Risk information in non-financial disclosure

J Fijałkowska, D Hadro - Risks, 2022 - mdpi.com
This paper aims to research the topics related to risk included in non-financial disclosure
(NFD) of companies listed on the Warsaw Stock Exchange (WSE) and explore factors that …

Bag-of-words, bag-of-topics and word-to-vec based subject classification of text documents in polish-a comparative study

T Walkowiak, S Datko, H Maciejewski - … , July 2-6, 2018, Brunów, Poland …, 2019 - Springer
This paper deals with the problem of classification of Polish language documents in terms of
a subject category. We compare four state-of-the-art approaches to this task which differ …

Subject classification of texts in Polish-from TF-IDF to transformers

T Walkowiak - … Conference on Dependability and Complex Systems, 2021 - Springer
The paper concerns the issue of documents in Polish classification according to the subject
category. We compare five approaches, starting from classical TF-IDF one, through …

Evaluation of vector embedding models in clustering of text documents

T Walkowiak, M Gniewkowski - Proceedings of the International …, 2019 - aclanthology.org
The paper presents an evaluation of word embedding models in clustering of texts in the
Polish language. Authors verified six different embedding models, starting from widely used …

Communicating on ESG impacts: The case of the largest European construction industry companies

K Daszyńska-Żygadło, J Fijałkowska… - Corporate Social …, 2022 - api.taylorfrancis.com
Every decision of the company may exert an impact on the economy, local community, and
wider society. Moreover, the company culture and values have an impact on employees' …

Bangla topic classification using supervised learning

M Kowsher, A Tahabilder, N Jahan Prottasha… - … Intelligence in Pattern …, 2022 - Springer
We are living in the era of an information technology-driven world. A lot of data is being
generated at every moment with the help of the Internet of Things. To extract information …

Distance metrics in open-set classification of text documents by local outlier factor and Doc2Vec

T Walkowiak, S Datko, H Maciejewski - … , IEA/AIE 2019, Graz, Austria, July …, 2019 - Springer
In this paper, we investigate the influence of distance metrics on the results of open-set
subject classification of text documents. We utilize the Local Outlier Factor (LOF) algorithm to …

Feature extraction in subject classification of text documents in polish

T Walkowiak, S Datko, H Maciejewski - … 2018, Zakopane, Poland, June 3-7 …, 2018 - Springer
In this work we evaluate two different methods for deriving features for a subject
classification of text documents. The first method uses the standard Bag-of-Words (BoW) …

A Machine Learning Framework for Automated News Article Title Classification in Albanian

E Plaku, K Jahaj, A Cela, N Civici - … International Conference on …, 2024 - ieeexplore.ieee.org
Automated news article classification is a method of categorizing textual data into predefined
classes. Addressing this problem finds applications in diverse domains, including …

Distance measures for clustering of documents in a topic space

T Walkowiak, M Gniewkowski - International Conference on Dependability …, 2019 - Springer
Topic modeling is a method for discovery of topics (groups of words). In this paper we focus
on clustering documents in a topic space obtained using the MALLET tool. We tested …