Data-intensive Systems and Applications

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  • 2025

    Enhancing In-Memory Spatial Indexing with Learned Search

    Pandey, V., Van Renen, A., Zacharatou, E. T., Kipf, A., Sabek, I., Ding, J., Markl, V. & Kemper, A., Feb 2025, Datenbanksysteme für Business, Technologie und Web (BTW 2025). Gesellschaft für Informatik, p. 281-308

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

    Open Access

  • The Five-Minute Rule for the Cloud: Caching in Analytics Systems

    Duwe, K., Anadiotis, A., Lamb, A., Lersch, L., Leskes, B., Ritter, D. & Tözün, P., 2025, Conference on Innovative Data Systems Research. Conference on Innovative Data Systems Research

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

    Open Access
  • 2024

    [Citation needed] Data usage and citation practices in medical imaging conferences

    Sourget, T., Akkoç, A., Winther, S., Lyngbye Galsgaard, C., Jiménez Sánchez, A., Juodelyte, D., Petitjean, C. & Cheplygina, V., 2024, Medical Imaging with Deep Learning (MIDL). p. 1-22

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

    Open Access

  • Analysis of Geospatial Data Loading

    Wachs, A. & Zacharatou, E. T., 9 Jun 2024, DBTest '24: Proceedings of the Tenth International Workshop on Testing Database Systems. Association for Computing Machinery, p. 36-42 7 p.

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

    Open Access
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  • An Analysis of Collocation on GPUs for Deep Learning Training

    Robroek, T. T., Yousefzadeh-Asl-Miandoab, E. & Tözün, P., 2024, Proceedings of the 4th Workshop on Machine Learning and Systems, EuroMLSys 2024, Athens, Greece, 22 April 2024. Association for Computing Machinery, p. 81-90 10 p.

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

    Open Access

  • Copycats: the many lives of a publicly available medical imaging dataset

    Jiménez Sánchez, A., Avlona, N.-R., Juodelyte, D., Sourget, T., Vang-Larsen, C., Rogers, A., Zajac, H. D. & Cheplygina, V., 26 Sept 2024, Advances in Neural Information Processing Systems 38 (NeurIPS 2024) : Datasets and Benchmarks Track. 2024 ed. Vol. NeurIPS. 22 p.

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

    Open Access

  • Counting Butterflies in Fully Dynamic Bipartite Graph Streams

    Papadias, S., Kaoudi, Z., Pandey, V., Quiane Ruiz, J.-A. & Markl, V., 2024, 2024 IEEE 40th International Conference on Data Engineering (ICDE). IEEE

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

  • Dataset Distribution Impacts Model Fairness: Single Vs. Multi-task Learning

    Raumanns, R., Schouten, G., Pluim, J. P. W. & Cheplygina, V., 2024, MICCAI Workshop on Fairness of AI in Medical Imaging (MICCAI FAIMI). 15198 ed. Springer, Vol. LNCS .

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

    Open Access

  • Evaluation of Sampling Methods for Discovering Facts from Knowledge Graph Embeddings

    Widyadhana Bhagaskoro, R., Markl, V. & Kaoudi, Z., 2024, EDBT. p. 664-675

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

  • Multi-Backend Zonal Statistics Execution with Raven

    Dusella, G., Gavriilidis, H., Nuhu, L., Markl, V. & Zacharatou, E. T., 9 Jun 2024, Companion of the 2024 International Conference on Management of Data. Association for Computing Machinery, p. 532–535 4 p. (SIGMOD/PODS '24).

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

    Open Access

  • Reaching the Edge of the Edge: Image Analysis in Space

    Bayer, R., Priest, J. & Tözün, P., 2024, Proceedings of the Eighth Workshop on Data Management for End-to-End Machine Learning, DEEM 2024, Santiago, AA, Chile, 9 June 2024. Association for Computing Machinery, p. 29-38 10 p.

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

    Open Access

  • Surprise Benchmarking: The Why, What, and How

    Benson, L., Binnig, C., Bodensohn, J.-M., Lorenzi, F., Luo, J., Porobic, D., Rabl, T., Sanghi, A., Sears, R., Tözün, P. & Ziegler, T., 2024, Proceedings of the Tenth International Workshop on Testing Database Systems, DBTest 2024, Santiago, Chile, 9 June 2024. Association for Computing Machinery, p. 1-8 8 p.

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

    Open Access
  • 2023

    Data Management and Visualization for Benchmarking Deep Learning Training Systems

    Robroek, T. T., Duane, A., Yousefzadeh-Asl-Miandoab, E. & Tözün, P., 2023, Proceedings of the Seventh Workshop on Data Management for End-to-End Machine Learning, DEEM 2023, Seattle, WA, USA, 18 June 2023. Association for Computing Machinery, p. 1:1-1:5 5 p.

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

    Open Access

  • Data Pipes: Declarative Control over Data Movement

    Vogel, L., Ritter, D., Porobic, D., Tözün, P., Wang, T. & Lerner, A., 2023, Conference on Innovative Data Systems Research. 10 p.

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

    Open Access

  • Delilah: eBPF-offload on Computational Storage

    Hedam, N., Clausen, M. T., Bonnet, P., Lee, S. & Larsen, K. F., 19 Jun 2023, International Workshop on Data Management on New Hardware (DaMoN). Seattle, Washington, USA

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

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  • Edge Artificial Intelligence for Internet of Things Devices: Open Challenges

    Alvear, V., Rosero, P., Lopez, V. & Peluffo, D., 22 Jul 2023, New Trends in Disruptive Technologies, Tech Ethics and Artificial Intelligence. Springer, Vol. 1452. p. 312-319 7 p. (Advances in Intelligent Systems and Computing).

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

  • Good Intentions: Adaptive Parameter Management via Intent Signaling

    Renz-Wieland, A., Kieslinger, A., Gericke, R., Gemulla, R., Kaoudi, Z. & Markl, V., 2023, CIKM.

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

    Open Access

  • Learn What Really Matters: A Learning-to-Rank Approach for ML-based Query Optimization

    Behr, H., Markl, V. & Kaoudi, Z., 2023, BTW . 2023 ed. Germany: Gesellschaft für Informatik, p. 535-554 19 p.

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

    Open Access

  • Suitability of Nearest Neighbour Indexes for Multimedia Relevance Feedback

    Aumüller, M., Khan, O. S. & Jónsson, B. T., 2023, Similarity Search and Applications SISAP 2023.

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

    Open Access
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  • Why is the winner the best?

    Eisenmann, M., Reinke, A., Weru , V., Tizabi, M. D., Isensee, F., Adler, T. J., Ali, S., Andrearczyk, V., Aubreville, M., Baid, U., Bakas, S., Balu, N., Bano , S., Bernal , J., Bodenstedt, S., Casella, A. & Cheplygina, V., 2023, Proceedings of the CVPR conference.

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

    Open Access
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  • Workload Prediction for IoT Data Management Systems

    Burrell, D., Chatziliadis, X., Zacharatou, E. T., Zeuch, S. & Markl, V., Mar 2023, Datenbanksysteme für Business, Technologie und Web (BTW 2023), 20. Fachtagung des GI-Fachbereichs „Datenbanken und Informationssysteme" (DBIS), 06.-10, März 2023, Dresden, Germany, Proceedings. Gesellschaft für Informatik

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

    Open Access
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  • 2022

    DAPHNE: An Open and Extensible System Infrastructure for Integrated Data Analysis Pipelines

    Damme, P., Birkenbach, M., Bitsakos, C., Boehm, M., Bonnet, P., Ciorba, F., Dokter, M., Dowgiallo, P., Eleliemy, A., Faerber, C., Goumas, G., Habich, D., Hedam, N., Hofer, M., Huang, W., Innerebner, K., Karakostas, V., Kern, R., Kosar, T. & Krause, A. & 22 others, Krems, D., Laber, A., Lehner, W., Mier, E., Paradies, M., Peischl, B., Poerwawinata, G., Psomadakis, S., Rabl, T., Ratuszniak, P., Silva, P., Skuppin, N., Starzacher, A., Steinwender, B., Tolovski, I., Tözün, P., Ulatowski, W., Wang, Y., Wrosz, I., Zamuda, A., Zhang, C. & Zhu, X. X., 9 Jan 2022, Conference on Innovative Data Systems Research. Santa Cruz, California, USA

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

    Open Access
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  • DBTest '22: 9th International Workshop on Testing Database Systems

    Rigger, M. & Tözün, P., 2022, SIGMOD '22: International Conference on Management of Data, Philadelphia, PA, USA, June 12 - 17, 2022. Ives, Z., Bonifati, A. & Abbadi, A. E. (eds.). Association for Computing Machinery, p. 2554-2555 2 p.

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research

  • Efficient Specialized Spreadsheet Parsing for Data Science

    Henze, F., Gavriilidis, H., Zacharatou, E. T. & Markl, V., 2022, Proceedings of the 24th International Workshop on Design, Optimization, Languages and Analytical Processing of Big Data (DOLAP) co-located with the 25th International Conference on Extending Database Technology and the 25th International Conference on Database Theory (EDBT/ICDT 2022), Edinburgh, UK, March 29, 2022. Stefanidis, K. & Golab, L. (eds.). CEUR Workshop Proceedings, Vol. 3130. p. 41-50 10 p. (CEUR Workshop Proceedings).

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

    Open Access

  • I/O interface independence with xNVMe

    Lund, S. A. F., Bonnet, P., Jensen, K. B. A. & Gonzalez, J., 2022, SYSTOR '22: The 15th ACM International Systems and Storage Conference, Haifa, Israel, June 13 - 15, 2022. Malka, M., Kolodner, H., Bellosa, F. & Gabel, M. (eds.). Association for Computing Machinery, p. 108-119 12 p.

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

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  • In-Place Updates in Tree-Encoded Bitmaps

    Saputra, M. P., Zacharatou, E. T., Papadias, S. & Markl, V., 2022, Proceedings of the 34th International Conference on Scientific and Statistical Database Management. Association for Computing Machinery, 4 p. 18

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

    Open Access
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  • Micro-architectural analysis of a learned index

    Andersen, M. M. & Tözün, P., 2022, aiDM '22: Proceedings of the Fifth International Workshop on Exploiting Artificial Intelligence Techniques for Data Management, Philadelphia, Pennsylvania, USA, 17 June 2022. Bordawekar, R., Shmueli, O., Amsterdamer, Y., Firmani, D. & Marcus, R. (eds.). Association for Computing Machinery, p. 5:1-5:12

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

  • Predicting Bearings Degradation Stages for Predictive Maintenance in the Pharmaceutical Industry

    Juodelyte, D., Cheplygina, V., Graversen, T. & Bonnet, P., 2022, KDD '22: The 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, Washington, DC, USA, August 14 - 18, 2022. Zhang, A. & Rangwala, H. (eds.). Association for Computing Machinery, p. 3107-3115 9 p.

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

  • Spatio-Temporal Graph Convolutional Network for Stochastic Traffic Speed Imputation

    Muniz Cuza, C. E., Ho, N., Zacharatou, E. T., Bach Pedersen, T. & Yang, B., 2022, Proceedings of the International Conference on Advances in Geographic Information System (SIGSPATIAL). Association for Computing Machinery

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

    Open Access
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  • Transforming Domain Models to Efficient C# for the Danish Pension Industry

    Borum, H. S. & Clausen, M. T., 2022, ACM/IEEE 25th International Conference on Model Driven Engineering Languages and Systems: Companion Proceedings.

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

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  • 2021

    A Survey on Security Concerns and Their Actual Solutions for using FPGAs in Cloud Computing

    Rosero, P., 2 Nov 2021, Latin America Congress on Computational Intelligence (LA-CCI). IEEE

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

  • Exquisitor at the Lifelog Search Challenge 2021: Relationships Between Semantic Classifiers

    Khan, O. S., Duane, A., Jónsson, B. T., Zahálka, J., Rudinac, S. & Worring, M., Aug 2021, LSC '21: Proceedings of the 4th Annual on Lifelog Search Challenge. Taipei, Taiwan (virtual): Association for Computing Machinery, p. 3-6 4 p.

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

    Open Access
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  • Exquisitor at the Video Browser Showdown 2021: Relationships Between Semantic Classifiers

    Khan, O. S., Jónsson, B. T., Larsen, M. D., Poulsen, L. A. S., Koelma, D. C., Rudinac, S., Worring, M. & Zahálka, J., Aug 2021, Proceedings of the International Conference on MultiMedia Modeling (MMM). Prague, Czech Republic: Springer, p. 410-416 7 p. (Lecture Notes in Computer Science, Vol. 12573).

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

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  • Impact of Interaction Strategies on User Relevance Feedback

    Khan, O. S., Jónsson, B. T., Zahálka, J., Rudinac, S. & Worring, M., Aug 2021, ICMR '21: Proceedings of the 2021 International Conference on Multimedia Retrieval. Taipei, Taiwan (virtual): Association for Computing Machinery, p. 590-598 9 p.

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

    Open Access
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  • LifeMon: A MongoDB-Based Lifelog Retrieval Prototype

    Faisst, A. C. & Jónsson, B. T., Aug 2021, LSC '21: Proceedings of the 4th Annual on Lifelog Search Challenge. Taipei, Taiwan (virtual): Association for Computing Machinery, p. 75-80 6 p.

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

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  • Not your Grandpa's SSD: The Era of Co-Designed Storage Devices

    Lerner, A. & Bonnet, P., 2021, SIGMOD '21: International Conference on Management of Data, Virtual Event, China, June 20-25, 2021. Li, G., Li, Z., Idreos, S. & Srivastava, D. (eds.). Association for Computing Machinery, p. 2852-2858 7 p.

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

    Open Access
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  • PhotoCube at the Lifelog Search Challenge 2021

    Shin, J., Waldau, A., Duane, A. & Jónsson, B. T., Aug 2021, LSC '21: Proceedings of the 4th Annual on Lifelog Search Challenge. Taipei, Taiwan (virtual): Association for Computing Machinery, p. 59-63 5 p.

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

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  • Unionized Data Governance in Virtual Power Plants: Poster

    Chemnitz, N. Ø., Bonnet, P., Shklovski, I., Watts, L. & Büttrich, S., 22 Jun 2021, Proceedings of the Twelfth ACM International Conference on Future Energy Systems: e-Energy '21. e-Energy '21 ed. New York, NY, USA: Association for Computing Machinery, p. 282-283 2 p.

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

    Open Access
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  • ViRMA: Virtual Reality Multimedia Analytics at LSC 2021

    Duane, A. & Jónsson, B. T., Aug 2021, LSC '21: Proceedings of the 4th Annual on Lifelog Search Challenge. Taipei, Taiwan (virtual): Association for Computing Machinery, p. 29-34 6 p.

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

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  • XQC at the Lifelog Search Challenge 2021: Interactive Learning on a Mobile Device

    Knudsen, E., Qvortrup, T. H., Khan, O. S. & Jónsson, B. T., Aug 2021, LSC '21: Proceedings of the 4th Annual on Lifelog Search Challenge. Taipei, Taiwan (virtual): Association for Computing Machinery, p. 89-93 5 p.

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

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  • XQM: Interactive Learning on Mobile Phones

    Bagi, A. M., Schild, K. I., Khan, O. S., Zahálka, J. & Jónsson, B. T., Jun 2021, MultiMedia Modeling - 27th International Conference, MMM 2021, Prague, Czech Republic, June 22-24, 2021, Proceedings, Part II.. Prague, Czech Republic (virtual): Springer, p. 281-293 13 p. (Lecture Notes in Computer Science, Vol. 12573).

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

    Open Access
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  • 2020

    Analysis of the Effect of Dataset Construction Methodology on Transferability of Music Emotion Recognition Models

    Hult, S., Kreiberg, L. B., Brandt, S. S. & Jónsson, B. T., Jun 2020, Proceedings of the ACM International Conference on Multimedia Retrieval (ICMR). Gurrin, C., Jónsson, B. Þ., Kando, N., Schöffmann, K., Chen, Y.-P. P. & O'Connor, N. E. (eds.). Dublin, Ireland: Association for Computing Machinery, p. 316-320

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

    Open Access
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  • An Interactive Learning System for Large-Scale Multimedia Analytics

    Khan, O. S., Jun 2020, ICMR '20: Proceedings of the 2020 International Conference on Multimedia Retrieval. Dublin, Ireland: Association for Computing Machinery, p. 368-372 5 p.

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

    Open Access
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  • Exquisitor at the Lifelog Search Challenge 2020

    Khan, O. S., Larsen, M. D., Poulsen, L. A. S., Jónsson, B. T., Zahálka, J., Rudinac, S., Koelma, D. C. & Worring, M., Jun 2020, Proceedings of the ACM Workshop on Lifelog Search Challenge, LSC@ICMR 2020. Gurrin, C., Schöffmann, K., Jónsson, B. Þ., Dang-Nguyen, D.-T., Lokoč, J., Tran, M.-T. & Hürst, W. (eds.). Dublin, Ireland: Association for Computing Machinery, p. 19-22

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

    Open Access
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  • Exquisitor at the Video Browser Showdown 2020

    Jónsson, B. T., Khan, O. S., Koelma, D. C., Rudinac, S., Worring, M. & Zahálka, J., Jan 2020, Proceedings of the International Conference on MultiMedia Modeling (MMM). Ro, Y. M., Cheng, W.-H., Kim, J., Chu, W.-T., Cui, P., Choi, J.-W., Hu, M.-C. & De Neve, W. (eds.). Daejeon, Korea: Springer, p. 796-802

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

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  • Hash-Based Authentication Revisited in the Age of High-Performance Computers

    Hedam, N., Mollerup, J. & Tözün, P., 31 Aug 2020, International Workshop on Accelerating Analytics and Data Management Systems: ADMS’20. Tokyo, Japan

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

    Open Access
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  • Interactive Learning for Multimedia at Large

    Khan, O. S., Jónsson, B. T., Rudinac, S., Zahálka, J., Ragnarsdóttir, H., Þorleiksdóttir, Þ., Guðmundsson, G. Þ., Amsaleg, L. & Worring, M., Apr 2020, Advances in Information Retrieval: 42nd European Conference on IR Research, ECIR 2020. Lisbon, Portugal: Springer, p. 495-510 16 p. (Lecture Notes in Computer Science, Vol. 12035).

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

    Open Access
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  • Open-Channel SSD (What is it Good For)

    Picoli, I. L., Hedam, N., Bonnet, P. & Tözün, P., 12 Jan 2020, Conference on Innovative Data Systems Research. Amsterdam, Netherlands

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

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  • Training for Speech Recognition on Coprocessors

    Baunsgaard, S., Wrede, S. B. & Tözün, P., 31 Aug 2020, Twelth International Workshop on Accelerating Analytics and Data Management Systems Using Modern Processor and Storage Architectures. Tokyo, Japan, p. 1-10 10 p. 1

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

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  • Virtual Reality Lifelog Explorer: A Prototype for Immersive Lifelog Analytics

    Duane, A., Jónsson, B. T. & Gurrin, C., Dec 2020, Proceedings of the Workshop on Immersive Analytics (ImAna 2020). Hardman, L., Hürst, W., Pucihar, K. Č. & Kljun, M. (eds.). IEEE, p. 53-54 2 p.

    Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

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