AlphaFind: discover structure similarity across the proteome in AlphaFold DB

D Procházka, T Slanináková, J Olha… - Nucleic Acids …, 2024 - academic.oup.com
AlphaFind is a web-based search engine that provides fast structure-based retrieval in the
entire set of AlphaFold DB structures. Unlike other protein processing tools, AlphaFind is …

A meta-learning configuration framework for graph-based similarity search indexes

RS Oyamada, LC Shimomura, S Barbon Jr… - Information Systems, 2023 - Elsevier
Similarity searches retrieve elements in a dataset with similar characteristics to the input
query element. Recent works show that graph-based methods have outperformed others in …

Reproducible experiments with learned metric index framework

T Slanináková, M Antol, J Ol'ha, V Dohnal, S Ladra… - Information Systems, 2023 - Elsevier
This work is a companion reproducible paper of a previous paper (Antol et al., 2021) in
which we presented an alternative to the traditional paradigm of similarity searching in …

SISAP 2023 Indexing Challenge–Learned Metric Index

T Slanináková, D Procházka, M Antol, J Olha… - … Conference on Similarity …, 2023 - Springer
This submission into the SISAP Indexing Challenge examines the experimental setup and
performance of the Learned Metric Index, which uses an architecture of interconnected …

Learned indexing in proteins: substituting complex distance calculations with embedding and clustering techniques

J Olha, T Slanináková, M Gendiar, M Antol… - … Conference on Similarity …, 2022 - Springer
Despite the constant evolution of similarity searching research, it continues to face
challenges stemming from the complexity of the data, such as the curse of dimensionality …

Towards a learned index structure for approximate nearest neighbor search query processing

M Hünemörder, P Kröger, M Renz - … 29–October 1, 2021, Proceedings 14, 2021 - Springer
In this short paper, we outline the idea of applying the concept of a learned index structure to
approximate nearest neighbor query processing. We discuss different data partitioning …

AlphaFind: Discover structure similarity across the entire known proteome

D Procházka, T Slanináková, J Olha, A Rošinec… - bioRxiv, 2024 - biorxiv.org
AlphaFind is a web-based search engine that provides fast structure-based retrieval in the
entire set of AlphaFold DB structures. Unlike other protein processing tools, AlphaFind is …

[HTML][HTML] Filtering with relational similarity

V Mic, P Zezula - Information Systems, 2024 - Elsevier
For decades, the success of the similarity search has been based on detailed quantifications
of pairwise similarities of objects. Currently, the search features have become much more …