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ModsNet: Performance-Aware Top-k Model Search Using Exemplar Datasets
- Mengying Wang,
- Hanchao Ma,
- Sheng Guan,
- Yiyang Bian,
- Haolai Che,
- Abhishek Daundkar,
- Alp Sehirlioglu,
- Yinghui Wu
Proceedings of the VLDB Endowment (PVLDB), Volume 17, Issue 12Pages 4457–4460https://doi.org/10.14778/3685800.3685899We demonstrate ModsNet, a search tool for pre-trained data science MODels recommendatioN using Examplar daTaset. Given a set of pre-trained data science models, an "example" input dataset, and a user-specified performance metric, ModsNet answers the ...
SEER: An End-to-End Toolkit for Benchmarking Time Series Database Systems in Monitoring Applications
- Luca Althaus,
- Mourad Khayati,
- Abdelouahab Khelifati,
- Anton Dignös,
- Djellel Difallah,
- Philippe Cudré-Mauroux
Proceedings of the VLDB Endowment (PVLDB), Volume 17, Issue 12Pages 4361–4364https://doi.org/10.14778/3685800.3685875Time series database systems (TSDBs) are prevalent in many applications ranging from monitoring and IoT devices to scientific research. Those systems are specifically designed to efficiently manage data indexed by time. Because of the variety of ...
TSGAssist: An Interactive Assistant Harnessing LLMs and RAG for Time Series Generation Recommendations and Benchmarking
Proceedings of the VLDB Endowment (PVLDB), Volume 17, Issue 12Pages 4309–4312https://doi.org/10.14778/3685800.3685862Time Series Generation (TSG) is essential in many industries for generating synthetic data that mirrors real-world characteristics. TSGBench has advanced the field by offering comprehensive evaluations and unique insights for selecting suitable TSG ...
Looking Deeply into the Magic Mirror: An Interactive Analysis of Database Index Selection Approaches
Proceedings of the VLDB Endowment (PVLDB), Volume 17, Issue 12Pages 4301–4304https://doi.org/10.14778/3685800.3685860Indexes are important data structures for database tuning. However, finding the best indexes for a given workload is challenging. In this demonstration, we present our extensible open-source index selection evaluation platform and the corresponding ...
Index Advisors on Quantum Platforms
Proceedings of the VLDB Endowment (PVLDB), Volume 17, Issue 11Pages 3615–3628https://doi.org/10.14778/3681954.3682025Index Advisor tools settle for sub-optimal index configurations based on greedy heuristics, owing to the computational hardness of index selection. We investigate here how this limitation can be addressed by leveraging the computing power offered by ...
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Robust Best Point Selection under Unreliable User Feedback
Proceedings of the VLDB Endowment (PVLDB), Volume 17, Issue 11Pages 2681–2693https://doi.org/10.14778/3681954.3681955The task of finding a user's utility function (representing the user's preference) by asking them to compare pairs of points through a series of questions, each requiring him/her to compare 2 points for choosing a more preferred one, to find the best ...
- research-articleJuly 2021
CBench: demonstrating comprehensive evaluation of question answering systems over knowledge graphs through deep analysis of benchmarks
Proceedings of the VLDB Endowment (PVLDB), Volume 14, Issue 12Pages 2711–2714https://doi.org/10.14778/3476311.3476326A plethora of question answering (QA) systems that retrieve answers to natural language questions from knowledge graphs have been developed in recent years. However, choosing a benchmark to accurately assess the quality of a question answering system is ...
- research-articleApril 2021
CBench: towards better evaluation of question answering over knowledge graphs
Proceedings of the VLDB Endowment (PVLDB), Volume 14, Issue 8Pages 1325–1337https://doi.org/10.14778/3457390.3457398Recently, there has been an increase in the number of knowledge graphs that can be only queried by experts. However, describing questions using structured queries is not straightforward for non-expert users who need to have sufficient knowledge about ...
- articleSeptember 2013
Supporting keyword search in product database: a probabilistic approach
Proceedings of the VLDB Endowment (PVLDB), Volume 6, Issue 14Pages 1786–1797https://doi.org/10.14778/2556549.2556562The ability to let users search for products conveniently in product database is critical to the success of e-commerce. Although structured query languages (e.g. SQL) can be used to effectively access the product database, it is very difficult for end ...
- articleAugust 2013
Keeping the TPC relevant!
Proceedings of the VLDB Endowment (PVLDB), Volume 6, Issue 11Pages 1186–1187https://doi.org/10.14778/2536222.2536252The Transaction Processing Performance Council (TPC) is a nonprofit organization founded in 1988 to define transaction processing and database benchmarks. Since then, the TPC has played a crucial role in providing the industry with relevant standards for ...
- research-articleJanuary 2011
Fast set intersection in memory
Proceedings of the VLDB Endowment (PVLDB), Volume 4, Issue 4Pages 255–266https://doi.org/10.14778/1938545.1938550Set intersection is a fundamental operation in information retrieval and database systems. This paper introduces linear space data structures to represent sets such that their intersection can be computed in a worst-case efficient way. In general, given ...
- research-articleJanuary 2011
Using Paxos to build a scalable, consistent, and highly available datastore
Proceedings of the VLDB Endowment (PVLDB), Volume 4, Issue 4Pages 243–254https://doi.org/10.14778/1938545.1938549Spinnaker is an experimental datastore that is designed to run on a large cluster of commodity servers in a single datacenter. It features key-based range partitioning, 3-way replication, and a transactional get-put API with the option to choose either ...
- research-articleAugust 2009
Truth discovery and copying detection in a dynamic world
Proceedings of the VLDB Endowment (PVLDB), Volume 2, Issue 1Pages 562–573https://doi.org/10.14778/1687627.1687691Modern information management applications often require integrating data from a variety of data sources, some of which may copy or buy data from other sources. When these data sources model a dynamically changing world (e.g., people's contact ...
- research-articleAugust 2008
XML-document-filtering automaton
Proceedings of the VLDB Endowment (PVLDB), Volume 1, Issue 2Pages 1666–1671https://doi.org/10.14778/1454159.1454245In a publish-subscribe system based on filtering of XML documents subscribers specify their interests with profiles expressed in the XPath language. The system processes a stream of XML documents and delivers to subscribers a notification or content of ...
- research-articleAugust 2008
Querying web-based applications under models of uncertainty
Proceedings of the VLDB Endowment (PVLDB), Volume 1, Issue 2Pages 1659–1665https://doi.org/10.14778/1454159.1454244Many businesses offer their services to customers via Web-based application interfaces. Reasoning about execution flows of such applications is extremely valuable for companies. Such reasoning must often operate under terms of uncertainty and partial ...
- research-articleAugust 2008
Incompleteness in information integration
Proceedings of the VLDB Endowment (PVLDB), Volume 1, Issue 2Pages 1652–1658https://doi.org/10.14778/1454159.1454242Information integration is becoming a critical problem for both businesses and individuals. The data, especially the one that comes from the Web, is naturally incomplete, that is, some data values may be unknown or lost because of communication problems, ...
- research-articleAugust 2008
Privacy preserving document indexing infrastructure for a distributed environment
Proceedings of the VLDB Endowment (PVLDB), Volume 1, Issue 2Pages 1638–1643https://doi.org/10.14778/1454159.1454240To carry out work assignments, small groups distributed within a larger enterprise or collaborative community often need to share documents among themselves while shielding those documents from others' eyes. In this situation, users need an indexing ...
- research-articleAugust 2008
Implementing filesystems by tree-aware DBMSs
Proceedings of the VLDB Endowment (PVLDB), Volume 1, Issue 2Pages 1623–1630https://doi.org/10.14778/1454159.1454237With the rise of XML, the database community has been challenged by semi-structured data processing. Since the data type behind XML is the tree, state-of-the-art RDBMSs have learned to deal with such data (e. g., [18, 5, 6, 16]). This paper introduces a ...
- research-articleAugust 2008
Towards efficient main-memory use for optimum tree index update
Proceedings of the VLDB Endowment (PVLDB), Volume 1, Issue 2Pages 1617–1622https://doi.org/10.14778/1454159.1454236An emerging class of database applications is characterized by frequent updates of low-dimensional data, e.g. coming from sensors that sample continuous real world phenomena. Traditional persistency requirements can be weakened in this setting of ...
- research-articleAugust 2008
Studying interaction methodologies in video retrieval
Proceedings of the VLDB Endowment (PVLDB), Volume 1, Issue 2Pages 1604–1608https://doi.org/10.14778/1454159.1454233So far, several approaches have been studied to bridge the problem of the Semantic Gap, the bottleneck in image and video retrieval. However, no approach is successful enough to increase retrieval performances significantly. One reason is the lack of ...