Extending Analogical Generalization with Near-Misses
Authors: Matthew McLure, Scott Friedman, Kenneth Forbus
AAAI 2015 | Conference PDF | Archive PDF | Plain Text | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | We show that ALIGN out-performs analogical generalization on two perceptual data sets: (1) hand-drawn sketches; and (2) geospatial concepts from strategy-game maps. |
| Researcher Affiliation | Collaboration | Matthew D. Mc Lure Qualitative Reasoning Group Northwestern University 2133 Sheridan Road Evanston, IL, 60208, USA mclure@u.northwestern.edu Scott E. Friedman Smart Information Flow Technologies (SIFT) Minneapolis, MN, USA friedman@sift.net Kenneth D. Forbus Qualitative Reasoning Group Northwestern University 2133 Sheridan Road Evanston, IL, 60608, USA forbus@northwestern.edu |
| Pseudocode | Yes | Figure 5: ALIGN s top-level training and testing procedures. |
| Open Source Code | No | The paper does not provide any concrete access to source code (specific repository link, explicit code release statement, or code in supplementary materials) for the methodology described. |
| Open Datasets | No | The paper does not provide concrete access information (specific link, DOI, repository name, formal citation with authors/year, or reference to established benchmark datasets) for a publicly available or open dataset. It mentions using "hand-drawn sketches" and data from "Freeciv map" which appear to be collected for this work but no public access is provided. |
| Dataset Splits | Yes | Performance was evaluated via 4-fold cross-validation. Statistical significance was measured using a one-tailed, paired t-test. [...] 10-fold cross-validation was used. |
| Hardware Specification | No | The paper does not provide specific hardware details (exact GPU/CPU models, processor types with speeds, memory amounts, or detailed computer specifications) used for running its experiments. |
| Software Dependencies | No | The paper does not provide specific ancillary software details (e.g., library or solver names with version numbers like Python 3.8, CPLEX 12.4) needed to replicate the experiment. |
| Experiment Setup | Yes | The similarity threshold for ALIGN was set to 0.8. This was also the assimilation threshold used for the Prototypes condition. |