Learning From Small Samples: An Analysis of Simple Decision Heuristics
Authors: Özgür Şimşek, Marcus Buckmann
NeurIPS 2015 | Conference PDF | Archive PDF | Plain Text | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | Our empirical analysis is the most extensive to date, employing 63 natural data sets on diverse subjects. |
| Researcher Affiliation | Academia | Ozg ur S ims ek and Marcus Buckmann Center for Adaptive Behavior and Cognition Max Planck Institute for Human Development Lentzeallee 94, 14195 Berlin, Germany {ozgur, buckmann}@mpib-berlin.mpg.de |
| Pseudocode | No | The paper describes algorithms verbally and mathematically but does not contain any structured pseudocode or algorithm blocks. |
| Open Source Code | No | The paper does not provide any explicit statement about open-sourcing code or a link to a code repository for the methodology described. |
| Open Datasets | Yes | The data sets were gathered from a wide variety of sources, including online data repositories, textbooks, packages for R statistical software, statistics and data mining competitions, research publications, and individual scientists collecting field data. The data sets are described in detail in the supplementary material. |
| Dataset Splits | Yes | Figure 4 shows accuracies when the models were trained on 50% of the objects and tested on the remaining 50%... We used the CART implementation in rpart [15]... and 10-fold cross-validated cost-complexity pruning. |
| Hardware Specification | No | The paper does not provide specific hardware details (e.g., CPU/GPU models, memory, or cloud instance types) used for running the experiments. |
| Software Dependencies | Yes | We used the CART implementation in rpart [15]... [15] T. Therneau, B. Atkinson, and B. Ripley. rpart: Recursive partitioning and regression trees, 2014. R package version 4.1-5. |
| Experiment Setup | Yes | We used the CART implementation in rpart [15] with the default splitting criterion Gini, cp=0, minsplit=2, minbucket=1, and 10-fold cross-validated cost-complexity pruning. |