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Explore-By-Example

Yanlei Diao
2015 Proceedings of the Second International Workshop on Databases and the Web - ExploreDB'15  
Traditional DBMSs are suited for applications in which the structure, meaning and contents of the database, as well as the questions (queries) to be asked, are all well-understood.  ...  In this talk, I introduce a new framework for interactive data exploration, called "Explore-by-Example", which iteratively seeks user relevance feedback on database samples and uses such feedback to finally  ...  in order to retrieve all objects that match the user interest -we call this new service "interactive data exploration", which complements the traditional querying interface of a database system.  ... 
doi:10.1145/2795218.2795226 dblp:conf/sigmod/Diao15 fatcat:kksl6a4vkrazhnptggobhapv64

Optimization for active learning-based interactive database exploration

Enhui Huang, Liping Peng, Luciano Di Palma, Ahmed Abdelkafi, Anna Liu, Yanlei Diao
2018 Proceedings of the VLDB Endowment  
In this work, we aim to build interactive data exploration as a new database service, using an approach called "explore-by-example".  ...  In particular, we cast the explore-by-example problem in a principled "active learning" framework, and bring the properties of important classes of database queries to bear on the design of new algorithms  ...  To respond to such needs, we build a new database service for interactive exploration in a framework called "explore-by-example" [13, 14] .  ... 
doi:10.14778/3275536.3275542 fatcat:thkyknp22rg2vbgva7hl7g3c6q

PANDA: Facilitating Usable AI Development [article]

Jinyang Gao, Wei Wang, Meihui Zhang, Gang Chen, H.V. Jagadish, Guoliang Li, Teck Khim Ng, Beng Chin Ooi, Sheng Wang, Jingren Zhou
2018 arXiv   pre-print
In this paper, we take a new perspective on developing AI solutions, and present a solution for making AI usable. We hope that this resolution will enable all subject matter experts (eg.  ...  Further, for many real world applications such as healthcare and autonomous driving, learning via huge amounts of possibility exploration is not feasible since humans are involved.  ...  Other related research work, including the approximate visualization, the auto-ranked visualization, collaborative exploration, resolution reduction, explore by example, result recommendations, are extensively  ... 
arXiv:1804.09997v1 fatcat:glimvitbc5d63isrtpruo43dgy

BI-REC: Guided Data Analysis for Conversational Business Intelligence [article]

Venkata Vamsikrishna Meduri, Abdul Quamar, Chuan Lei, Vasilis Efthymiou, Fatma Ozcan
2021 arXiv   pre-print
We propose a two-step approach to explore the search space for useful BI pattern recommendations.  ...  To truly unleash the power of conversational BI to democratize access to data, a system needs to provide effective and continuous support for data analysis.  ...  Active-learning approaches for recommendations for interactive data exploration systems [19, 28] are based on the principle of explore-by-example wherein the system collects user preferences on samples  ... 
arXiv:2105.00467v1 fatcat:uuwo5axmyfa2jabyitwpgtpguq

INODE : building an end-to-end data exploration system in practice

Sihem Amer-Yahia, Georgia Koutrika, Martin Braschler, Diego Calvanese, Davide Lanti, Hendrik Lücke-Tieke, Alessandro Mosca, Tarcisio Mendes De Farias, Dimitris Papadopoulos, Yogendra Patil, Guillem Rull, Ellery Smith (+3 others)
2021
A full-fledged data exploration system must combine different access modalities with a powerful concept of guiding the user in the exploration process, by being reactive and anticipative both for data  ...  INODE offers sustainable services in (a) data modeling and linking, (b) integrated query processing using natural language, (c) guidance, and (d) data exploration through visualization, thus facilitating  ...  Exploration by Example and by Analytics. By example is a powerful operator that encapsulates multiple semantics.  ... 
doi:10.21256/zhaw-23624 fatcat:pxj76lr54nfujljqfpf4sxlqkm

National Archives and International Conflicts: The Society of American Archivists and War

Douglas Cox
2011 The American Archivist  
and the inalienability of state property, which is perhaps best explored by example, is illustrated in a remarkable December 2009 decision by a French administrative tribunal.  ...  Rumsfeld, news transcript, DoD news briefing, 11 April 2003, U.S. Department of Defense, http://www.defense.gov/transcripts/transcript.aspx?  ... 
doi:10.17723/aarc.74.2.42332g3h5p685w87 fatcat:ulbakrazjrgdtcoye2xjcwfeha

Thinking the Past Anew: The Prehistory of Non-Linear Digital Systems in Archaeology: 1960-1990

G Loewen Tenured
2011 International Review of Social Sciences and Humanities   unpublished
Yet it also saw a shift in mind-set regarding what constituted data in archaeology, and the genesis of the so-called 'new archaeology' often associated with Ian Hodder and others.  ...  It is here argued that such a shift would not have been possible had it not been for contemporary and corresponding shifts inn the architecture of computer platforms and software that began to se their  ...  However, general issues are also explored by examples from various case studies that directly or indirectly have had an influence on the development of non-linear digital media in archaeological data analysis  ... 
fatcat:ftni3e5vrbbhtb7mvzf56d55b4