Search Results for author: Ilya Tyagin

Found 5 papers, 3 papers with code

Dyport: Dynamic Importance-based Hypothesis Generation Benchmarking Technique

1 code implementation6 Dec 2023 Ilya Tyagin, Ilya Safro

This paper presents a novel benchmarking framework Dyport for evaluating biomedical hypothesis generation systems.

Benchmarking Knowledge Graphs +1

Literature-based Discovery for Landscape Planning

no code implementations5 Jun 2023 David Marasco, Ilya Tyagin, Justin Sybrandt, James H. Spencer, Ilya Safro

This project demonstrates how medical corpus hypothesis generation, a knowledge discovery field of AI, can be used to derive new research angles for landscape and urban planners.

Towards Practical Explainability with Cluster Descriptors

no code implementations18 Oct 2022 Xiaoyuan Liu, Ilya Tyagin, Hayato Ushijima-Mwesigwa, Indradeep Ghosh, Ilya Safro

The goal is to find a representative set of tags for each cluster, referred to as the cluster descriptors, with the constraint that these descriptors we find are pairwise disjoint, and the total size of all the descriptors is minimized.

Clustering Combinatorial Optimization

Accelerating COVID-19 research with graph mining and transformer-based learning

1 code implementation10 Feb 2021 Ilya Tyagin, Ankit Kulshrestha, Justin Sybrandt, Krish Matta, Michael Shtutman, Ilya Safro

In 2020, the White House released the, "Call to Action to the Tech Community on New Machine Readable COVID-19 Dataset," wherein artificial intelligence experts are asked to collect data and develop text mining techniques that can help the science community answer high-priority scientific questions related to COVID-19.

Graph Mining

AGATHA: Automatic Graph-mining And Transformer based Hypothesis generation Approach

1 code implementation13 Feb 2020 Justin Sybrandt, Ilya Tyagin, Michael Shtutman, Ilya Safro

Hypothesis generation systems address this challenge by mining the wealth of publicly available scientific information to predict plausible research directions.

Drug Discovery Graph Mining

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