Software Framework for Modular Machine Learning Systems

被引：0

作者：

Korytkowski, Marcin ^{[1
]}

Scherer, Magdalena ^{[2
]}

Ferdowsi, Sohrab ^{[3
]}

机构：

[1] Czestochowa Tech Univ, Inst Computat Intelligence, PL-42200 Czestochowa, Poland

[2] Czestochowa Tech Univ, Fac Management, PL-42200 Czestochowa, Poland

[3] Univ Geneva, Dept Comp Sci, Geneva, Switzerland

来源：

ARTIFICIAL INTELLIGENCE AND SOFT COMPUTING, PT II (ICAISC 2015) | 2015年 / 9120卷

关键词：

D O I：

10.1007/978-3-319-19369-4_67

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Machine learning methods and algorithms can be combined into ensembles to obtain better performance than a single base learner. In the paper we present a framework for distributed system based on Common Object Request Broker Architecture for creating ensembles of learning systems. The systems are handled by the server which sends and receives learning and testing data. They can be located on different machines with various operating systems or hardware. The structures of the base learners are described by XML files.

引用

页码：760 / 767

页数：8

共 50 条

[1] Distributable modular software framework for manufacturing systems
Papadoudis, Jan
Georgiadis, Anthimos
[J]. RESEARCH AND INNOVATION IN MANUFACTURING: KEY ENABLING TECHNOLOGIES FOR THE FACTORIES OF THE FUTURE - PROCEEDINGS OF THE 48TH CIRP CONFERENCE ON MANUFACTURING SYSTEMS, 2016, 41 : 712 - 716
[2] Software Framework for Data Fault Injection to Test Machine Learning Systems
Nurminen, Jukka K.
Halvari, Tuomas
Harviainen, Juha
Myllari, Juha
Roysko, Antti
Silvennoinen, Juuso
Mikkonen, Tommi
[J]. 2019 IEEE 30TH INTERNATIONAL SYMPOSIUM ON SOFTWARE RELIABILITY ENGINEERING WORKSHOPS (ISSREW 2019), 2019, : 294 - 299
[3] Software Engineering of Machine Learning Systems
Isbell, Charles
Littman, Michael L.
Norvig, Peter
[J]. COMMUNICATIONS OF THE ACM, 2023, 66 (02) : 35 - 37
[4] EmSBoT: A Lightweight Modular Software Framework for Networked Robotic Systems
Peng, Long
Guan, Fei
Perneel, Luc
Fayyad-Kazan, Hasan
Timmerman, Martin
[J]. 2016 3RD INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTATIONAL TOOLS FOR ENGINEERING APPLICATIONS (ACTEA), 2016, : 216 - 221
[5] Quality issues in machine learning software systems
Cote, Pierre-Olivier
Nikanjam, Amin
Bouchoucha, Rached
Basta, Ilan
Abidi, Mouna
Khomh, Foutse
[J]. EMPIRICAL SOFTWARE ENGINEERING, 2024, 29 (06)
[6] GAMLS: A Generalized framework for Associative Modular Learning Systems
Kumar, S
Ghosh, J
[J]. APPLICATIONS AND SCIENCE OF COMPUTATIONAL INTELLIGENCE II, 1999, 3722 : 24 - 35
[7] Local Dynamic Map as a modular Software Framework for Driver Assistance Systems
Reisdorf, P.
Auerswald, A.
Wanielik, G.
[J]. ADVANCES IN RADIO SCIENCE, 2015, 13 : 203 - 207
[8] A Fuzzy Optimization Framework for COTS Products Selection of Modular Software Systems
Gupta, Pankaj
Hoang Pham
Mehlawat, Mukesh Kumar
Verma, Shilpi
[J]. INTERNATIONAL JOURNAL OF FUZZY SYSTEMS, 2013, 15 (02) : 91 - 109
[9] A Machine Learning Security Framework for Iot Systems
Bagaa, Miloud
Taleb, Tarik
Bernabe, Jorge Bernal
Skarmeta, Antonio
[J]. IEEE ACCESS, 2020, 8 : 114066 - 114077
[10] A Framework for Modular and Customizable Software Analysis
Martins, Pedro
Carvalho, Nuno
Fernandes, Joao Paulo
Almeida, Jose Joao
Saraiva, Joao
[J]. COMPUTATIONAL SCIENCE AND ITS APPLICATIONS - ICCSA 2013, PT II, 2013, 7972 : 443 - 458

← 1 2 3 4 5 →