Author: Maarten Speekenbrink

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Preprints

A tutorial on Gaussian process regression: Modelling, exploring, and exploiting functions

• Downloaded 32,180 times
• Download rankings, all-time:
  • Site-wide: 188
  • In animal behavior and cognition: 1
• Year to date:
  • Site-wide: 405
• Since beginning of last month:
  • Site-wide: 405

Generalization guides human exploration in vast decision spaces

• Downloaded 2,709 times
• Download rankings, all-time:
  • Site-wide: 4,435
  • In animal behavior and cognition: 25
• Year to date:
  • Site-wide: 24,620
• Since beginning of last month:
  • Site-wide: 24,620

Putting bandits into context: How function learning supports decision making

• Downloaded 1,622 times
• Download rankings, all-time:
  • Site-wide: 9,527
  • In animal behavior and cognition: 67
• Year to date:
  • Site-wide: 20,529
• Since beginning of last month:
  • Site-wide: 20,529

Mapping the unknown: The spatially correlated multi-armed bandit

• Downloaded 1,496 times
• Download rankings, all-time:
  • Site-wide: 10,705
  • In animal behavior and cognition: 79
• Year to date:
  • Site-wide: 15,423
• Since beginning of last month:
  • Site-wide: 15,423

Compositional Inductive Biases in Function Learning

• Downloaded 1,260 times
• Download rankings, all-time:
  • Site-wide: 13,840
  • In animal behavior and cognition: 98
• Year to date:
  • Site-wide: 27,360
• Since beginning of last month:
  • Site-wide: 27,360

Generalization and search in risky environments

• Downloaded 592 times
• Download rankings, all-time:
  • Site-wide: 40,322
  • In animal behavior and cognition: 382
• Year to date:
  • Site-wide: 106,620
• Since beginning of last month:
  • Site-wide: 106,620

Adaptive planning in human search

• Downloaded 578 times
• Download rankings, all-time:
  • Site-wide: 41,481
  • In animal behavior and cognition: 395
• Year to date:
  • Site-wide: 81,806
• Since beginning of last month:
  • Site-wide: 81,806

Active learning reveals underlying decision strategies

• Downloaded 553 times
• Download rankings, all-time:
  • Site-wide: 43,921
  • In animal behavior and cognition: 428
• Year to date:
  • Site-wide: 95,400
• Since beginning of last month:
  • Site-wide: 95,400

Fitness Landscape of the Fission Yeast Genome

• Downloaded 538 times
• Download rankings, all-time:
  • Site-wide: 45,393
  • In genomics: 3,679
• Year to date:
  • Site-wide: 110,716
• Since beginning of last month:
  • Site-wide: 110,716

Strategic exploration in human adaptive control

• Downloaded 458 times
• Download rankings, all-time:
  • Site-wide: 54,585
  • In animal behavior and cognition: 558
• Year to date:
  • Site-wide: 93,488
• Since beginning of last month:
  • Site-wide: 93,488

Structured priors in human forecasting

• Downloaded 305 times
• Download rankings, all-time:
  • Site-wide: 79,165
  • In animal behavior and cognition: 916
• Year to date:
  • Site-wide: 90,778
• Since beginning of last month:
  • Site-wide: 90,778