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New skills in symbolic data analysis for official statistics
ID
Verde, Rosanna
(
Author
),
ID
Batagelj, Vladimir
(
Author
),
ID
Brito, Paula
(
Author
),
ID
Silva, A. Pedro Duarte
(
Author
),
ID
Korenjak-Černe, Simona
(
Author
),
ID
Dobša, Jasminka
(
Author
),
ID
Diday, Edwin
(
Author
)
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https://journals.sagepub.com/doi/10.3233/SJI-240013
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Abstract
The paper draws attention to the use of Symbolic Data Analysis (SDA) in the field of Official Statistics. It is composed of three sections presenting three pilot techniques in the field of SDA. The three contributions range from a technique based on the notion of exactly unified summaries for the creation of symbolic objects, a model-based approach for interval data as an innovative parametric strategy in this context, and measures of similarity defined between a class and a collection of classes based on the frequency of the categories which characterize them. The paper shows the effectiveness of the proposed approaches as prototypes of numerous techniques developed within the SDA framework and opens to possible further developments.
Language:
English
Keywords:
statistics
,
analysis of value
,
data base
,
aggregate data
,
interval data
,
mergeable summaries
,
s-concordance
,
s-discordance
Work type:
Article
Typology:
1.01 - Original Scientific Article
Organization:
EF - School of Economics and Business
Publication status:
Published
Publication version:
Author Accepted Manuscript
Year:
2024
Number of pages:
Str. 563-579
Numbering:
Vol. 40, iss. 3
PID:
20.500.12556/RUL-181654
UDC:
311
ISSN on article:
1874-7655
DOI:
10.3233/SJI-240013
COBISS.SI-ID:
206800899
Publication date in RUL:
10.04.2026
Views:
266
Downloads:
165
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Record is a part of a journal
Title:
Statistical journal of the IAOS
Publisher:
Sage
ISSN:
1874-7655
COBISS.SI-ID:
1347262
Secondary language
Language:
Slovenian
Keywords:
statistika
,
analiza vrednosti
,
baze podatkov
Projects
Funder:
ARIS - Slovenian Research and Innovation Agency
Project number:
P1-0294
Name:
Računsko intenzivne metode v teoretičnem računalništvu, diskretni matematiki, kombinatorični optimizaciji ter numerični analizi in algebri z uporabo v naravoslovju in družboslovju
Funder:
Other - Other funder or multiple funders
Project number:
0013103
Name:
CogniCom
Funder:
ARIS - Slovenian Research and Innovation Agency
Project number:
J5-2557
Name:
Primerjava in evalvacija pristopov za bločno modeliranje časovnih omrežij s simulacijami in uporaba na slovenskih so-avtorskih omrežjih
Funder:
ARIS - Slovenian Research and Innovation Agency
Project number:
J1-2481
Name:
Matematične in računske metode za samosestavljanje poliedrov
Funder:
ARIS - Slovenian Research and Innovation Agency
Project number:
J5-4596
Name:
Višjestopenjske bibliografske storitve
Funder:
Other - Other funder or multiple funders
Project number:
CA21163
Name:
Text, functional and other high-dimensional data in econometrics: New models, methods, applications (HiTEc)
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