Mislabel Detection of Finnish Publication Ranks

Anton Akusok; Mirka  Saarela; Tommi  Kärkkäinen; Kaj-Mikael Björk; Amaury Lendasse

doi:10.1007/978-3-030-01520-6_22

Mislabel Detection of Finnish Publication Ranks

Anton Akusok, Mirka Saarela, Tommi Kärkkäinen, Kaj-Mikael Björk, Amaury Lendasse

Finance, Helsinki

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

Abstract

The paper proposes to analyze a data set of Finnish ranks of academic publication channels with Extreme Learning Machine (ELM). The purpose is to introduce and test recently proposed ELM-based mislabel detection approach with a rich set of features characterizing a publication channel. We will compare the architecture, accuracy, and, especially, the set of detected mislabels of the ELM-based approach to the corresponding reference results in Saarela, M., Kärkkäinen, T., Lahtonen, T., Rossi, T.: Expert-based versus citation-based ranking of scholarly and scientific publication channels. J. Informetrics 10(3), 693–718 (2016).

Original language	English
Title of host publication	International Conference on Extreme Learning Machine: Proceedings of ELM-2017
Number of pages	9
Place of Publication	Cham
Publisher	Springer
Publication date	17.10.2018
Pages	240-248
ISBN (Print)	978-3-030-01519-0
ISBN (Electronic)	978-3-030-01520-6
DOIs	https://doi.org/10.1007/978-3-030-01520-6_22
Publication status	Published - 17.10.2018
MoE publication type	A4 Article in conference proceedings
Event	2017 the 8th International Conference on Extreme Learning Machines (ELM) - Yantai, China Duration: 04.10.2017 → 07.10.2017 http://www.ntu.edu.sg/home/egbhuang/elm2017/index.html

Publication series

Name	Proceedings in Adaptation, Learning and Optimization (PALO)
Volume	10

Keywords

512 Business and Management
ELM
Mislabel detection
Publication channel

Access to Document

10.1007/978-3-030-01520-6_22

OpenUrl availability

Full text

Cite this

@inproceedings{5439273677af4f7aa8d36c1a4e9bb9e0,

title = "Mislabel Detection of Finnish Publication Ranks",

abstract = "The paper proposes to analyze a data set of Finnish ranks of academic publication channels with Extreme Learning Machine (ELM). The purpose is to introduce and test recently proposed ELM-based mislabel detection approach with a rich set of features characterizing a publication channel. We will compare the architecture, accuracy, and, especially, the set of detected mislabels of the ELM-based approach to the corresponding reference results in Saarela, M., K{\"a}rkk{\"a}inen, T., Lahtonen, T., Rossi, T.: Expert-based versus citation-based ranking of scholarly and scientific publication channels. J. Informetrics 10(3), 693–718 (2016).",

keywords = "512 Business and Management, ELM, Mislabel detection, Publication channel",

author = "Anton Akusok and Mirka Saarela and Tommi K{\"a}rkk{\"a}inen and Kaj-Mikael Bj{\"o}rk and Amaury Lendasse",

year = "2018",

month = oct,

day = "17",

doi = "10.1007/978-3-030-01520-6_22",

language = "English",

isbn = "978-3-030-01519-0",

series = "Proceedings in Adaptation, Learning and Optimization (PALO)",

publisher = "Springer",

pages = "240--248 ",

booktitle = "International Conference on Extreme Learning Machine: Proceedings of ELM-2017",

address = "International",

note = "2017 the 8th International Conference on Extreme Learning Machines (ELM) , ELM-2017 ; Conference date: 04-10-2017 Through 07-10-2017",

url = "http://www.ntu.edu.sg/home/egbhuang/elm2017/index.html",

}

Akusok, A, Saarela, M, Kärkkäinen, T, Björk, K-M & Lendasse, A 2018, Mislabel Detection of Finnish Publication Ranks. in International Conference on Extreme Learning Machine: Proceedings of ELM-2017. Proceedings in Adaptation, Learning and Optimization (PALO), vol. 10, Springer, Cham, pp. 240-248 , 2017 the 8th International Conference on Extreme Learning Machines (ELM) , Yantai, China, 04.10.2017. https://doi.org/10.1007/978-3-030-01520-6_22

Mislabel Detection of Finnish Publication Ranks. / Akusok, Anton; Saarela, Mirka; Kärkkäinen, Tommi et al.

International Conference on Extreme Learning Machine: Proceedings of ELM-2017. Cham : Springer, 2018. p. 240-248 (Proceedings in Adaptation, Learning and Optimization (PALO); Vol. 10).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

TY - GEN

T1 - Mislabel Detection of Finnish Publication Ranks

AU - Akusok, Anton

AU - Saarela, Mirka

AU - Kärkkäinen, Tommi

AU - Björk, Kaj-Mikael

AU - Lendasse, Amaury

PY - 2018/10/17

Y1 - 2018/10/17

N2 - The paper proposes to analyze a data set of Finnish ranks of academic publication channels with Extreme Learning Machine (ELM). The purpose is to introduce and test recently proposed ELM-based mislabel detection approach with a rich set of features characterizing a publication channel. We will compare the architecture, accuracy, and, especially, the set of detected mislabels of the ELM-based approach to the corresponding reference results in Saarela, M., Kärkkäinen, T., Lahtonen, T., Rossi, T.: Expert-based versus citation-based ranking of scholarly and scientific publication channels. J. Informetrics 10(3), 693–718 (2016).

AB - The paper proposes to analyze a data set of Finnish ranks of academic publication channels with Extreme Learning Machine (ELM). The purpose is to introduce and test recently proposed ELM-based mislabel detection approach with a rich set of features characterizing a publication channel. We will compare the architecture, accuracy, and, especially, the set of detected mislabels of the ELM-based approach to the corresponding reference results in Saarela, M., Kärkkäinen, T., Lahtonen, T., Rossi, T.: Expert-based versus citation-based ranking of scholarly and scientific publication channels. J. Informetrics 10(3), 693–718 (2016).

KW - 512 Business and Management

KW - ELM

KW - Mislabel detection

KW - Publication channel

U2 - 10.1007/978-3-030-01520-6_22

DO - 10.1007/978-3-030-01520-6_22

M3 - Conference contribution

SN - 978-3-030-01519-0

T3 - Proceedings in Adaptation, Learning and Optimization (PALO)

SP - 240

EP - 248

BT - International Conference on Extreme Learning Machine: Proceedings of ELM-2017

PB - Springer

CY - Cham

T2 - 2017 the 8th International Conference on Extreme Learning Machines (ELM)

Y2 - 4 October 2017 through 7 October 2017

ER -

Mislabel Detection of Finnish Publication Ranks

Abstract

Publication series

Keywords

Access to Document

OpenUrl availability

Fingerprint

Cite this