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Beyond Data Mining

Tim Menzies
2013 IEEE Software  
That said, to truly impact the work of industrial practitioners, we need to change the predictive modeling community's focus.  ...  THE PREDICTIVE MODELING community applies data miners to artifacts from software projects.  ...  Beyond Data Mining By restricting inference to just some subtree of clusters (where the leaves now contain just one representative example), we can quickly build many local models specialized to particular  ... 
doi:10.1109/ms.2013.49 fatcat:wnmnkzdizrcrloc3e6xlfzqz3u

Beyond data integration

Ted Slater, Christopher Bouton, Enoch S. Huang
2008 Drug Discovery Today  
Data integration efforts are legion, but even in the rare instances where they succeed, they are found to be insufficient to advance programs because interpretation of query results becomes a research  ...  Pharmaceutical R&D organizations have no shortage of experimental data or annotation information.  ...  Acknowledgements The authors wish to thank Dr Lee Harland and Dr Eric Neumann for their thorough and critical reviews of this manuscript.  ... 
doi:10.1016/j.drudis.2008.01.008 pmid:18598913 fatcat:daaa5vqst5h7jbhwd42prpfx2a

Open Data and Beyond

Frederika Welle Donker, Bastiaan van Loenen, Arnold Bregt
2016 ISPRS International Journal of Geo-Information  
Liander views open data as a contributing factor to energy conservation. However, to date there has been little research done into the actual effects of open data.  ...  This research has developed a monitoring framework to assess the effects of open data, and has applied the framework to Liander's small-scale energy consumption dataset.  ...  Author Contributions: As part of the Open Data and Beyond Consortium, Bastiaan van Loenen carried out a substantial part of the work for the Open Data and Beyond project to establish the legal, technical  ... 
doi:10.3390/ijgi5040048 fatcat:stjyrdwrtjf2bmrkc34i524t2m

Beyond DCG

Ahmed Hassan, Rosie Jones, Kristina Lisa Klinkner
2010 Proceedings of the third ACM international conference on Web search and data mining - WSDM '10  
However, relevance of web pages does not tell the complete picture, since an individual query may represent only a piece of the user's information need and users may have different information needs underlying  ...  Web search engines are traditionally evaluated in terms of the relevance of web pages to individual queries.  ...  information needs, so an individual query may represent only a piece of the user's information need or goal.  ... 
doi:10.1145/1718487.1718515 dblp:conf/wsdm/HassanJK10 fatcat:uduueribc5d4zi735ozcwf2bva

Data exchange beyond complete data

Marcelo Arenas, Jorge Pérez, Juan Reutter
2011 Proceedings of the 30th symposium on Principles of database systems of data - PODS '11  
Although natural for a typical database translation scenario, this restriction is gradually becoming an impediment to the development of a wide range of applications that need to exchange objects that  ...  In particular, we are motivated by two specific applications that go beyond the usual data exchange scenario: exchanging incomplete information and exchanging knowledge bases.  ...  Thus, in a data exchange application over the Semantic Web, one would naturally have as input a schema mapping and a source specification consisting of data together with some rules, and then one would  ... 
doi:10.1145/1989284.1989293 dblp:conf/pods/ArenasPR11 fatcat:csf4c5xa35hspnxgytyf527w5a

Data exchange beyond complete data

Marcelo Arenas, Jorge Pérez, Juan Reutter
2013 Journal of the ACM  
Although natural for a typical database translation scenario, this restriction is gradually becoming an impediment to the development of a wide range of applications that need to exchange objects that  ...  In particular, we are motivated by two specific applications that go beyond the usual data exchange scenario: exchanging incomplete information and exchanging knowledge bases.  ...  Thus, in a data exchange application over the Semantic Web, one would naturally have as input a schema mapping and a source specification consisting of data together with some rules, and then one would  ... 
doi:10.1145/2508028.2505985 fatcat:wg5gcoxv7ra25jhsrhcfyjadwy

Tasks Model Composition: Beyond Data, Representing User Activities [chapter]

Marco Winckler
2013 Lecture Notes in Computer Science  
It is argued that some of current challenges to the design and development of Web mashups are commonplace when building task models.  ...  Task analysis is recognized as one fundamental way to focus on the specific user needs and to improve the general understanding of how users may interact with a user interface to accomplish a given goal  ...  So far, most of the research on Web mashups has been devoted to mapping mechanisms allowing data integration, data transformation, and/or representation of processes for composing Web services.  ... 
doi:10.1007/978-3-319-04244-2_1 fatcat:gkb5gt4hl5cmhfu7nlwlnikaeq

Research Data Publication: Moving Beyond the Metaphor

Sarah Callaghan
2019 Data Science Journal  
Hence we need to determine the usefulness and limits of models and metaphors, especially when trying to develop new processes and systems.  ...  This paper further develops the metaphors for data outlined in Parsons and Fox (2013) , and gives real world examples of the metaphors from scientific data stored in the Centre for Environmental Data Analysis  ...  Further thanks should go to all my colleagues at the Centre for Environmental Data Analysis and in the other NERC Environmental Data Centres for their help, support and collaboration over the years.  ... 
doi:10.5334/dsj-2019-039 fatcat:ui6cbgsukrhvbhyamohm4o6eui

Beyond data mining; towards "idea engineering"

Tim Menzies
2013 Proceedings of the 9th International Conference on Predictive Models in Software Engineering - PROMISE '13  
SE data mining tools can be reconfigured to define and explore the space of decisions made by a community.  ...  ALGORITHM TUNING It turns out that, at least is the field of SE data mining , building decision systems is somewhat of a radical idea. To see why, we need a little history.  ...  is to reflect on a model to learn how models can and should change over the space of the data. • Social reasoners need also share the data and rules which means transferring the essence of the data between  ... 
doi:10.1145/2499393.2499401 dblp:conf/promise/Menzies13 fatcat:hhp7nyplwvch3moinlbea5kboq

BioMediator data integration: beyond genomics to neuroscience data

K Wang, P Tarczy-Hornoch, R Shaker, P Mork, J F Brinkley
2005 AMIA Annual Symposium Proceedings  
The BioMediator system developed at the University of Washington (UW) provides a theoretical and practical foundation for data integration across diverse biomedical research domains and various data types  ...  Then we discuss the benefits and potential limitations of the BioMediator system as a general data integration solution for different user groups in genomic and neuroscience research domains.  ...  RESULTS In less than one and half months, we were able to build a working BioMediator prototype application tailored to the needs of neuroscience researchers of the UW HBP following a sequence of four  ... 
pmid:16779146 pmcid:PMC1560529 fatcat:p4ht3j5qobc35nsiesi77ebwgy

Beyond heuristics

Mehran Bozorgi, Lawrence K. Saul, Stefan Savage, Geoffrey M. Voelker
2010 Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '10  
Thus, a key question for systems administrators is which vulnerabilities to prioritize.  ...  While no enterprise is affected by all of these disclosures, administrators commonly face many outstanding vulnerabilities across the software systems they manage.  ...  Acknowledgments We gratefully acknowledge the assistance of Stefan Frei, who generously shared his carefully collected data on vulnerability event dates [10] .  ... 
doi:10.1145/1835804.1835821 dblp:conf/kdd/BozorgiSSV10 fatcat:tgt5qigttndpnki2d3ximi3t7u

Beyond Single-Page Web Search Results

Ramakrishna Varadarajan, Vagelis Hristidis, Tao Li
2008 IEEE Transactions on Knowledge and Data Engineering  
Given a user keyword query, current Web search engines return a list of individual Web pages ranked by their "goodness" with respect to the query.  ...  to satisfy the user's information need.  ...  Before defining the result of a keyword query, we need a few more definitions. Definition 1 (Minimal Total Web Spanning Tree).  ... 
doi:10.1109/tkde.2007.190703 fatcat:dgyw2wesrzdxjck4ogd3eua6ni

People Analytics: far beyond the data

Silvana De Souza Moraes, Ieda Pelogia Martins Damian
2021 AtoZ: Novas Práticas em Informação e Conhecimento  
Introdução: este estudo objetiva desenvolver uma revisão sobre o tema People Analytics baseada na literatura da área disponível nas bases de dados Web of Science e Scopus.  ...  Método: a pesquisa foi realizada a partir de artigos disponíveis nas bases de dados acima citadas, publicados a partir do ano de 2005.  ...  Second, those working on People Analytics projects need to build a support network throughout the organization's hierarchy.  ... 
doi:10.5380/atoz.v10i3.79767 fatcat:k5o3vn5ogbhs3dj2ejfxngt5c4

Beyond ten blue links

Danqi Chen, Weizhu Chen, Haixun Wang, Zheng Chen, Qiang Yang
2012 Proceedings of the fifth ACM international conference on Web search and data mining - WSDM '12  
The first indicates that users tend to be attracted by vertical results and their visual attention on them may increase the examination probability of other nearby web results.  ...  Thus, we propose a novel federated click model (FCM) to interpret user click behavior in federated search. In particular, we introduce two new biases in FCM.  ...  This may be attributed to the skewness of the data since for a lot of low frequency queries, there is no enough data to learn an accurate document-specific parameter for each document.  ... 
doi:10.1145/2124295.2124351 dblp:conf/wsdm/ChenCWCY12 fatcat:5dwlw47tdjc3vgb4ca5eff4kmq

Beyond 100 million entities

George Papadakis, Ekaterini Ioannou, Claudia Niederée, Themis Palpanas, Wolfgang Nejdl
2012 Proceedings of the fifth ACM international conference on Web search and data mining - WSDM '12  
A prerequisite for leveraging the vast amount of data available on the Web is Entity Resolution, i.e., the process of identifying and linking data that describe the same real-world objects.  ...  We introduce novel blocking schemes that build blocks based on a variety of evidences, including entity identifiers and relationships between entities; they significantly reduce the required number of  ...  To have a better understanding of the general performance and the robustness of our algorithm, we need, therefore, an additional data set that involves a higher variety of equivalence relationships, derived  ... 
doi:10.1145/2124295.2124305 dblp:conf/wsdm/PapadakisINPN12 fatcat:sppsg77dqvh4bjou52j7eps5zy
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