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Speeding up Algorithm Selection via Meta-learning and Active Testing

Speeding up Algorithm Selection via Meta-learning and Active Testing

Created 21-11-2016 by Jason Visibility: public
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The objective was to determine which seedlots in a species are best for soil conservation in seasonally dry hill country. Determination is found by measurement of height, diameter by height, survival,…
27620 runs0 likes12 downloads12 reach11 impact
736 instances - 20 features - 5 classes - 448 missing values
Database of baseball players and play statistics, including 'Games_played', 'At_bats', 'Runs', 'Hits', 'Doubles', 'Triples', 'Home_runs', 'RBIs', 'Walks', 'Strikeouts', 'Batting_average',…
795 runs0 likes11 downloads11 reach10 impact
1340 instances - 17 features - 3 classes - 20 missing values
Classify a chess game based on the position of the white king, the white rook and the black king.
1777 runs1 likes17 downloads18 reach9 impact
28056 instances - 7 features - 18 classes - 0 missing values
1. Title of Database: Abalone data 2. Sources: (a) Original owners of database: Marine Resources Division Marine Research Laboratories - Taroona Department of Primary Industry and Fisheries, Tasmania…
34899 runs0 likes18 downloads18 reach10 impact
4177 instances - 9 features - 28 classes - 0 missing values
The database consists of the multi-spectral values of pixels in 3x3 neighbourhoods in a satellite image, and the classification associated with the central pixel in each neighbourhood. The aim is to…
30181 runs2 likes25 downloads27 reach14 impact
6430 instances - 37 features - 6 classes - 0 missing values
No data.
2198 runs1 likes17 downloads18 reach10 impact
1484 instances - 9 features - 10 classes - 0 missing values
Prediction task is to determine whether a person makes over 50K a year. Extraction was done by Barry Becker from the 1994 Census database. A set of reasonably clean records was extracted using the…
2671 runs1 likes35 downloads36 reach12 impact
48842 instances - 15 features - 2 classes - 6465 missing values
1. TItle: Solar Flare database This is the second version of the dataset. It has more instances and has had much more error correction applied to it, and has consequently been treated as more…
2333 runs0 likes5 downloads5 reach12 impact
1066 instances - 13 features - 3 classes - 0 missing values
The dataset (originally named ELEC2) contains 45,312 instances dated from 7 May 1996 to 5 December 1998. Each example of the dataset refers to a period of 30 minutes, i.e. there are 48 instances for…
107183 runs3 likes45 downloads48 reach14 impact
45312 instances - 9 features - 2 classes - 0 missing values
Generator generating 3 classes of waves. Each class is generated from a combination of 2 of 3 "base" waves. For details, see Breiman,L., Friedman,J.H., Olshen,R.A., and Stone,C.J. (1984).…
20129 runs1 likes54 downloads55 reach13 impact
5000 instances - 41 features - 3 classes - 0 missing values
Introduction ============ In my work on context-sensitive learning, I used the "Deterding Vowel Recognition Data", but I found it necessary to reformulate the data. Implicit in the original data is…
458 runs0 likes0 downloads0 reach0 impact
990 instances - 14 features - 11 classes - 0 missing values
NAME vehicle silhouettes PURPOSE to classify a given silhouette as one of four types of vehicle, using a set of features extracted from the silhouette. The vehicle may be viewed from one of many…
31975 runs2 likes35 downloads37 reach13 impact
846 instances - 19 features - 4 classes - 0 missing values
This database encodes the complete set of possible board configurations at the end of tic-tac-toe games, where "x" is assumed to have played first. The target concept is "win for x" (i.e., true when…
386788 runs2 likes97 downloads99 reach11 impact
958 instances - 10 features - 2 classes - 0 missing values
Primate splice-junction gene sequences (DNA) with associated imperfect domain theory. Splice junctions are points on a DNA sequence at which 'superfluous' DNA is removed during the process of protein…
24646 runs1 likes18 downloads19 reach10 impact
3190 instances - 61 features - 3 classes - 0 missing values
SPAM E-mail Database The "spam" concept is diverse: advertisements for products/websites, make money fast schemes, chain letters, pornography... Our collection of spam e-mails came from our postmaster…
162017 runs5 likes93 downloads98 reach14 impact
4601 instances - 58 features - 2 classes - 0 missing values
This is the large soybean database from the UCI repository, with its training and test database combined into a single file. There are 19 classes, only the first 15 of which have been used in prior…
41045 runs1 likes56 downloads57 reach13 impact
683 instances - 36 features - 19 classes - 2337 missing values
1. Title: Pima Indians Diabetes Database 2. Sources: (a) Original owners: National Institute of Diabetes and Digestive and Kidney Diseases (b) Donor of database: Vincent Sigillito…
203503 runs8 likes107 downloads115 reach21 impact
768 instances - 9 features - 2 classes - 0 missing values
The instances were drawn randomly from a database of 7 outdoor images. The images were hand-segmented to create a classification for every pixel. Each instance is a 3x3 region. ### Attribute…
23519 runs0 likes25 downloads25 reach13 impact
2310 instances - 20 features - 7 classes - 0 missing values
Process delays known as cylinder banding in rotogravure printing were substantially mitigated using control rules discovered by decision tree induction. Attribute Information: > 1. timestamp:…
811 runs0 likes5 downloads5 reach9 impact
540 instances - 39 features - 2 classes - 999 missing values
We create a digit database by collecting 250 samples from 44 writers. The samples, written by 30 writers, are used for training, cross-validation and writer dependent testing, and the digits written…
37685 runs0 likes21 downloads21 reach14 impact
10992 instances - 17 features - 10 classes - 0 missing values
This dataset classifies people described by a set of attributes as good or bad credit risks. This dataset comes with a cost matrix: ``` Good Bad (predicted) Good 0 1 (actual) Bad 5 0 ``` It is worse…
506307 runs28 likes311 downloads339 reach34 impact
1000 instances - 21 features - 2 classes - 0 missing values
1. Title of Database: Blocks Classification 2. Sources: (a) Donato Malerba Dipartimento di Informatica University of Bari via Orabona 4 70126 Bari - Italy phone: +39 - 80 - 5443269 fax: +39 - 80 -…
2719 runs0 likes18 downloads18 reach12 impact
5473 instances - 11 features - 5 classes - 0 missing values
This file concerns credit card applications. All attribute names and values have been changed to meaningless symbols to protect the confidentiality of the data. This dataset is interesting because…
25384 runs1 likes36 downloads37 reach13 impact
690 instances - 16 features - 2 classes - 67 missing values
1. Title of Database: Optical Recognition of Handwritten Digits 2. Source: E. Alpaydin, C. Kaynak Department of Computer Engineering Bogazici University, 80815 Istanbul Turkey alpaydin@boun.edu.tr…
36118 runs3 likes22 downloads25 reach14 impact
5620 instances - 65 features - 10 classes - 0 missing values
1. Title: Nursery Database 2. Sources: (a) Creator: Vladislav Rajkovic et al. (13 experts) (b) Donors: Marko Bohanec (marko.bohanec@ijs.si) Blaz Zupan (blaz.zupan@ijs.si) (c) Date: June, 1997 3. Past…
2210 runs0 likes18 downloads18 reach12 impact
12960 instances - 9 features - 5 classes - 0 missing values
### Description This dataset describes mushrooms in terms of their physical characteristics. They are classified into: poisonous or edible. ### Source ``` (a) Origin: Mushroom records are drawn from…
16692 runs1 likes42 downloads43 reach14 impact
8124 instances - 23 features - 2 classes - 2480 missing values
1. Title: Contraceptive Method Choice 2. Sources: (a) Origin: This dataset is a subset of the 1987 National Indonesia Contraceptive Prevalence Survey (b) Creator: Tjen-Sien Lim (limt@stat.wisc.edu)…
24352 runs0 likes21 downloads21 reach12 impact
1473 instances - 10 features - 3 classes - 0 missing values
One of a set of 6 datasets describing features of handwritten numerals (0 - 9) extracted from a collection of Dutch utility maps. Corresponding patterns in different datasets correspond to the same…
34883 runs0 likes23 downloads23 reach14 impact
2000 instances - 48 features - 10 classes - 0 missing values
This database was derived from a simple hierarchical decision model originally developed for the demonstration of DEX (M. Bohanec, V. Rajkovic: Expert system for decision making. Sistemica 1(1), pp.…
19161 runs1 likes25 downloads26 reach12 impact
1728 instances - 7 features - 4 classes - 0 missing values
One of a set of 6 datasets describing features of handwritten numerals (0 - 9) extracted from a collection of Dutch utility maps. The maps were scanned in 8 bit grey value at density of 400dpi,…
26538 runs0 likes18 downloads18 reach14 impact
2000 instances - 241 features - 10 classes - 0 missing values
One of a set of 6 datasets describing features of handwritten numerals (0 - 9) extracted from a collection of Dutch utility maps. Corresponding patterns in different datasets correspond to the same…
36330 runs1 likes19 downloads20 reach14 impact
2000 instances - 7 features - 10 classes - 0 missing values
One of a set of 6 datasets describing features of handwritten numerals (0 - 9) extracted from a collection of Dutch utility maps. Corresponding patterns in different datasets correspond to the same…
38885 runs0 likes20 downloads20 reach14 impact
2000 instances - 65 features - 10 classes - 0 missing values
Current dataset was adapted to ARFF format from the UCI version. Sample code ID's were removed. ! Note that there is also a related Breast Cancer Wisconsin (Diagnosis) Data Set with a different set of…
28732 runs2 likes22 downloads24 reach11 impact
699 instances - 10 features - 2 classes - 16 missing values
One of a set of 6 datasets describing features of handwritten numerals (0 - 9) extracted from a collection of Dutch utility maps. Corresponding patterns in different datasets correspond to the same…
38439 runs0 likes13 downloads13 reach15 impact
2000 instances - 77 features - 10 classes - 0 missing values
One of a set of 6 datasets describing features of handwritten numerals (0 - 9) extracted from a collection of Dutch utility maps. Corresponding patterns in different datasets correspond to the same…
37793 runs0 likes18 downloads18 reach17 impact
2000 instances - 217 features - 10 classes - 0 missing values
This data set was generated to model psychological experimental results. Each example is classified as having the balance scale tip to the right, tip to the left, or be balanced. The attributes are…
30115 runs2 likes18 downloads20 reach17 impact
625 instances - 5 features - 3 classes - 0 missing values
1. TITLE: Letter Image Recognition Data The objective is to identify each of a large number of black-and-white rectangular pixel displays as one of the 26 capital letters in the English alphabet. The…
69914 runs3 likes75 downloads78 reach14 impact
20000 instances - 17 features - 26 classes - 0 missing values
Author: Alen Shapiro Source: [UCI](https://archive.ics.uci.edu/ml/datasets/Chess+(King-Rook+vs.+King-Pawn)) Please cite: [UCI citation policy](https://archive.ics.uci.edu/ml/citation_policy.html) 1.…
274238 runs1 likes44 downloads45 reach19 impact
3196 instances - 37 features - 2 classes - 0 missing values
The original Annealing dataset from UCI. The exact meaning of the features and classes is largely unknown. Annealing, in metallurgy and materials science, is a heat treatment that alters the physical…
13779 runs0 likes16 downloads16 reach15 impact
898 instances - 39 features - 5 classes - 22175 missing values