A study of cross-validation and bootstrap for accuracy estimation and model selection.

This is a peer reviewed paper which reviews accuracy estimation methods and compares the two most common methods: cross validation and bootstrap. Recent experimental results on artificial data and theoretical results in tested settings have shown that for selecting a good classifier from a set of classifiers ten fold cross validation may one better then the more expensive leave one out cross validation.



Website:

https://pdfs.semanticscholar.org/0be0/d781305750b37acb35fa187febd8db67bfcc.pdf

Simple

Date (Creation)
1995-01-01
Date (Publication)
1995-01-01
Date (Revision)
Citation identifier
https://www.mica-project.eu/ / MICA_B2-99

MICA WP3 2017-09-25T10:33:00 Record extracted from Batch 2 spreadsheet

Other citation details

No additional information provided about the dataset
Purpose

Purpose for data generation is not known
Status
Completed
Point of contact
Organisation name Individual name Electronic mail address Role

Stanford University

 		Resource provider
Maintenance and update frequency
Not planned
dataCentre

  • MICA

MICA ontology (TemporalScheme)

  • Historic (includes data up to or including 2005)

MICA ontology (DataScheme)

  • General descriptive information / Paper
Keywords

  • Requirement for data generation: Voluntary
Keywords

  • Method of data or information generation: Academic research

GEMET Concepts

  • Exploration

MICA ontology (DomainScheme)

  • Geostatistical estimates

MICA ontology (DomainScheme)

  • 2D predictive mapping

MICA ontology (DomainScheme)

  • Approximate resource calculation

MICA ontology (DomainScheme)

  • 3D block model (Approximate resource calculation)

MICA ontology (DomainScheme)

  • 3D geological model
Access constraints
Other restrictions
Use constraints
Other restrictions
Language
English
Topic category
  • Geoscientific information
  • Economy
Description

Geographic coverage not applicable
Geographic identifier
Other group of countries (please provide more details)
Hierarchy level
Non geographic dataset
Other

Individual item (e.g. a one-off academic paper or single website)

Conformance result

Title

Data uncertainty
Date
Explanation

Are any uncertainty measures provided (e.g. standard errors, confidence intervals, etc.)?
Pass
Yes

Conformance result

Title

Quality assurance procedures
Date
Explanation

Are quality assurance procedures described?
Pass
Yes

Conformance result

Title

Information generation methods
Date
Explanation

Are data or information generation methods formally described?
Pass
Yes

Conformance result

Title

Record review
Date
Other citation details

Reviewed by: British Geological Survey
Explanation

Record validation
Pass
No

Conformance result

Title
Commission Regulation (EU) No 1089/2010 of 23 November 2010 implementing Directive 2007/2/EC of the European Parliament and of the Council as regards interoperability of spatial data sets and services
Date (Publication)
2010-12-08
Statement

Organisation source implies that information should be of good quality

Metadata

File identifier
491bd869-ff7e-482d-8e51-7eb9027be6bd XML
Metadata language
English
Character set
MD_CharacterSetCode_utf8
Hierarchy level
Non geographic dataset
Date stamp
2024-11-07
Metadata standard name

ISO19115
Metadata standard version

2003/Cor.1:2006
Metadata author
Organisation name Individual name Electronic mail address Role

British Geological Survey

enquiries@bgs.ac.uk

Point of contact
 
 

Overviews

overview

Keywords

MICA


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