@inproceedings{6367bfe8eb07475187f55f5029cd91d1,
title = "Uptrendz: API-Centric Real-Time Recommendations in Multi-domain Settings",
abstract = "In this work, we tackle the problem of adapting a real-time recommender system to multiple application domains, and their underlying data models and customization requirements. To do that, we present Uptrendz, a multi-domain recommendation platform that can be customized to provide real-time recommendations in an API-centric way. We demonstrate (i) how to set up a real-time movie recommender using the popular MovieLens-100 k dataset, and (ii) how to simultaneously support multiple application domains based on the use-case of recommendations in entrepreneurial start-up founding. For that, we differentiate between domains on the item- and system-level. We believe that our demonstration shows a convenient way to adapt, deploy and evaluate a recommender system in an API-centric way. The source-code and documentation that demonstrates how to utilize the configured Uptrendz API is available on GitHub.",
keywords = "API-centric recommendations, Multi-domain recommendations, Real-time recommendations, Uptrendz",
author = "Emanuel Lacic and Tomislav Duricic and Leon Fadljevic and Dieter Theiler and Dominik Kowald",
note = "Publisher Copyright: {\textcopyright} 2023, The Author(s), under exclusive license to Springer Nature Switzerland AG.; 45th European Conference on Information Retrieval : ECIR 2023 ; Conference date: 02-04-2023 Through 06-04-2023",
year = "2023",
doi = "10.1007/978-3-031-28241-6_23",
language = "English",
isbn = "9783031282409",
series = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",
publisher = "Springer Science and Business Media Deutschland GmbH",
pages = "255--261",
editor = "Jaap Kamps and Lorraine Goeuriot and Fabio Crestani and Maria Maistro and Hideo Joho and Brian Davis and Cathal Gurrin and Annalina Caputo and Udo Kruschwitz",
booktitle = "Advances in Information Retrieval - 45th European Conference on Information Retrieval, ECIR 2023, Proceedings",
address = "Germany",
}