Search Results for author: Volker Markl

Found 12 papers, 4 papers with code

Satellite Image Search in AgoraEO

no code implementations23 Aug 2022 Ahmet Kerem Aksoy, Pavel Dushev, Eleni Tzirita Zacharatou, Holmer Hemsen, Marcela Charfuelan, Jorge-Arnulfo Quiané-Ruiz, Begüm Demir, Volker Markl

To address this limitation, we have recently proposed MiLaN, a content-based image retrieval approach for fast similarity search in satellite image archives.

Content-Based Image Retrieval Metric Learning +1

Good Intentions: Adaptive Parameter Servers via Intent Signaling

3 code implementations1 Jun 2022 Alexander Renz-Wieland, Andreas Kieslinger, Robert Gericke, Rainer Gemulla, Zoi Kaoudi, Volker Markl

Parameter servers (PSs) ease the implementation of distributed training for large machine learning (ML) tasks by providing primitives for shared parameter access.

Towards Loosely-Coupling Knowledge Graph Embeddings and Ontology-based Reasoning

no code implementations7 Feb 2022 Zoi Kaoudi, Abelardo Carlos Martinez Lorenzo, Volker Markl

Knowledge graph completion (a. k. a.~link prediction), i. e.,~the task of inferring missing information from knowledge graphs, is a widely used task in many applications, such as product recommendation and question answering.

Knowledge Graph Embedding Knowledge Graph Embeddings +3

Dynamic Parameter Allocation in Parameter Servers

1 code implementation3 Feb 2020 Alexander Renz-Wieland, Rainer Gemulla, Steffen Zeuch, Volker Markl

To keep up with increasing dataset sizes and model complexity, distributed training has become a necessity for large machine learning tasks.

BIG-bench Machine Learning Management

Agora: A Unified Asset Ecosystem Going Beyond Marketplaces and Cloud Services

no code implementations6 Sep 2019 Jonas Traub, Jorge-Arnulfo Quiané-Ruiz, Zoi Kaoudi, Volker Markl

Data, algorithms, and compute/storage infrastructure are key assets that drive data science and artificial intelligence applications.


Benchmarking Distributed Stream Data Processing Systems

2 code implementations23 Feb 2018 Jeyhun Karimov, Tilmann Rabl, Asterios Katsifodimos, Roman Samarev, Henri Heiskanen, Volker Markl

Third, we build the first benchmarking framework to define and test the sustainable performance of streaming systems.


A Survey of State Management in Big Data Processing Systems

no code implementations6 Feb 2017 Quoc-Cuong To, Juan Soto, Volker Markl

State management and its use in diverse applications varies widely across big data processing systems.


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