Ruben Mayer

Publikationen

Publikationen pro Jahr 2013 2017 2018 2021 2022 2023 2024 2024

• 39 Konferenzbeitrag
• 4 Artikel
• 3 Konferenzartikel
• 1 Übersichtsartikel

Publikationen pro Jahr

Publikationen pro Jahr

Suchergebnisse

• 2024

  A Survey on Efficient Federated Learning Methods for Foundation Model Training

  Woisetschläger, H., Erben, A., Wang, S., Mayer, R. & Jacobsen, H. A., 2024, Proceedings of the 33rd International Joint Conference on Artificial Intelligence, IJCAI 2024. Larson, K. (Hrsg.). International Joint Conferences on Artificial Intelligence, S. 8317-8325 9 S. (IJCAI International Joint Conference on Artificial Intelligence).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

  • Training Model 100%
  • Federated Learning 100%
  • Foundation Models 100%
  • Learning Methods 100%
  • Learning Model 100%

• Coddora: CO2-Based Occupancy Detection Model Trained via Domain Randomization

  Weber, M., Banihashemi, F., Stjelja, D., Mandl, P., Mayer, R. & Jacobsen, H. A., 2024, 2024 International Joint Conference on Neural Networks, IJCNN 2024 - Proceedings. Institute of Electrical and Electronics Engineers Inc., (Proceedings of the International Joint Conference on Neural Networks).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

  • Neural Network 100%
  • Considerable Amount 100%
  • Deep Learning Model 100%
  • Synthetic Datasets 100%
  • Energy Optimization 100%

• Federated Fine-Tuning of LLMs on the Very Edge: The Good, the Bad, the Ugly

  Woisetschläger, H., Erben, A., Wang, S., Mayer, R. & Jacobsen, H. A., 9 Juni 2024, Proceedings of the 8th Workshop on Data Management for End-to-End Machine Learning, DEEM 2024 - In conjunction with the 2024 ACM SIGMOD/PODS Conference. Association for Computing Machinery, Inc, S. 39-50 12 S. (Proceedings of the 8th Workshop on Data Management for End-to-End Machine Learning, DEEM 2024 - In conjunction with the 2024 ACM SIGMOD/PODS Conference).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

  Open Access

  • Foundation Models 100%
  • Federated Learning 100%
  • Large Language Model 100%
  • Energy Efficiency 75%
  • Model Fine-tuning 50%

• How Can We Train Deep Learning Models Across Clouds and Continents? An Experimental Study

  Erben, A., Mayer, R. & Jacobsen, H. A., 2024, in: Proceedings of the VLDB Endowment. 17, 6, S. 1214-1226 13 S.

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  Open Access

  • Deep Learning Model 100%
  • Computer Hardware 100%
  • Deep Learning Method 100%
  • On Demand 50%
  • Training Model 50%
• 2023

  An End-to-End Performance Comparison of Seven Permissioned Blockchain Systems

  Geyer, F. C., Jacobsen, H. A., Mayer, R. & Mandl, P., 27 Nov. 2023, Middleware 2023 - Proceedings of the 24th ACM/IFIP International Middleware Conference. Association for Computing Machinery, Inc, S. 71-84 14 S. (Middleware 2023 - Proceedings of the 24th ACM/IFIP International Middleware Conference).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

  Open Access

  • Performance Comparison 100%
  • Permissioned Blockchain 100%
  • Blockchain System 100%
  • Blockchain 100%
  • End Performance 100%

• A Survey on Dataset Distillation: Approaches, Applications and Future Directions

  Geng, J., Chen, Z., Wang, Y., Woisetschläger, H., Schimmler, S., Mayer, R., Zhao, Z. & Rong, C., 2023, Proceedings of the 32nd International Joint Conference on Artificial Intelligence, IJCAI 2023. Elkind, E. (Hrsg.). International Joint Conferences on Artificial Intelligence, S. 6610-6618 9 S. (IJCAI International Joint Conference on Artificial Intelligence; Band 2023-August).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

  • Future Direction 100%
  • Dataset Distillation 100%
  • State of the Art 100%
  • Machine Learning 100%
  • Density 100%
  5 Zitate (Scopus)

• Energy vs Privacy: Estimating the Ecological Impact of Federated Learning

  Schwermer, R., Mayer, R. & Jacobsen, H. A., 20 Juni 2023, e-Energy 2023 - Proceedings of the 2023 14th ACM International Conference on Future Energy Systems. Association for Computing Machinery, Inc, S. 347-352 6 S. (e-Energy 2023 - Proceedings of the 2023 14th ACM International Conference on Future Energy Systems).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

  • Network Traffic 100%
  • Ecological Impact 100%
  • Federated Learning 100%
  • Edge Devices 75%
  • Energy Consumption 75%
  1 Zitat (Scopus)

• Fabric-Visualizer: A Transaction Dependency Visualizer for Hyperledger Fabric

  Chacko, J. A., Richter, N., Mayer, R. & Jacobsen, H. A., 11 Dez. 2023, Middleware Demos, Posters and Doctoral Symposium 2023: Proceedings of the 24th International Middleware Conference Demos, Posters and Doctoral Symposium, Part of: Middleware 2023. Association for Computing Machinery, Inc, S. 31-32 2 S. (Middleware Demos, Posters and Doctoral Symposium 2023: Proceedings of the 24th International Middleware Conference Demos, Posters and Doctoral Symposium, Part of: Middleware 2023).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

  • Hyperledger Fabric 100%
  • Visualizer 100%
  • Transactions Dependency 100%
  • Smart Contract 100%
  • Serializability 50%

• Federated Computing in Electric Vehicles to Predict Coolant Temperature

  Schwermer, R., Bicer, E. A., Schirmer, P., Mayer, R. & Jacobsen, H. A., 11 Dez. 2023, Middleware Industrial Track 2023 - Proceedings of the 2023 24th International Middleware Conference Industrial Track, Part of: Middleware2023. Association for Computing Machinery, Inc, S. 8-14 7 S. (Middleware Industrial Track 2023 - Proceedings of the 2023 24th International Middleware Conference Industrial Track, Part of: Middleware2023).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

  Open Access

  • Electric Vehicle 100%
  • Coolant Temperature 100%
  • Federated Computing 100%
  • Metrics 100%
  • Computer Hardware 100%
  1 Zitat (Scopus)

• OrderlessChain: A CRDT-based BFT Coordination-free Blockchain Without Global Order of Transactions

  Nasirifard, P., Mayer, R. & Jacobsen, H. A., 27 Nov. 2023, Middleware 2023 - Proceedings of the 24th ACM/IFIP International Middleware Conference. Association for Computing Machinery, Inc, S. 137-150 14 S. (Middleware 2023 - Proceedings of the 24th ACM/IFIP International Middleware Conference).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

  Open Access

  • Blockchain 100%
  • Global Order 100%
  • Byzantine Empire 100%
  • Permissioned Blockchain 50%
  • Evaluation Results 25%
  1 Zitat (Scopus)

• Partitioner Selection with EASE to Optimize Distributed Graph Processing

  Merkel, N., Mayer, R., Fakir, T. A. & Jacobsen, H. A., 2023, Proceedings - 2023 IEEE 39th International Conference on Data Engineering, ICDE 2023. IEEE Computer Society, S. 2400-2414 15 S. (Proceedings - International Conference on Data Engineering; Band 2023-April).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

  Open Access

  • Partitioner 100%
  • Distributed Graph Processing 100%
  • Graph Partition 100%
  • Partitioning Algorithms 66%
  • Graph Signal Processing 66%
  1 Zitat (Scopus)

• The Evolution of Distributed Systems for Graph Neural Networks and Their Origin in Graph Processing and Deep Learning: A Survey

  Vatter, J., Mayer, R. & Jacobsen, H. A., 28 Aug. 2023, in: ACM Computing Surveys. 56, 1, 6.

  Publikation: Beitrag in Fachzeitschrift › Artikel › Begutachtung

  Open Access

  • Deep Learning 100%
  • Graph Neural Network 100%
  • Distributed Systems 100%
  • Graph Signal Processing 100%
  • Deep Learning Method 100%
  5 Zitate (Scopus)
• 2022

  Federated office plug-load identification for building management systems

  Schwermer, R., Buchberger, J., Mayer, R. & Jacobsen, H. A., 28 Juni 2022, e-Energy 2022 - Proceedings of the 2022 13th ACM International Conference on Future Energy Systems. Association for Computing Machinery, Inc, S. 114-126 13 S. (e-Energy 2022 - Proceedings of the 2022 13th ACM International Conference on Future Energy Systems).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

  • Building Management System 100%
  • Load Identification 100%
  • Plug Loads 100%
  • Energy Engineering 100%
  • Non-IID 75%
  5 Zitate (Scopus)

• Out-of-Core Edge Partitioning at Linear Run-Time

  Mayer, R., Orujzade, K. & Jacobsen, H. A., 2022, Proceedings - 2022 IEEE 38th International Conference on Data Engineering, ICDE 2022. IEEE Computer Society, S. 2629-2642 14 S. (Proceedings - International Conference on Data Engineering; Band 2022-May).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

  Open Access

  • Search Space 100%
  • Time Complexity 100%
  • Scoring Function 100%
  • Distributed Computing 100%
  • Graph Partition 100%
  12 Zitate (Scopus)

• Poster Abstract: OrderlessChain: A CRDT-Enabled Blockchain Without Total Global Order of Transactions

  Nasirifard, P., Mayer, R. & Jacobsen, H. A., 7 Nov. 2022, Middleware 2022 - Proceedings of the 23rd International Middleware Conference Demos and Posters, Part of Middleware 2022. Association for Computing Machinery, Inc, S. 5-6 2 S. (Middleware 2022 - Proceedings of the 23rd International Middleware Conference Demos and Posters, Part of Middleware 2022).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

  • Blockchain 100%
  • Posters 100%
  • Global Order 100%
  • Performance Improvement 50%
  • Performance Bottleneck 50%
  5 Zitate (Scopus)

• Poster Abstract: OrderlessFile: A CRDT-Enabled Permissioned Blockchain for File Storage

  Nasirifard, P., Mayer, R. & Jacobsen, H. A., 7 Nov. 2022, Middleware 2022 - Proceedings of the 23rd International Middleware Conference Demos and Posters, Part of Middleware 2022. Association for Computing Machinery, Inc, S. 15-16 2 S. (Middleware 2022 - Proceedings of the 23rd International Middleware Conference Demos and Posters, Part of Middleware 2022).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

  • Posters 100%
  • Permissioned Blockchain 100%
  • File Storage 100%
  • Client 100%
  • Cloud-based 33%
  1 Zitat (Scopus)

• Poster Abstract: OrderlessFL: A CRDT-Enabled Permissioned Blockchain for Federated Learning

  Nasirifard, P., Mayer, R. & Jacobsen, H. A., 7 Nov. 2022, Middleware 2022 - Proceedings of the 23rd International Middleware Conference Demos and Posters, Part of Middleware 2022. Association for Computing Machinery, Inc, S. 7-8 2 S. (Middleware 2022 - Proceedings of the 23rd International Middleware Conference Demos and Posters, Part of Middleware 2022).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

  • Federated Learning 100%
  • Posters 100%
  • Permissioned Blockchain 100%
  • Federated Learning System 100%
  • Blockchain 100%
  1 Zitat (Scopus)

• The DEBS 2022 Grand Challenge: Detecting Trading Trends in Financial Tick Data

  Frischbier, S., Tahir, J., Doblander, C., Hormann, A., Mayer, R. & Jacobsen, H. A., 27 Juni 2022, DEBS 2022 - Proceedings of the 16th ACM International Conference on Distributed and Event-Based Systems. Zhou, Y., Chrysanthis, P. K., Gulisano, V. & Zacharatou, E. T. (Hrsg.). Association for Computing Machinery, Inc, S. 132-138 7 S. (DEBS 2022 - Proceedings of the 16th ACM International Conference on Distributed and Event-Based Systems).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

  Open Access

  • Grand Challenges 100%
  • Tick-by-tick Data 100%
  • Trading Data 100%
  • Grand Challenge 100%
  • Reusability 50%
  12 Zitate (Scopus)

• Where Is My Training Bottleneck? Hidden Trade-Offs in Deep Learning Preprocessing Pipelines

  Isenko, A., Mayer, R., Jedele, J. & Jacobsen, H. A., 10 Juni 2022, SIGMOD 2022 - Proceedings of the 2022 International Conference on Management of Data. Association for Computing Machinery, S. 1825-1839 15 S. (Proceedings of the ACM SIGMOD International Conference on Management of Data).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

  Open Access

  • Deep Learning 100%
  • Preprocessing pipeline 100%
  • Hidden Trades 100%
  • Deep Learning Method 100%
  • Training Process 66%
  5 Zitate (Scopus)
• 2021

  Benchmarking Apache Kafka under network faults

  Raza, M., Tahir, J., Doblander, C., Mayer, R. & Jacobsen, H. A., 6 Dez. 2021, Middleware 2021 Demos and Posters - Proceedings of the 2021 International Middleware Conference Demos and Posters. Association for Computing Machinery, Inc, S. 5-7 3 S. (Middleware 2021 Demos and Posters - Proceedings of the 2021 International Middleware Conference Demos and Posters).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

  • Apache Kafka 100%
  • Franz Kafka 100%
  • Network Fault 100%
  • Benchmarking 100%
  • Kafka 100%
  4 Zitate (Scopus)

• Hybrid Edge Partitioner: Partitioning Large Power-Law Graphs under Memory Constraints

  Mayer, R. & Jacobsen, H. A., 2021, in: Proceedings of the ACM SIGMOD International Conference on Management of Data. S. 1289-1302 14 S.

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  Open Access

  • Large Power 100%
  • Partitioner 100%
  • Power-law Graphs 100%
  • Memory Constraints 100%
  • Graph Partition 100%
  14 Zitate (Scopus)

• MDMS: Music Data Matching System for Query Variant Retrieval

  Roy, R., Mayer, R. & Jacobsen, H. A., 17 Okt. 2021, MM 2021 - Proceedings of the 29th ACM International Conference on Multimedia. Association for Computing Machinery, Inc, S. 2762-2764 3 S. (MM 2021 - Proceedings of the 29th ACM International Conference on Multimedia).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

  • Musical Piece 100%
  • Data Matching 100%
  • Matching System 100%
  • Music Database 100%
  • Query Variants 100%
  1 Zitat (Scopus)

• The DEBS 2021 grand challenge: Analyzing environmental impact of worldwide lockdowns

  Tahir, J., Doblander, C., Mayer, R., Frischbier, S. & Jacobsen, H. A., 28 Juni 2021, DEBS 2021 - Proceedings of the 15th ACM International Conference on Distributed and Event-Based Systems. Margara, A., Della Valle, E., Artikis, A., Tatbul, N. & Parzyjegla, H. (Hrsg.). Association for Computing Machinery, Inc, S. 136-141 6 S. (DEBS 2021 - Proceedings of the 15th ACM International Conference on Distributed and Event-Based Systems).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

  • Environmental Impact 100%
  • Grand Challenges 100%
  • Lockdown 100%
  • Grand Challenge 100%
  • New Dataset 20%
  7 Zitate (Scopus)

• Why Do My Blockchain Transactions Fail? A Study of Hyperledger Fabric

  Chacko, J. A., Mayer, R. & Jacobsen, H. A., 2021, in: Proceedings of the ACM SIGMOD International Conference on Management of Data. S. 221-234 14 S.

  Publikation: Beitrag in Fachzeitschrift › Konferenzartikel › Begutachtung

  • Hyperledger Fabric 100%
  • Blockchain Transaction 100%
  • Transaction Failures 100%
  • Blockchain 100%
  • Failure Rate 66%
  54 Zitate (Scopus)
• 2020

  Scalable deep learning on distributed infrastructures: Challenges, techniques, and tools

  Mayer, R. & Jacobsen, H. A., Feb. 2020, in: ACM Computing Surveys. 53, 1, 3.

  Publikation: Beitrag in Fachzeitschrift › Artikel › Begutachtung

  Open Access

  • Deep Learning System 100%
  • Distributed Infrastructure 100%
  • Scalable Deep Learning 100%
  • Infrastructure Problems 100%
  • Deep Learning Method 100%
  127 Zitate (Scopus)

• The DEBS 2020 grand challenge

  Gulisano, V., Jorde, D., Mayer, R., Najdataei, H. & Palyvos-Giannas, D., 13 Juli 2020, DEBS 2020 - Proceedings of the 14th ACM International Conference on Distributed and Event-Based Systems. Association for Computing Machinery, S. 183-186 4 S. 3402684. (DEBS 2020 - Proceedings of the 14th ACM International Conference on Distributed and Event-Based Systems).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

  Open Access

  • Grand Challenges 100%
  • Grand Challenge 100%
  • Non-intrusive Load Monitoring 66%
  • Event-based Systems 33%
  • Energy Consumption 33%
  9 Zitate (Scopus)
• 2019

  A comprehensive survey on parallelization and elasticity in stream processing

  Röger, H. & Mayer, R., Mai 2019, in: ACM Computing Surveys. 52, 2, a36.

  Publikation: Beitrag in Fachzeitschrift › Übersichtsartikel › Begutachtung

  Open Access

  • Parallelization 100%
  • Comprehensive Survey 100%
  • Stream Processing 100%
  • Stream Processing Systems 80%
  • Stream Processing System 80%
  82 Zitate (Scopus)

• FabricCRDT: A conflict-free replicated datatypes approach to permissioned blockchains

  Nasirifard, P., Mayer, R. & Jacobsen, H. A., 9 Dez. 2019, Middleware 2019 - Proceedings of the 2019 20th International Middleware Conference. Association for Computing Machinery, Inc, S. 110-122 13 S. (Middleware 2019 - Proceedings of the 2019 20th International Middleware Conference).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

  Open Access

  • Conflict-free 100%
  • Permissioned Blockchain 100%
  • Blockchain 100%
  • Latency 66%
  • Concurrent Updates 66%
  28 Zitate (Scopus)
• 2018

  ADWISE: Adaptive window-based streaming edge partitioning for high-speed graph processing

  Mayer, C., Mayer, R., Tariq, M. A., Geppert, H., Laich, L., Rieger, L. & Rothermel, K., 19 Juli 2018, Proceedings - 2018 IEEE 38th International Conference on Distributed Computing Systems, ICDCS 2018. Institute of Electrical and Electronics Engineers Inc., S. 685-695 11 S. (Proceedings - International Conference on Distributed Computing Systems; Band 2018-July).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

  Open Access

  • Latency 100%
  • Window-based 100%
  • Graph Signal Processing 100%
  • Edge Partition 100%
  • Adaptive Window 100%
  39 Zitate (Scopus)

• EmuFog: Extensible and scalable emulation of large-scale fog computing infrastructures

  Mayer, R., Graser, L., Gupta, H., Saurez, E. & Ramachandran, U., 29 Mai 2018, 2017 IEEE Fog World Congress, FWC 2017. Institute of Electrical and Electronics Engineers Inc., S. 1-6 6 S. (2017 IEEE Fog World Congress, FWC 2017).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

  Open Access

  • Emulation 100%
  • Computing Infrastructure 100%
  • Fog Computing 100%
  • Scalability 100%
  • Network Topology 40%
  108 Zitate (Scopus)

• FogStore: Toward a distributed data store for Fog computing

  Mayer, R., Gupta, H., Saurez, E. & Ramachandran, U., 29 Mai 2018, 2017 IEEE Fog World Congress, FWC 2017. Institute of Electrical and Electronics Engineers Inc., S. 1-6 6 S. (2017 IEEE Fog World Congress, FWC 2017).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

  Open Access

  • Fog Computing 100%
  • Distributed Data Store 100%
  • Data-Stores 100%
  • Network Applications 33%
  • Network Function Virtualization 33%
  49 Zitate (Scopus)

• GrapH: Traffic-Aware Graph Processing

  Mayer, C., Tariq, M. A., Mayer, R. & Rothermel, K., 1 Juni 2018, in: IEEE Transactions on Parallel and Distributed Systems. 29, 6, S. 1289-1302 14 S.

  Publikation: Beitrag in Fachzeitschrift › Artikel › Begutachtung

  • Graph Signal Processing 100%
  • Traffic-aware 100%
  • Graph Partition 100%
  • Processing System 100%
  • Partitioning Algorithms 66%
  25 Zitate (Scopus)

• HYPE: Massive Hypergraph Partitioning with Neighborhood Expansion

  Mayer, C., Mayer, R., Bhowmik, S., Epple, L. & Rothermel, K., 2 Juli 2018, Proceedings - 2018 IEEE International Conference on Big Data, Big Data 2018. Abe, N., Liu, H., Pu, C., Hu, X., Ahmed, N., Qiao, M., Song, Y., Kossmann, D., Liu, B., Lee, K., Tang, J., He, J. & Saltz, J. (Hrsg.). Institute of Electrical and Electronics Engineers Inc., S. 458-467 10 S. 8621968. (Proceedings - 2018 IEEE International Conference on Big Data, Big Data 2018).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

  Open Access

  • Hypergraph 100%
  • Neighborhood Expansion 100%
  • Hypergraph Partitioning 100%
  • Data Record 100%
  • World Application 50%
  15 Zitate (Scopus)

• P4CEP: Towards in-network Complex Event Processing

  Kohler, T., Mayer, R., Dürr, F., Maaß, M., Bhowmik, S. & Rothermel, K., 7 Aug. 2018, NetCompute 2018 - Proceedings of the 2018 Morning Workshop on In-Network Computing, Part of SIGCOMM 2018. Association for Computing Machinery, Inc, S. 33-38 6 S. (NetCompute 2018 - Proceedings of the 2018 Morning Workshop on In-Network Computing, Part of SIGCOMM 2018).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

  Open Access

  • In-network 100%
  • Complex Event Processing 100%
  • Network Hardware 37%
  • In-network Computing 37%
  • Networking Hardware 37%
  35 Zitate (Scopus)

• Q-graph: Preserving query locality in multi-query graph processing

  Mayer, C., Mayer, R., Grunert, J., Rothermel, K. & Tariq, M. A., 10 Juni 2018, Proceedings of the 1st ACM SIGMOD Joint International Workshop on Graph Data Management Experiences and Systems (GRADES) and Network Data Analytics (NDA), GRADES-NDA 2018. Bhattacharya, A., Fletcher, G., Roy, S., Arora, A., Larriba Pey, J. L. & West, R. (Hrsg.). Association for Computing Machinery, Inc, a6. (Proceedings of the 1st ACM SIGMOD Joint International Workshop on Graph Data Management Experiences and Systems (GRADES) and Network Data Analytics (NDA), GRADES-NDA 2018).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

  Open Access

  • Graph Signal Processing 100%
  • Multi-query 100%
  • Graph Preserving 100%
  • Q-graph 100%
  • Query Latency 100%
  6 Zitate (Scopus)
• 2017

  Demo abstract: Fog computing for improving user application interaction and context awareness

  Saurez, E., Gupta, H., Ramachandran, U. & Mayer, R., 18 Apr. 2017, Proceedings - 2017 IEEE/ACM 2nd International Conference on Internet-of-Things Design and Implementation, IoTDI 2017 (part of CPS Week). Association for Computing Machinery, Inc, S. 281-282 2 S. (Proceedings - 2017 IEEE/ACM 2nd International Conference on Internet-of-Things Design and Implementation, IoTDI 2017 (part of CPS Week)).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

  Open Access

  • Context-awareness 100%
  • User Application 100%
  • Fog Computing 100%
  • Interaction Awareness 100%
  • context awareness 100%
  10 Zitate (Scopus)

• Grand challenge: Streamlearner - Distributed incremental machine learning on event streams

  Mayer, C., Mayer, R. & Abdo, M., 8 Juni 2017, DEBS 2017 - Proceedings of the 11th ACM International Conference on Distributed Event-Based Systems. Association for Computing Machinery, Inc, S. 298-303 6 S. (DEBS 2017 - Proceedings of the 11th ACM International Conference on Distributed Event-Based Systems).

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  Open Access

  • Machine Learning 100%
  • Processing System 100%
  • Low Latency 100%
  • Event Streams 100%
  • Grand Challenges 100%
  9 Zitate (Scopus)

• Knowledge is at the edge! How to search in distributed machine learning models

  Bach, T., Tariq, M. A., Mayer, R. & Rothermel, K., 2017, On the Move to Meaningful Internet Systems. OTM 2017 Conferences - Confederated International Conferences: CoopIS, C and TC, and ODBASE 2017, Proceedings. Panetto, H., Paschke, A., Meersman, R., Papazoglou, M., Debruyne, C., Gaaloul, W. & Ardagna, C. A. (Hrsg.). Springer Verlag, S. 410-428 19 S. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Band 10573 LNCS).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

  • Machine Learning Models 100%
  • Distributed Machine Learning 100%
  • Machine Learning 100%
  • Learning System 100%
  • Distributed Learning 66%
  3 Zitate (Scopus)

• Minimizing communication overhead in window-based parallel complex event processing

  Mayer, R., Tariq, M. A. & Rothermel, K., 8 Juni 2017, DEBS 2017 - Proceedings of the 11th ACM International Conference on Distributed Event-Based Systems. Association for Computing Machinery, Inc, S. 54-65 12 S. (DEBS 2017 - Proceedings of the 11th ACM International Conference on Distributed Event-Based Systems).

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  Open Access

  • Communication Overhead 100%
  • Window-based 100%
  • Overlapping Windows 100%
  • Complex Event Processing 100%
  • Minimizing Communication 100%
  23 Zitate (Scopus)

• SPECTRE: Supporting consumption policies in window-based parallel complex event processing

  Mayer, R., Slo, A., Tariq, M. A., Rothermel, K., Graber, M. & Ramachandran, U., 11 Dez. 2017, Middleware 2017 - Proceedings of the 2017 International Middleware Conference. Association for Computing Machinery, Inc, S. 161-173 13 S. (Middleware 2017 - Proceedings of the 2017 International Middleware Conference).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

  • Event Streams 100%
  • Window-based 100%
  • Data Parallelism 100%
  • Complex Event Processing 100%
  • Consumption Policy 100%
  20 Zitate (Scopus)

• The fog makes sense: Enabling social sensing services with limited internet connectivity

  Mayer, R., Gupta, H., Saurez, E. & Ramachandran, U., 18 Apr. 2017, Proceedings - 2017 2nd International Workshop on Social Sensing, SocialSens 2017 (part of CPS Week). Association for Computing Machinery, Inc, S. 61-66 6 S. (Proceedings - 2017 2nd International Workshop on Social Sensing, SocialSens 2017 (part of CPS Week)).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

  Open Access

  • Internet Connectivity 100%
  • Social Sensing 100%
  • Sensing Service 100%
  • Natural Disasters 33%
  • Use Case 25%
  11 Zitate (Scopus)

• The tensor flow partitioning and scheduling problem: It's the critical path!

  Mayer, R., Mayer, C. & Laich, L., 11 Dez. 2017, DIDL 2017 - Proceedings of the 1st Workshop on Distributed Infrastructures for Deep Learning, Part of Middleware 2017. Association for Computing Machinery, Inc, S. 1-6 6 S. (DIDL 2017 - Proceedings of the 1st Workshop on Distributed Infrastructures for Deep Learning, Part of Middleware 2017).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

  Open Access

  • TensorFlow 100%
  • Scheduling Problem 100%
  • Partition Problem 100%
  • Flow Scheduling 100%
  • Flow Partitioning 100%
  26 Zitate (Scopus)
• 2016

  Grand challenge: Graph CEP - Real-time data analytics using parallel complex event and graph processing

  Mayer, R., Mayer, C., Tariq, M. A. & Rothermel, K., 13 Juni 2016, DEBS 2016 - Proceedings of the 10th ACM International Conference on Distributed and Event-Based Systems. Association for Computing Machinery, Inc, S. 309-316 8 S. (DEBS 2016 - Proceedings of the 10th ACM International Conference on Distributed and Event-Based Systems).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

  • Graph Signal Processing 100%
  • Real-time Analytics 100%
  • Grand Challenges 100%
  • Complex Event Processing 100%
  • Complex Graph 100%
  18 Zitate (Scopus)
• 2015

  Predictable Low-Latency Event Detection With Parallel Complex Event Processing

  Mayer, R., Koldehofe, B. & Rothermel, K., 1 Aug. 2015, in: IEEE Internet of Things Journal. 2, 4, S. 274-286 13 S.

  Publikation: Beitrag in Fachzeitschrift › Artikel › Begutachtung

  Open Access

  • Low Latency 100%
  • Event Detection 100%
  • Complex Event Processing 100%
  • Parallelization 75%
  • Internet of Things 50%
  66 Zitate (Scopus)
• 2014

  Distributed complex event processing for mobile large-scale video applications

  Ottenwälder, B., Mayer, R. & Koldehofe, B., 8 Dez. 2014, Middleware Conference 2014 - Proceedings of the Posters and Demos Session. Association for Computing Machinery, Inc, S. 5-6 2 S. 2678511. (Middleware Conference 2014 - Proceedings of the Posters and Demos Session).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

  • Middleware 100%
  • Latency 100%
  • Video Monitoring 100%
  • Access Point 100%
  • Bandwidth Utilization 100%
  9 Zitate (Scopus)

• Meeting predictable buffer limits in the parallel execution of event processing operators

  Mayer, R., Koldehofe, B. & Rothermel, K., 2014, Proceedings - 2014 IEEE International Conference on Big Data, IEEE Big Data 2014. Lin, J., Pei, J., Hu, X. T., Chang, W., Nambiar, R., Aggarwal, C., Cercone, N., Honavar, V., Huan, J., Mobasher, B. & Pyne, S. (Hrsg.). Institute of Electrical and Electronics Engineers Inc., S. 402-411 10 S. 7004257. (Proceedings - 2014 IEEE International Conference on Big Data, IEEE Big Data 2014).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

  Open Access

  • Parallelization 100%
  • Event Detection 100%
  • Parallel Execution 100%
  • Event Processing 100%
  • Partition Model 66%
  15 Zitate (Scopus)
• 2013

  Rollback-recovery without checkpoints in distributed event processing systems

  Koldehofe, B., Mayer, R., Ramachandran, U., Rothermel, K. & Völz, M., 2013, DEBS 2013 - Proceedings of the 7th ACM International Conference on Distributed Event-Based Systems. S. 27-38 12 S. (DEBS 2013 - Proceedings of the 7th ACM International Conference on Distributed Event-Based Systems).

  Publikation: Beitrag in Buch/Bericht/Konferenzband › Konferenzbeitrag › Begutachtung

  Open Access

  • Processing System 100%
  • Event Streams 100%
  • Rollback Recovery 100%
  • Failure-free 100%
  • Distributed Event Processing 100%
  31 Zitate (Scopus)