Background: A mushroom, or toadstool, is the fleshy, spore-bearing
fruiting body of a fungus, typically produced above ground on soil or on its
food source. Identifying mushrooms requires a basic understanding of
their macroscopic structure. Most are Basidiomycetes and gilled. Their
spores, called basidiospores, are produced on the gills and fall in a fine
rain of powder from under the caps as a result. At the microscopic level the
basidiospores are shot off basidia and then fall between the gills in the
dead air space. As a result, for most mushrooms, if the cap is cut off and
placed gill-side-down overnight, a powdery impression reflecting the shape of
the gills (or pores, or spines, etc.) is formed (when the fruit body is
sporulating). The color of the powdery print, called a spore print, is used
to help classify mushrooms and can help to identify them. Spore print colors
include white (most common), brown, black, purple-brown, pink, yellow, and
creamy, but almost never blue, green, or red. Learn which features spell certain death and which are
most palatable in this dataset of mushroom characteristics. How certain can
your model be? Abstract:
From Audobon Society Field Guide; mushrooms described in terms of physical
characteristics; classification: poisonous or edible |
Data Set Characteristics: |
Multivariate |
Number of Instances: |
8124 |
Area: |
Life |
Attribute Characteristics: |
Categorical |
Number of Attributes: |
22 |
Date Donated |
1987-04-27 |
Associated Tasks: |
Classification |
Missing Values? |
Yes |
Number of Web Hits: |
207495 |
Relevant Papers:
Schlimmer,J.S. (1987). Concept Acquisition Through
Representational Adjustment (Technical Report 87-19). Doctoral disseration,
Department of Information and Computer Science, University of California,
Irvine.
[Web Link]
Iba,W., Wogulis,J., & Langley,P. (1988). Trading off Simplicity and
Coverage in Incremental Concept Learning. In Proceedings of the 5th
International Conference on Machine Learning, 73-79. Ann Arbor, Michigan:
Morgan Kaufmann.
[Web Link]
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