Fast record linkage for company entities

T Gschwind, C Miksovic, J Minder… - … Conference on Big …, 2019 - ieeexplore.ieee.org
Record linkage is an essential part of nearly all real-world systems that consume structured
and unstructured data coming from different sources. Typically no common key is available …

Siamese graph neural networks for data integration

E Krivosheev, M Atzeni, K Mirylenka, P Scotton… - arXiv preprint arXiv …, 2020 - arxiv.org
Data integration has been studied extensively for decades and approached from different
angles. However, this domain still remains largely rule-driven and lacks universal …

Data series similarity using correlation-aware measures

K Mirylenka, M Dallachiesa, T Palpanas - Proceedings of the 29th …, 2017 - dl.acm.org
The increased availability of unprecedented amounts of sequential data (generated by
Internet-of-Things, as well as scientific applications) has led in the past few years to a …

[PDF][PDF] Hidden Layer Models for Company Representations and Product Recommendations.

K Mirylenka, P Scotton, C Miksovic, J Dillon - EDBT, 2019 - k.mirylenka.com
An increasing amount of marketing intelligence data is becoming available today. This
includes data that describes information technology (IT) inventories, ie IT products …

Linking IT product records

K Mirylenka, P Scotton, C Miksovic… - Machine Learning and …, 2020 - Springer
Today's enterprise decision making relies heavily on insights derived from vast amounts of
data from different sources. To acquire these insights, the available data must be cleaned …