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The MiningMart Approach to Knowledge Discovery in Databases
[chapter]
2004
Intelligent Technologies for Information Analysis
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The MiningMart system presented in this chapter focuses on setting up and re-using best practice cases of preprocessing data stored in very large databases. ...
The results are not properly documented and hardly re-usable. ...
Metadata driven code generation: The MiningMart approach relies on metadriven software generation. ...
doi:10.1007/978-3-662-07952-2_3
fatcat:lhdss6zxo5axfekmttsmc4boca
Meta-Learning Architectures: Collecting, Organizing and Exploiting Meta-Knowledge
[chapter]
2011
Studies in Computational Intelligence
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To mimic this approach, a knowledge base is populated by previously successful workflows, annotated with meta-data. ...
It is the logical extension of metalearning to the KD process. ...
Next, while both approaches describe their operators with pre-and postconditions, MiningMart only uses this information to guide the user, not for automatic planning. ...
doi:10.1007/978-3-642-20980-2_4
fatcat:h7qh6p2cbfdophxgurm6tbio3e
The Representation Race — Preprocessing for Handling Time Phenomena
[chapter]
2000
Lecture Notes in Computer Science
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Designing the representation languages for the input,LE, and output, LH , of a learning algorithm is the hardest task within machine learning applications. ...
In this paper, a set of learning tasks dealing with time is given together with the input required by learning methods which solve the tasks. ...
Acknowledgements This work has been partially funded by the European Commission, IST-11993 (MiningMart). ...
doi:10.1007/3-540-45164-1_2
fatcat:mdupmi6gsngdpk7u6tuuvxjetu
Towards realistic file-system benchmarks with CodeMRI
2008
Performance Evaluation Review
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In spite of tremendous advances in file system design, the approaches for benchmarking them still lag far behind. ...
The work resulted in the first successful MiningMart case and is part of a downloadable case-base. • Summer Intern, Tata Consultancy Services (TCS), India, June-July 2001: The project was based in Java ...
the request but is also aware of the in-cache position of the blocks (Master's Thesis). • Technology Development Plan for Neuropeptides: Proposed a technology development plan for use of Neuropeptides ...
doi:10.1145/1453175.1453184
fatcat:x37komlygzhnhmenxvmpc76fnm
Goal driven approach to model interaction between viewpoints of a multi-view KDD process
2012
2012 Next Generation Networks and Services (NGNS)
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After a brief review of our approach of viewpoint in KDD, we will first develop a Goal Model that allows identification and representation of business objectives during the business understanding step ...
In MiningMart project [12] a case-based reasoning (CBR) system to support end users during data preprocessing is proposed. ...
In the reminder of this introductory section we briefly recall our approach of viewpoint in KDD to fix definitions and context of our work. This approach was initiated by Behja et al. ...
doi:10.1109/ngns.2012.6656066
fatcat:c6dzpbbre5c4jdnv6qjlmayjqu
Ontology-Based Knowledge Model for Multi-View KDD Process
2012
International Journal on Mobile Computing and Multimedia Communications
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Our objective is to enhance both the reusability of the process and coordination between users. ...
In this paper we propose to support users of a multi-view analysis (a KDD process held by several experts who analyze the same data with different viewpoints). ...
In MiningMart project (Morik et al., 2004) a case-based reasoning (CBR) system to support end users during data preprocessing is proposed. ...
doi:10.4018/jmcmc.2012070102
fatcat:i7o7xosibfby7k5feown3t7omu
A survey of intelligent assistants for data analysis
2013
ACM Computing Surveys
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Furthermore, it provides an overview of the systems developed over the past years, identifies their most important features, and sketches an "ideal" future IDA as well as the challenges on the road ahead ...
non-trivial refinement processes, which require technical expertise about methods and algorithms, experience with how a precise analysis should proceed, and knowledge about an exploding number of analytic approaches ...
To run the workflow, MiningMart translates all steps into SQL queries and operator calls, and stores the preprocessed data in the database itself. ...
doi:10.1145/2480741.2480748
fatcat:eqp6aoh23rbibdnjnc5k6qu3p4
Benchmarking Business Analytics Techniques in Big Data
2019
Procedia Computer Science
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Technological developments and the growing dependence of organizations and society in the world of the internet led to the growth and variety of data. ...
Abstract Technological developments and the growing dependence of organizations and society in the world of the internet led to the growth and variety of data. ...
Acknowledges This work has been supported by national funds through FCT -Fundação para a Ciência e Tecnologia within the Project Scope: UID/CEC/00319/2019and Deus ex Machina (DEM): Symbiotic technology ...
doi:10.1016/j.procs.2019.11.026
fatcat:oimylp7u5rbqzkajantom3ikxq
YALE
2006
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '06
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Rapid prototyping is an approach which allows crucial design decisions as early as possible. ...
Following the paradigm of visual programming eases the design of processing schemes. ...
MiningMart provides operators that ease the integration with Yale. ...
doi:10.1145/1150402.1150531
dblp:conf/kdd/MierswaWKSE06
fatcat:6oz263ifqjdrdbse6dtixb7kza
Remote Collaborative Data Mining through Online Knowledge Sharing
[chapter]
2002
IFIP Advances in Information and Communication Technology
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The aim is to allow the execution of data mining projects, with the paTticipation of multiple experts working from distant locations. ...
AU the participants in such a project can profit from the knowledge produced by others and share their knowledge online with the other participants. ...
The first author also thanks the Portuguese Programa de Financiamento Plurianual de Unidades de I&D (FCT). The authors are grateful for the help of Gemot Richter in the preparation of this paper. ...
doi:10.1007/978-0-387-35585-6_53
fatcat:h276p4dyynaedfu32zjsh2rbre
MAROR: Multi-Level Abstraction of Association Rule Using Ontology and Rule Schema
2014
International Journal of Information Technology and Computer Science
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and presents preliminary results in petroleum field to demonstrate the feasibility and applicability of this proposed approach. ...
Using domain ontologies, we strengthen the integration of user knowledge in the mining and post-processing task. ...
With the MiningMart meta model M4 it is possible to set up operational sequences of preprocessing steps, making use of the conceptual descriptions of the data, only. ...
doi:10.5815/ijitcs.2014.12.04
fatcat:lgymmmv5xzc63eszz7uiqr3ib4
KEEL: a software tool to assess evolutionary algorithms for data mining problems
2008
Soft Computing - A Fusion of Foundations, Methodologies and Applications
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It includes evolutionary learning algorithms based on different approaches: Pittsburgh, Michigan and IRL, as well as the integration of evolutionary learning techniques with different pre-processing techniques ...
classical learning approaches. ...
Third, due to the use of a strict object-oriented approach for the library and software tool, these can be used on any machine with Java. ...
doi:10.1007/s00500-008-0323-y
fatcat:kqrzla653fdblfe527hwec44ci
Automating Knowledge Discovery Workflow Composition Through Ontology-Based Planning
2011
IEEE Transactions on Automation Science and Engineering
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The second directly queries the ontology using a reasoner. The proposed approach was tested in two use cases, one from genomics and another from product engineering. ...
The second directly queries the ontology using a reasoner. The proposed approach was tested in two use cases, one from scientific discovery in genomics and another from advanced engineering. ...
MiningMart focuses on guiding the user to choose the appropriate preprocessing steps in propositional data mining. ...
doi:10.1109/tase.2010.2070838
fatcat:rxfbnxy4d5aurgknuslsjj32ja
Analysing Customer Churn in Insurance Data – A Case Study
[chapter]
2004
Lecture Notes in Computer Science
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The search for an appropriate approach is difficult. In particular, if time data are involved, there exist a large variety of how to handle them. ...
The success is determined to a great extent by an adequate example representation. The transformation of given data to the example representation is a matter of feature generation and selection. ...
Acknowledgment We thank Jörg-Uwe Kietz and Regina Zücker for their information about the insurance practice and the anonymised database. ...
doi:10.1007/978-3-540-30116-5_31
fatcat:jywtkthewreono3azwkl73wid4
Ontology-Based Meta-Mining of Knowledge Discovery Workflows
[chapter]
2011
Studies in Computational Intelligence
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In Section 2, we review the state of the art in the fields of meta-learning and data mining ontologies; at the same time, we motivate the need for ontology-based meta-mining and distinguish our approach ...
First, whereas most previous work on meta-learning focused exclusively on the learning task, our approach applies meta-learning to the full knowledge discovery process and is thus more aptly referred to ...
Acknowledgements This work is partially supported by the European Commission through ...
doi:10.1007/978-3-642-20980-2_9
fatcat:lhhpaisl5jhwjkqc5xdtpwskci
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