a neuro-fuzzy system to calculate the journal internationality index the measurement problem and a...

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system to calculate the Journal Internationalit y Index The measurement problem and a new methodological approach Perakakis P, Taylor M, Buela- Casal G, Checa P

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Page 1: A Neuro-fuzzy system to calculate the Journal Internationality Index The measurement problem and a new methodological approach Perakakis P, Taylor M, Buela-Casal

A Neuro-fuzzy system to calculate the Journal Internationality Index

The measurement problem and a new methodological approach

Perakakis P, Taylor M, Buela-Casal G, Checa P

Page 2: A Neuro-fuzzy system to calculate the Journal Internationality Index The measurement problem and a new methodological approach Perakakis P, Taylor M, Buela-Casal

Academic Journals

Page 3: A Neuro-fuzzy system to calculate the Journal Internationality Index The measurement problem and a new methodological approach Perakakis P, Taylor M, Buela-Casal

Academic Journals Source of Knowledge Information about new trends Communicate research and ideas Evaluation of academic performance Peer review

Page 4: A Neuro-fuzzy system to calculate the Journal Internationality Index The measurement problem and a new methodological approach Perakakis P, Taylor M, Buela-Casal

The Impact Factor

Page 5: A Neuro-fuzzy system to calculate the Journal Internationality Index The measurement problem and a new methodological approach Perakakis P, Taylor M, Buela-Casal

International Journals

Page 6: A Neuro-fuzzy system to calculate the Journal Internationality Index The measurement problem and a new methodological approach Perakakis P, Taylor M, Buela-Casal

International Journal? Main Entry: 1in·ter·na·tion·al

Function: adjective1.: of, relating to, or affecting two or more nations

U={Journals}

National“International”

≥2 nations

Page 7: A Neuro-fuzzy system to calculate the Journal Internationality Index The measurement problem and a new methodological approach Perakakis P, Taylor M, Buela-Casal

International Journal?Internationality as a fuzzy set

Membership function

Page 8: A Neuro-fuzzy system to calculate the Journal Internationality Index The measurement problem and a new methodological approach Perakakis P, Taylor M, Buela-Casal

The What to do…

Set of criteria

Quantify each

criterion Calculate relative weights

Calculate Internationality

Index

Page 9: A Neuro-fuzzy system to calculate the Journal Internationality Index The measurement problem and a new methodological approach Perakakis P, Taylor M, Buela-Casal

Internationality Criteria

Publication Language

International Databases

Impact Factor

Online Access

Users

Authors

Editorial Board

Associate Editors

Multinational Collaboration

Page 10: A Neuro-fuzzy system to calculate the Journal Internationality Index The measurement problem and a new methodological approach Perakakis P, Taylor M, Buela-Casal

Hypotheses No criterion is sufficient by itself Each criterion yields different measures of

internationality Some criteria are difficult to quantify In the absence of a multi-criteria, single-valued

index, internationality remains a highly subjective and ambiguous estimate based on a biased choice of evaluation criteria

Page 11: A Neuro-fuzzy system to calculate the Journal Internationality Index The measurement problem and a new methodological approach Perakakis P, Taylor M, Buela-Casal

Case Study Criteria to analyze:

Multinational Collaboration

Editorial Board

Associate Editors

Authors

Page 12: A Neuro-fuzzy system to calculate the Journal Internationality Index The measurement problem and a new methodological approach Perakakis P, Taylor M, Buela-Casal

Case Study Journals:

Journal of Clinical Psychology

Health Psychology

International Journal of Clinical and Health Psychology

International Journal of Psychology and Psychological Therapy

USA

SPAIN

Page 13: A Neuro-fuzzy system to calculate the Journal Internationality Index The measurement problem and a new methodological approach Perakakis P, Taylor M, Buela-Casal

Criterion 1. Multinational Collaboration

Share of International and Domestic Articles

7.43 7.1111.96

18.18

78.25 79.7

53.2659.09

0

10

20

30

40

50

60

70

80

90

Journal of ClinicalPsychology

Health Psychology International Journalof Clinical and Health

Psychology

International Journalof Psychology and

PsychologicalTherapy

Journals

Pe

rce

nta

ge

on

to

tal p

ub

lica

tio

n o

utp

ut

International

Domestic

Page 14: A Neuro-fuzzy system to calculate the Journal Internationality Index The measurement problem and a new methodological approach Perakakis P, Taylor M, Buela-Casal

Criterion 2. Editorial Board

Journal of Clinical and

Health Psychology

International Journal of

Clinical and Health

Psychology

International Journal of

Psychology and

Psychological Therapy

USA (5)

Spain (2)

Portugal (1)

Colombia (1)

Spain (4)

USA (2)

Belgium (1)

Ireland (1)

Mexico (1)

Page 15: A Neuro-fuzzy system to calculate the Journal Internationality Index The measurement problem and a new methodological approach Perakakis P, Taylor M, Buela-Casal

Criterion 3. Associate Editors

EQUALITY L

INE (G

INI =

0)

Page 16: A Neuro-fuzzy system to calculate the Journal Internationality Index The measurement problem and a new methodological approach Perakakis P, Taylor M, Buela-Casal

Criterion 4. Authors

EQUALITY LI

NE (GIN

I =0)

Page 17: A Neuro-fuzzy system to calculate the Journal Internationality Index The measurement problem and a new methodological approach Perakakis P, Taylor M, Buela-Casal

Internationality Assessment

Page 18: A Neuro-fuzzy system to calculate the Journal Internationality Index The measurement problem and a new methodological approach Perakakis P, Taylor M, Buela-Casal

Conclusion Journal Internationality cannot be

measured unambiguously by the assessment of individual criteria

Need for a multi-criteria, single-valued Journal Internationality Index

Page 19: A Neuro-fuzzy system to calculate the Journal Internationality Index The measurement problem and a new methodological approach Perakakis P, Taylor M, Buela-Casal

A neuro-fuzzy system to calculate the Journal Internationality Index (JII)

Internationality Index = f {criteria}

How do we find this function?

Page 20: A Neuro-fuzzy system to calculate the Journal Internationality Index The measurement problem and a new methodological approach Perakakis P, Taylor M, Buela-Casal

A neuro-fuzzy system to calculate the Journal Internationality Index (JII)

JII

Criteria

Factor Analysis

Fuzzification

Inferencing

Composition

De-Fuzzification

Nauck, D., Krause, R., (1998) IEEE Int Conf on Fuzzy Systems pp.(1106-1111)

Page 21: A Neuro-fuzzy system to calculate the Journal Internationality Index The measurement problem and a new methodological approach Perakakis P, Taylor M, Buela-Casal

With the new JII we will be able to:

Quantitatively measure internationality Qualitatively define Internationality Re-assess academic journals

Page 22: A Neuro-fuzzy system to calculate the Journal Internationality Index The measurement problem and a new methodological approach Perakakis P, Taylor M, Buela-Casal

International Journals?

Pythagoras

All is number