Integrating Global and Local Boosting

被引：0

作者：

Lipitakis, Anastasia-Dimitra ^{[1
]}

Antzoulatos, Gerasimos S. ^{[1
]}

Kotsiantis, Sotiris ^{[1
]}

Vrahatis, Michael N. ^{[1
]}

机构：

[1] Univ Patras, Dept Math, GR-26110 Patras, Greece

来源：

2015 6TH INTERNATIONAL CONFERENCE ON INFORMATION, INTELLIGENCE, SYSTEMS AND APPLICATIONS (IISA) | 2015年

关键词：

global boosting; local boosting; ensemble of classifiers; machine learning; classification; heterogeneous databases; inductive learning system; RANDOM SUBSPACE METHOD; CLASSIFIER;

D O I：

暂无

中图分类号：

TP301 [理论、方法];

学科分类号：

081202 ;

摘要：

Several data analysis problems require investigations of relationships between attributes in related heterogeneous databases, where different prediction models can be more appropriate for different regions. A new technique of integrating global and local boosting is proposed. A comparison with other well known and widely used combining methods on standard benchmark datasets has shown that the proposed technique leads to more accurate results.

引用

页数：6

共 50 条

[21] Performance of global–local hybrid ensemble versus boosting and bagging ensembles
Dustin Baumgartner
Gursel Serpen
International Journal of Machine Learning and Cybernetics, 2013, 4 : 301 - 317
[22] Boosting Crowdsourcing With Expert Labels: Local vs. Global Effects
Liu, Qiang
Ihler, Alexander
Fisher, John, III
2015 18TH INTERNATIONAL CONFERENCE ON INFORMATION FUSION (FUSION), 2015, : 9 - 14
[23] Integrating Local Community Global Health Experiences into Resident Education
Watts, Jennifer
Warrick, Stephen
PEDIATRICS, 2018, 141
[24] Three-way recommendation integrating global and local information
Ma, Yuan-Yuan
Zhang, Heng-Ru
Xu, Yuan-Yuan
Min, Fan
Gao, Lei
JOURNAL OF ENGINEERING-JOE, 2018, (16): : 1397 - 1401
[25] Integrating Local Context and Global Cohesiveness for Open Information Extraction
Zhu, Qi
Ren, Xiang
Shang, Jingbo
Zhang, Yu
El-Kishkyi, Ahmed
Han, Jiawei
PROCEEDINGS OF THE TWELFTH ACM INTERNATIONAL CONFERENCE ON WEB SEARCH AND DATA MINING (WSDM'19), 2019, : 42 - 50
[26] INTEGRATING LOCAL AND GLOBAL ROUTING ON SCALE-FREE NETWORKS
Pu, Cun-Lai
Pei, Wen-Jiang
INTERNATIONAL JOURNAL OF MODERN PHYSICS C, 2011, 22 (03): : 297 - 304
[27] Providing recommendations in social networks by integrating local and global reputation
De Meo, Pasquale
Fotia, Lidia
Messina, Fabrizio
Rosaci, Domenico
Sarne, Giuseppe M. L.
INFORMATION SYSTEMS, 2018, 78 : 58 - 67
[28] Marketing micro-finance to women: integrating global with local
Rugimbana, Robert
Spring, Anita
INTERNATIONAL JOURNAL OF NONPROFIT AND VOLUNTARY SECTOR MARKETING, 2009, 14 (02) : 149 - 154
[29] Integrating Local and Global Manifold Structures for Unsupervised Dimensionality Reduction
Chen, Xiaochen
Wei, Jia
Li, Jinhai
Zhang, Xiaodong
PROCEEDINGS OF THE 2014 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2014, : 2863 - 2869
[30] A statistical language modeling approach integrating local and global constraints
Bellegarda, JR
1997 IEEE WORKSHOP ON AUTOMATIC SPEECH RECOGNITION AND UNDERSTANDING, PROCEEDINGS, 1997, : 262 - 269

← 1 2 3 4 5 →