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Hits 1 – 20 of 155
1
EMAKG: an enriched version of the Microsoft Academic Knowledge Graph ...
Pollacci, Laura
. - : Zenodo, 2022
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2
EMAKG: an enriched version of the Microsoft Academic Knowledge Graph ...
Pollacci, Laura
. - : Zenodo, 2022
BASE
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3
GENOME: A GENeric methodology for Ontological Modelling of Epics ...
Varadarajan, Udaya
;
Bagchi, Mayukh
;
Tiwari, Amit
. - : arXiv, 2022
BASE
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4
Quantifying knowledge synchronisation in the 21st century ...
Yoon, Jisung
;
Park, Jinseo
;
Yun, Jinhyuk
. - : arXiv, 2022
BASE
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5
EMAKG: An Enhanced Version Of The Microsoft Academic Knowledge Graph ...
Pollacci, Laura
. - : arXiv, 2022
BASE
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6
Topic models do not model topics: epistemological remarks and steps towards best practices
Shadrova, Anna
In: https://hal.archives-ouvertes.fr/hal-03261599 ; 2021 (2021)
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7
Topic models do not model topics: epistemological remarks and steps towards best practices
Shadrova, Anna
In: https://hal.archives-ouvertes.fr/hal-03261599 ; 2021 (2021)
Abstract:
The social sciences and digital humanities have recently adopted the machine learning technique of topic modeling to address research questions in their fields. This is problematic in a number of ways, some of which have not received much attention in the debate yet. This paper adds epistemological concerns centering around the interface between topic modeling and linguistic concepts and the argumentative embedding of evidence obtained through topic modeling. It concludes that topic modeling in its present state of methodological integration does not meet the requirements of an independent research method. It operates from relevantly unrealistic assumptions, is non-deterministic, cannot effectively be validated against a reasonable number of competing models, does not lock into a well-defined linguistic interface, and does not scholarly model topics in the sense of themes or content. These features are intrinsic and make the interpretation of its results prone to apophenia (the human tendency to perceive random sets of elements as meaningful patterns) and confirmation bias (the human tendency to perceptually prefer patterns that are in alignment with pre-existing biases). While partial validation of the statistical model is possible, a conceptual validation would require an extended triangulation with other methods and human ratings, and clarification of whether statistical distinctivity of lexical co-occurrence correlates with conceputal topics in any reliable way.
Keyword:
[INFO.INFO-DL]Computer Science [cs]/Digital Libraries [cs.DL]
;
[SHS.LANGUE]Humanities and Social Sciences/Linguistics
;
[SHS]Humanities and Social Sciences
URL:
https://hal.archives-ouvertes.fr/hal-03261599v2/document
https://hal.archives-ouvertes.fr/hal-03261599
https://hal.archives-ouvertes.fr/hal-03261599v2/file/topic_models_do_not_model_topics_final_draft.pdf
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8
Data for Cyrillic Reference Parsing ...
Shapiro, Igor
;
Saier, Tarek
;
Färber, Michael
. - : Zenodo, 2021
BASE
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9
Automatic translation and multilingual cultural heritage retrieval: a case study with transcriptions in Europeana (report) ...
Marrero, Mónica
;
Isaac, Antoine
;
Freire, Nuno
. - : Zenodo, 2021
BASE
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10
Risorse in rete sull'analisi dei testi e la ricerca qualitativa (Online resources on text analysis and qualitative research). ...
D'Andreta Mario
. - : Zenodo, 2021
BASE
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11
Automatic translation and multilingual cultural heritage retrieval: a case study with transcriptions in Europeana (poster) ...
Marrero, Mónica
;
Isaac, Antoine
;
Freire, Nuno
. - : Zenodo, 2021
BASE
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12
Data for Cyrillic Reference Parsing ...
Shapiro, Igor
;
Saier, Tarek
;
Färber, Michael
. - : Zenodo, 2021
BASE
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13
Automatic translation and multilingual cultural heritage retrieval: a case study with transcriptions in Europeana (dataset) ...
Marrero, Mónica
;
Isaac, Antoine
;
Freire, Nuno
. - : Zenodo, 2021
BASE
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14
Automatic translation and multilingual cultural heritage retrieval: a case study with transcriptions in Europeana (poster) ...
Marrero, Mónica
;
Isaac, Antoine
;
Freire, Nuno
. - : Zenodo, 2021
BASE
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15
Automatic translation and multilingual cultural heritage retrieval: a case study with transcriptions in Europeana (dataset) ...
Marrero, Mónica
;
Isaac, Antoine
;
Freire, Nuno
. - : Zenodo, 2021
BASE
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16
Automatic translation and multilingual cultural heritage retrieval: a case study with transcriptions in Europeana (report) ...
Marrero, Mónica
;
Isaac, Antoine
;
Freire, Nuno
. - : Zenodo, 2021
BASE
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17
Risorse in rete sull'analisi dei testi e la ricerca qualitativa (Online resources on text analysis and qualitative research). ...
D'Andreta Mario
. - : Zenodo, 2021
BASE
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18
Number and quality of diagrams in scholarly publications is associated with number of citations ...
Marshall, Guy Clarke
;
Jay, Caroline
;
Freitas, Andre
. - : arXiv, 2021
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19
Citations are not opinions: a corpus linguistics approach to understanding how citations are made ...
Rosati, Domenic
. - : arXiv, 2021
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20
\textit{NewsEdits}: A Dataset of Revision Histories for News Articles (Technical Report: Data Processing) ...
Spangher, Alexander
;
May, Jonathan
. - : arXiv, 2021
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