Search Results for author: Jacek Dąbrowski

Found 7 papers, 5 papers with code

Temporal graph models fail to capture global temporal dynamics

1 code implementation27 Sep 2023 Michał Daniluk, Jacek Dąbrowski

We outline our observations and propose a trivial optimization-free baseline of "recently popular nodes" outperforming other methods on medium and large-size datasets in the Temporal Graph Benchmark.

Link Property Prediction Property Prediction

Identifying Substitute and Complementary Products for Assortment Optimization with Cleora Embeddings

no code implementations10 Aug 2022 Sergiy Tkachuk, Anna Wróblewska, Jacek Dąbrowski, Szymon Łukasik

Recent years brought an increasing interest in the application of machine learning algorithms in e-commerce, omnichannel marketing, and the sales industry.

Graph Embedding Marketing

Synerise at RecSys 2021: Twitter user engagement prediction with a fast neural model

1 code implementation23 Sep 2021 Michał Daniluk, Jacek Dąbrowski, Barbara Rychalska, Konrad Gołuchowski

Each data point contains multiple sources of information, such as tweet text along with engagement features, user features, and tweet features.

Feature Engineering

Modeling Multi-Destination Trips with Sketch-Based Model

1 code implementation22 Feb 2021 Michał Daniluk, Barbara Rychalska, Konrad Gołuchowski, Jacek Dąbrowski

The recently proposed EMDE (Efficient Manifold Density Estimator) model achieves state of-the-art results in session-based recommendation.

Graph Embedding Session-Based Recommendations

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