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Towards a Benchmark for Interactive Data Exploration

Philipp Eichmann, Emanuel Zgraggen, Zheguang Zhao, Carsten Binnig, Tim Kraska
2016 IEEE Data Engineering Bulletin  
In this paper, we argue that such benchmarks are not suitable for evaluating modern interactive data exploration (IDE) systems, which allow data scientists of varying skill levels to manipulate, analyze  ...  , and explore large data sets, as well as to build models and apply machine learning at interactive speeds.  ...  What is needed is a new benchmark for interactive data exploration systems.  ... 
dblp:journals/debu/EichmannZZBK16 fatcat:2xpoac44endftamwxrsvxkariq

Poseidon Project: Toward Exascale Community Ocean Circulation Modeling

Thomas Haine, The Poseidon Project Team
2022 Zenodo  
Poster for the 2022 NSF CSSI PI Meeting.  ...  A Data Access Portal that deploys these tools with scalable interactive analyses and visualizations of the benchmark solution. 4.  ...  : Performant interactive data exploration tool (see Fig. 3) • OceanSpy: A Python package to facilitate ocean model data analysis and visualization (see Fig. 4) • MITgcm: Massachusetts Institute of Technology  ... 
doi:10.5281/zenodo.6861438 fatcat:dzw2tdqg3jbivns23sfiktjw5a

Database Benchmarking for Supporting Real-Time Interactive Querying of Large Data

Leilani Battle, Philipp Eichmann, Marco Angelini, Tiziana Catarci, Giuseppe Santucci, Yukun Zheng, Carsten Binnig, Jean-Daniel Fekete, Dominik Moritz
2020 Proceedings of the 2020 ACM SIGMOD International Conference on Management of Data  
In this paper, we present an initial benchmark that focuses on "crossfilter"-style applications, which are a popular interaction type for data exploration and a particularly demanding scenario for testing  ...  While there exist proposals for evaluating database systems on interactive data exploration workloads, none rely on real user traces for database benchmarking.  ...  We thank Schloss Dagstuhl-Leibniz Center for Informatics for their support in organizing "Dagstuhl Seminar 17461 -Connecting Visualization and Data Management Research".  ... 
doi:10.1145/3318464.3389732 dblp:conf/sigmod/BattleEACSZBFM20 fatcat:njdvag7hvrby7kcgsdch67omgu

OPEn: An Open-ended Physics Environment for Learning Without a Task [article]

Chuang Gan, Abhishek Bhandwaldar, Antonio Torralba, Joshua B. Tenenbaum, Phillip Isola
2021 arXiv   pre-print
We test several existing RL-based exploration methods on this benchmark and find that an agent using unsupervised contrastive learning for representation learning, and impact-driven learning for exploration  ...  To this end, we build a benchmark Open-ended Physics ENvironment (OPEn) and also design several tasks to test learning representations in this environment explicitly.  ...  Acknowledgement: This work is in part supported by ONR MURI N00014-16-1-2007, the Center for Brain, Minds, and Machines (CBMM, NSF STC award CCF-1231216), and IBM Research.  ... 
arXiv:2110.06912v1 fatcat:wx3eyxao7ne2jkscsp36xxumoq

Towards Interactive Data Exploration [chapter]

Carsten Binnig, Fuat Basık, Benedetto Buratti, Ugur Cetintemel, Yeounoh Chung, Andrew Crotty, Cyrus Cousins, Dylan Ebert, Philipp Eichmann, Alex Galakatos, Benjamin Hättasch, Amir Ilkhechi (+10 others)
2019 Lecture Notes in Business Information Processing  
Finally, we discuss other important considerations for interactive data exploration systems including benchmarking, natural language interfaces, as well as interactive machine learning.  ...  Furthermore, we present the results of building IDEA, a new type of system for interactive data exploration that is specifically designed to integrate seamlessly with existing data management landscapes  ...  An initial version of the benchmark and results of running the benchmark on several data analytics backends for interactive data exploration is available 2 .  ... 
doi:10.1007/978-3-030-24124-7_11 fatcat:ixxjchbhe5awrlcjvr5kocqgmq

Page 2089 of Psychological Abstracts Vol. 83, Issue 5 [page]

1996 Psychological Abstracts  
A 2nd study, using a comparable sample of 99 participants, explored the relationship between interaction with women clerks and attitudes toward women managers.  ...  Fine, Sidney A. & Getkate, Maury. Benchmark tasks for job analysis: A guide for functional job analysis (FJA) scales. Series in applied psychology.  ... 

Table of contents

2014 2014 IEEE 30th International Conference on Data Engineering Workshops  
Exploration 320 Automatic User Steering for Interactive Data Exploration (Kyriaki Dimitriadou) 340 345 Aggregates Caching for Enterprise Applications (Stephan Müller) 355 User-Driven Refinement  ...  Chrysanthis) 284 Cinderella -Adaptive Online Partitioning of Irregularly Structured Data (Kai Herrmann, Hannes Voigt, Wolfgang Lehner) 292 Interactive Data Exploration Based on User Relevance Feedback  ... 
doi:10.1109/icdew.2014.6818287 fatcat:znsnyupxufc47jk5eyej5udm54

Evaluating Visual Data Analysis Systems

Leilani Battle, Marco Angelini, Carsten Binnig, Tiziana Catarci, Philipp Eichmann, Jean-Daniel Fekete, Giuseppe Santucci, Michael Sedlmair, Wesley Willett
2018 Proceedings of the Workshop on Human-In-the-Loop Data Analytics - HILDA'18  
Visual data analysis is a key tool for helping people to make sense of and interact with massive data sets.  ...  ., database benchmarks, individual user studies) fail to capture the key points that make systems for visual data analysis (or visual data systems) challenging to design.  ...  and interactive data exploration scenarios.  ... 
doi:10.1145/3209900.3209901 dblp:conf/sigmod/BattleABCEFSSW18 fatcat:k57wsmv2pbh53b7ronweskm7ga

Benchmarking the Effectiveness of Associating Chains of Links for Exploratory Semantic Search

Laurens De Vocht, Selver Softic, Ruben Verborgh, Erik Mannens, Martin Ebner, Rik Van de Walle
2015 International Semantic Web Conference  
In this paper, we explain a benchmark model for evaluating the effectiveness of associating chains of links with keyword-based queries.  ...  If we could benchmark how effective retrieving chains of links from these sources is, we can motivate why they are a reliable addition for exploratory search interfaces.  ...  Acknowledgments The research activities that have been described in this paper were funded by Ghent University, iMinds (Interdisciplinary institute for Technology) a research institute founded by the Flemish  ... 
dblp:conf/semweb/VochtSVMEW15 fatcat:jtwx2op4uzfgza76c5gsqwe6ae

IDEBench: A Benchmark for Interactive Data Exploration [article]

Philipp Eichmann, Carsten Binnig, Tim Kraska, Emanuel Zgraggen
2018 arXiv   pre-print
In this paper, we argue that such benchmarks are not suitable for evaluating database workloads originating from interactive data exploration (IDE) systems where most queries are ad-hoc, not based on predefined  ...  As a main contribution, we present a novel benchmark called IDEBench that can be used to evaluate the performance of database systems for IDE workloads.  ...  CONCLUSION In this paper, we presented a new benchmark IDEBench for evaluating systems for interactive data exploration (IDE).  ... 
arXiv:1804.02593v1 fatcat:4bzoyltuazbu7ndtcuwtg2xx6e

Human-in-the-Loop Processes as Enabler for Data Analytics in Digitalized Organizations [article]

Thomas Thiele, Thorsten Sommer, Stefan Schröder, Anja Richert, Sabina Jeschke
2016 Mensch & Computer  
Secondly, classical benchmarking approaches are extended by developing a suitable text-mining process for interdisciplinary research.  ...  Altogether, the approaches contribute to a comprehensive human-in-the-loop model – defined as a model that combines intelligent data technologies with human interaction – in the culture of innovation amongst  ...  Acknowledgements This research has been funded by the German Research Foundation (DFG) as part of the Clusters of Excellences "Tailor-Made Fuels from Biomass" and "Integrative Production Technology for  ... 
doi:10.18420/muc2016-ws11-0004 dblp:conf/mc/ThieleSSRJ16 fatcat:2w6k7ybp6zgu3k6nghdwdqainy

The Drill Down Benchmark

Peter A. Boncz, Tim Rühl, Fred Kwakkel
1998 Very Large Data Bases Conference  
The DD Benchmark -defined here -provides a practical case and yardstick to explore how well a DBMS is able to support Data Mining applications.  ...  It was derived from real-life data mining tasks performed by our Data SurveyorTM tool running on a variety of DBMS backends.  ...  The Data Mining Algorithm again keeps the 10 most significantly deviating groups for further exploration. batch Bs further explores these groups. Now there are 4 attributes left for exploration.  ... 
dblp:conf/vldb/BonczRK98 fatcat:fi2etrzepnhsvhixvalnayydty

Working with a robot: Exploring relationship potential in human–robot systems

2007 Interaction Studies  
We present detailed examples drawn from a study of children and an autonomous rover, and examine how children's beliefs can guide the way they interact with and learn about the robot.  ...  Our data suggest that better collaboration might require that robots be designed to maximize their relationship potential with specific users.  ...  We would also like to thank Emily Hamner for her help with the PER, Anuja Parikh for her help with coding, Lowell Schwartz for his help transporting the PER, and the staff and visitors at the Children's  ... 
doi:10.1075/is.8.3.09ber fatcat:ht3kaqdnlza5fjacksn3hgdjfm

The ThreeDWorld Transport Challenge: A Visually Guided Task-and-Motion Planning Benchmark for Physically Realistic Embodied AI [article]

Chuang Gan, Siyuan Zhou, Jeremy Schwartz, Seth Alter, Abhishek Bhandwaldar, Dan Gutfreund, Daniel L.K. Yamins, James J DiCarlo, Josh McDermott, Antonio Torralba, Joshua B. Tenenbaum
2021 arXiv   pre-print
interaction API.  ...  We anticipate that this benchmark will empower researchers to develop more intelligent physics-driven robots for the physical world.  ...  We can use these meta data to define a reward function for policy learning or priors for planning.  ... 
arXiv:2103.14025v1 fatcat:77fdafsoevcfdidnyqml75hbum

Plotly-Resampler: Effective Visual Analytics for Large Time Series [article]

Jonas Van Der Donckt, Jeroen Van Der Donckt, Emiel Deprost, Sofie Van Hoecke
2022 arXiv   pre-print
Plotly-Resampler is built to be snappy, as the reactivity of a tool qualitatively affects how analysts visually explore and analyze data.  ...  A benchmark task highlights how our toolkit scales better than alternatives in terms of number of samples and time series.  ...  We thank Michael Rademaker for reviewing the manuscript.  ... 
arXiv:2206.08703v2 fatcat:n2qfl4fcqvcm7jcjp6knfsvvwe
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