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Pregled bibliografske jedinice broj: 1141829

Synergy of Blockchain Technology and Data Mining Techniques for Anomaly Detection


Kamišalić, Aida; Kramberger, Renata; Fister, Iztok
Synergy of Blockchain Technology and Data Mining Techniques for Anomaly Detection // Applied Sciences, 11 (2021), 17; 7987, 37 doi:10.3390/app11177987 (međunarodna recenzija, članak, znanstveni)


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Naslov
Synergy of Blockchain Technology and Data Mining Techniques for Anomaly Detection

Autori
Kamišalić, Aida ; Kramberger, Renata ; Fister, Iztok

Izvornik
Applied Sciences (2076-3417) 11 (2021), 17; 7987, 37

Vrsta, podvrsta i kategorija rada
Radovi u časopisima, članak, znanstveni

Ključne riječi
anomaly detection ; blockchain ; distributed ledger ; data mining ; machine learning

Sažetak
Blockchain and Data Mining are not simply buzzwords, but rather concepts that are playing an important role in the modern Information Technology (IT) revolution. Blockchain has recently been popularized by the rise of cryptocurrencies, while data mining has already been present in IT for many decades. Data stored in a blockchain can also be considered to be big data, whereas data mining methods can be applied to extract knowledge hidden in the blockchain. In a nutshell, this paper presents the interplay of these two research areas. In this paper, we surveyed approaches for the data mining of blockchain data, yet show several real-world applications. Special attention was paid to anomaly detection and fraud detection, which were identified as the most prolific applications of applying data mining methods on blockchain data. The paper concludes with challenges for future investigations of this research area.

Izvorni jezik
Engleski

Znanstvena područja
Računarstvo, Informacijske i komunikacijske znanosti



POVEZANOST RADA


Ustanove:
Tehničko veleučilište u Zagrebu

Profili:

Avatar Url Renata Kramberger (autor)

Poveznice na cjeloviti tekst rada:

doi www.mdpi.com

Citiraj ovu publikaciju:

Kamišalić, Aida; Kramberger, Renata; Fister, Iztok
Synergy of Blockchain Technology and Data Mining Techniques for Anomaly Detection // Applied Sciences, 11 (2021), 17; 7987, 37 doi:10.3390/app11177987 (međunarodna recenzija, članak, znanstveni)
Kamišalić, A., Kramberger, R. & Fister, I. (2021) Synergy of Blockchain Technology and Data Mining Techniques for Anomaly Detection. Applied Sciences, 11 (17), 7987, 37 doi:10.3390/app11177987.
@article{article, author = {Kami\v{s}ali\'{c}, Aida and Kramberger, Renata and Fister, Iztok}, year = {2021}, pages = {37}, DOI = {10.3390/app11177987}, chapter = {7987}, keywords = {anomaly detection, blockchain, distributed ledger, data mining, machine learning}, journal = {Applied Sciences}, doi = {10.3390/app11177987}, volume = {11}, number = {17}, issn = {2076-3417}, title = {Synergy of Blockchain Technology and Data Mining Techniques for Anomaly Detection}, keyword = {anomaly detection, blockchain, distributed ledger, data mining, machine learning}, chapternumber = {7987} }
@article{article, author = {Kami\v{s}ali\'{c}, Aida and Kramberger, Renata and Fister, Iztok}, year = {2021}, pages = {37}, DOI = {10.3390/app11177987}, chapter = {7987}, keywords = {anomaly detection, blockchain, distributed ledger, data mining, machine learning}, journal = {Applied Sciences}, doi = {10.3390/app11177987}, volume = {11}, number = {17}, issn = {2076-3417}, title = {Synergy of Blockchain Technology and Data Mining Techniques for Anomaly Detection}, keyword = {anomaly detection, blockchain, distributed ledger, data mining, machine learning}, chapternumber = {7987} }

Časopis indeksira:


  • Current Contents Connect (CCC)
  • Web of Science Core Collection (WoSCC)
    • Science Citation Index Expanded (SCI-EXP)
    • SCI-EXP, SSCI i/ili A&HCI
  • Scopus


Citati:





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