Classifier ensembles for changing environments

被引：0

作者：

Kuncheva, LI ^{[1
]}

机构：

[1] Univ Coll N Wales, Sch Informat, Bangor LL57 1UT, Gwynedd, Wales

来源：

MULTIPLE CLASSIFIER SYSTEMS, PROCEEDINGS | 2004年 / 3077卷

关键词：

classifier ensembles; online ensembles; incremental learning; non-stationary environments; concept drift;

D O I：

暂无

中图分类号：

TP301 [理论、方法];

学科分类号：

081202 ;

摘要：

We consider strategies for building classifier ensembles for non-stationary environments where the classification task changes during the operation of the ensemble. Individual classifier models capable of online learning are reviewed. The concept of "forgetting" is discussed. Online ensembles and strategies suitable for changing environments are summarized.

引用

页码：1 / 15

页数：15

共 50 条

[11] Optimising Diversity in Classifier Ensembles
Ivaşcu C.
Everson R.M.
Fieldsend J.E.
SN Computer Science, 2022, 3 (3)
[12] Classifier Ensembles in Software Fault Prediction
Ozcift, Akin
ICECCO'12: 9TH INTERNATIONAL CONFERENCE ON ELECTRONICS, COMPUTER AND COMPUTATION, 2012, : 288 - 291
[13] Classifier Ensembles with the Extended Space Forest
Amasyali, Mehmet Fatih
Ersoy, Okan K.
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2014, 26 (03) : 549 - 562
[14] Post-aggregation of classifier ensembles
Omari, Adil
Figueiras-Vidal, Anibal R.
INFORMATION FUSION, 2015, 26 : 96 - 102
[15] Decision tree simplification for classifier ensembles
Windeatt, T
Ardeshir, G
INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2004, 18 (05) : 749 - 776
[16] Evolving Classifier Ensembles with Voting Predictors
Lanzi, Pier Luca
Loiacono, Daniele
Zanini, Matteo
2008 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-8, 2008, : 3760 - 3767
[17] Ensembles of EFuNNs: an architecture for a multimodule classifier
Woodford, BJ
Kasabov, NK
10TH IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-3: MEETING THE GRAND CHALLENGE: MACHINES THAT SERVE PEOPLE, 2001, : 1573 - 1576
[18] Feature Selection with Dynamic Classifier Ensembles
Kiziloz, Hakan Ezgi
Deniz, Ayca
2020 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC), 2020, : 2038 - 2043
[19] A Comparative Study of Classifier Ensembles for Karyotyping
Barandiaran, Inigo
Maclair, Gregory
Goienetxea, Izaro
Jauquicoa, Carlos
Grana, Manuel
ADVANCES IN KNOWLEDGE-BASED AND INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS, 2012, 243 : 1400 - 1407
[20] Support of Contextual Classifier Ensembles Design
Jakubczyc, Janina A.
Owoc, Mieczyslaw L.
PROCEEDINGS OF THE 2015 FEDERATED CONFERENCE ON COMPUTER SCIENCE AND INFORMATION SYSTEMS, 2015, 5 : 1683 - 1689

← 1 2 3 4 5 →