelled
- Efficiently compute powers of X in SSE/AVX
- Insert into an external database using ajax and php : POST 500 (Internal Server Error)
Popular Questions
- How do I undo the most recent local commits in Git?
- How can I remove a specific item from an array in JavaScript?
- How do I delete a Git branch locally and remotely?
- Find all files containing a specific text (string) on Linux?
- How do I revert a Git repository to a previous commit?
- How do I create an HTML button that acts like a link?
- How do I check out a remote Git branch?
- How do I force "git pull" to overwrite local files?
- How do I list all files of a directory?
- How to check whether a string contains a substring in JavaScript?
- How do I redirect to another webpage?
- How can I iterate over rows in a Pandas DataFrame?
- How do I convert a String to an int in Java?
- Does Python have a string 'contains' substring method?
- How do I check if a string contains a specific word?
If you read the Q-learning algorithm code, for example from Sutton & Barto book:
It seems pretty clear that Q-values are always updated, independently if the chosen action is exploratory or not.
Notice that line "Choose a from s using policy derived from Q (e.g., epsilon-greedy)" means that the action some times will be exploratory.