Laboratory for Artificial Neural Systems

Benchmark Dataset Collection

Datasets Summary

Dataset Summary Type
Delve Delve consists of:

1. A software environment, which allows you to manipulate datasets and do statistical analysis of method performance.
2. Datasets; a number of datasets for regression and classification are available.
3. Learning methods. Delve also serves as a repository of learning methods. In the archive you will find precise descriptions of methods, software implementations and complete results obtained by running the methods on the datasets.

2C
6R
ELENA Deals with classification.Comprehensive analysis on the dataset characteristics and various classification methods. Contains 3 artificial datasets with nonlinear properties. 7C
PRNN This collection contains datasets used in the book Pattern Recognition and Neural Networks by B.D. Ripley (1996) Cambridge University Press ISBN 0 521 46986 7 (hardback, 416 pages, 29.95 pounds, $49.95)
PROBEN1 Proben1 is a collection of benchmark problems for neural network research, accompanied by a set of rules and conventions for their application. It consists of
- a set of data files in a very simple common format,
- the set of original data files these files were created from,
- documentation for each of these files, and - a technical report describing the set of problems and the rules
11C
4R
StatLib (CMU) Datasets from CMU Statistics Department
STATLOG Project StatLog (Esprit Project 5170) was concerned with comparative studies of different machine learning, neural and statistical classification algorithms. About 20 different algorithms were evaluated on more than 20 (only 10 are available publicly) different datasets. The tests carried out under project produced many interesting results. The results(not available online) of these tests are comprehensively described in a book (D.Michie et.al, 1994). 10C
UC Irvine Repository A huge database of machine learning datasets. >74C
>3R

Dataset Type

C: Classification
R: Regression


LANS Benchmarks Maintainer
11 Mar1997