/
agents_variables.yaml
133 lines (122 loc) · 3.17 KB
/
agents_variables.yaml
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GridSearch:
- WSCB:
SimpleAgent:
action_selection_policy:
ASPGreedy: {}
value_function:
WSCB:
alpha: linspace(0.1, 1, 10)
num_lat: [5, 10, 20]
- EGreedy:
SimpleAgent:
action_selection_policy:
ASPEGreedy:
# epsilon: linspace(0.001, 1, 10)
epsilon: [0.4,0.01,0.001]
value_function:
EGreedy: {}
- UCB:
SimpleAgent:
action_selection_policy:
ASPGreedy: {}
value_function:
UCB:
# c: linspace(0.001, 1, 10)
c: [0.01,0.02,0.003,0.1]
- LinearUCB:
SimpleAgent:
action_selection_policy:
ASPGreedy: {}
value_function:
LinearUCB:
alpha: linspace(0.1, 1, 10)
item_var: 0.01
iterations: 20
num_lat: [10, 15, 20]
stop_criteria: 0.0009
user_var: 0.01
var: 0.05
- LinearEGreedy:
SimpleAgent:
action_selection_policy:
ASPEGreedy:
epsilon: linspace(0.001, 1, 10)
# epsilon: linspace(0.1, 1, 5)
value_function:
LinearEGreedy:
item_var: 0.01
iterations: 20
num_lat: [10, 15, 20]
stop_criteria: 0.0009
user_var: 0.01
var: 0.05
- ThompsonSampling:
SimpleAgent:
action_selection_policy:
ASPGreedy: {}
value_function:
ThompsonSampling:
alpha_0: linspace(0.1, 1, 10)
beta_0: linspace(1, 100, 10)
- PTS:
SimpleAgent:
action_selection_policy:
ASPGreedy: {}
value_function:
PTS:
num_lat: 10
num_particles: [5, 10]
var: linspace(0.01, 0.5, 4)
var_u: linspace(0.01, 0.5, 4)
var_v: linspace(0.3, 5.0, 3)
- GLM_UCB:
SimpleAgent:
action_selection_policy:
ASPGreedy: {}
value_function:
GLM_UCB:
c: [0.1, 0.5, 1, 2, 4, 8]
item_var: 0.01
iterations: 20
num_lat: [5, 10, 20]
stop_criteria: 0.0009
user_var: 0.01
var: 0.05
- NICF:
SimpleAgent:
action_selection_policy:
ASPGreedy: {}
value_function:
NICF:
batch: 128
clip_param: 0.2
dropout_rate: [0.01, 0.1]
gamma: 0.0
inner_epoch: 50
latent_factor: 10
learning_rate: 1
num_blocks: [1, 2, 3]
num_heads: [1, 2, 3]
restore_model: false
rnn_layer: [1, 2]
time_step: 3
training_epoch: 30000
- ClusterBandit:
SimpleAgent:
action_selection_policy:
ASPGreedy: {}
value_function:
ClusterBandit:
B: 5
C: 0.5
D: 3
num_clusters: [4, 8]
num_lat: [5, 10, 20]
- ICTRTS:
SimpleAgent:
action_selection_policy:
ASPGreedy: {}
value_function:
ICTRTS:
num_lat: [5, 10, 20]
num_particles: [2, 5, 10]