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A perspective on inductive databases

Luc De Raedt
2002 SIGKDD Explorations  
This paper proposes a simple and abstract model for inductive databases.  ...  Inductive databases tightly integrate databases with data mining.  ...  inductive querying, and to the cInQ partners for inspiring discussions, in particular to Jean-Francois Boulicaut, Rosa Meo, Mika Klemettinen, and Pier Luca Lanzi.  ... 
doi:10.1145/772862.772871 fatcat:m3djudz53zfaphktpk7bvcqzya

Data mining: from serendipity to science

N. Ramakrishnan, A.Y. Grama
1999 Computer  
This perspective relates to induction, but focuses on efficiency.  ...  Perspectives Five recurrent perspectives-induction, compression, querying, approximation, and search-underlie most research in data mining. Induction.  ... 
doi:10.1109/2.781632 fatcat:gehir5zgzbbdzkgs6za5mbryxq

Querying inductive databases: A case study on the MINE RULE operator [chapter]

Jean-François Boulicaut, Mika Klemettinen, Heikki Mannila
1998 Lecture Notes in Computer Science  
It is a serious step towards an implementation framework for inductive databases, though it addresses only the association rule mining problem. Perspectives are then discussed. ?  ...  An inductive database is a database that in addition to data also contains intensionally de ned generalizations about the data.  ...  Conclusion The concept of inductive database has been suggested in 9] as a basis for a long-term database perspective on data mining.  ... 
doi:10.1007/bfb0094820 fatcat:4x6jiedbubctpjiwq2uqo6kize

Comparative Multidatabase Analysis of Dosing Patterns and Infusion Intervals for the First 12 Infliximab Infusions in Patients With Rheumatoid Arthritis

Susan C. Bolge, Chureen T. Carter, Cynthia S. Mueller, Robert A. Bailey, Michael P. Ingham
2012 Clinical Therapeutics  
Methods: Data were obtained from 4 databases: HealthCore Integrated Research Database (HIRD), IMS LifeLink Health Plan Claims Database (IMS Lifelink), Premier Perspective Database (PPD), and Wolters Kluwer  ...  , with flexible dosing up to 10 mg/kg and/or every 4 weeks based on clinical response.  ...  Frank Ernst, Premier Perspective Database; and Joel Silver and Amy Bartels, Wolters Kluwer Pharma Solutions.  ... 
doi:10.1016/j.clinthera.2012.10.010 pmid:23153660 fatcat:fbr7d7uc3fhxpbh3xu76dhmzo4

Creative cognition: Theory, research, and applications

1996 Computers and Mathematics with Applications  
A statistical perspective on knowledge discovery in databases (John Elder IV and Daryl Pregibon). 11. Classification and clustering. 5.  ...  Exploration of the power of attributeoriented induction in data mining (Jiawei Han and Yongjian Fu). VI. Next generation database systems. 17.  ... 
doi:10.1016/s0898-1221(96)90009-7 fatcat:xpodtmjqjzgtpepskdxh75bhje

Metacognition: Knowing about knowing

1996 Computers and Mathematics with Applications  
A statistical perspective on knowledge discovery in databases (John Elder IV and Daryl Pregibon). 11. Classification and clustering. 5.  ...  Exploration of the power of attributeoriented induction in data mining (Jiawei Han and Yongjian Fu). VI. Next generation database systems. 17.  ... 
doi:10.1016/s0898-1221(96)90008-5 fatcat:kne76ofqerg23bfihf6xvgasom

Advances in knowledge discovery and data mining

1996 Computers and Mathematics with Applications  
A statistical perspective on knowledge discovery in databases (John Elder IV and Daryl Pregibon). 11. Classification and clustering. 5.  ...  Exploration of the power of attributeoriented induction in data mining (Jiawei Han and Yongjian Fu). VI. Next generation database systems. 17.  ... 
doi:10.1016/s0898-1221(96)90007-3 fatcat:kmpq3mv5evc75f2ifvbwdn5jjq

Algebraic semantics of imperative programs

1996 Computers and Mathematics with Applications  
A statistical perspective on knowledge discovery in databases (John Elder IV and Daryl Pregibon). 11. Classification and clustering. 5.  ...  Exploration of the power of attributeoriented induction in data mining (Jiawei Han and Yongjian Fu). VI. Next generation database systems. 17.  ... 
doi:10.1016/s0898-1221(96)90010-3 fatcat:dghh4gpqt5f4jmpzqdleoroghq

Logical Languages for Data Mining [chapter]

Fosca Giannotti, Giuseppe Manco, Jef Wijsen
2004 Logics for Emerging Applications of Databases  
Data mining focuses on the development of methods and algorithms for such tasks as classification, clustering, rule induction, and discovery of associations.  ...  In the field of machine learning, inductive logic programming has broadened its scope toward extending standard data mining tasks from the usual attribute-value setting to a multirelational setting.  ...  Database Perspective. The success of SQL relies mainly on a small number of primitives sufficient to support a large majority of database applications.  ... 
doi:10.1007/978-3-642-18690-5_9 fatcat:6s6zu676szbsbjlxyxllv3qtzm

Languages for Learning and Mining

Luc De Raedt
2015 PROCEEDINGS OF THE THIRTIETH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE AND THE TWENTY-EIGHTH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE  
This note provides a gentle introduction to three types of languages that support machine learning and data mining: inductive query languages, which extend database query languages with primitives for  ...  It uses an example of each type of language to introduce the underlying ideas and puts them into a common perspective. This then forms the basis for a short analysis of the state-of-the-art.  ...  This work was also supported by the EU ICON FP7 Project and by the BOF GOA project on Declarative Modeling for Learning and Mining.  ... 
doi:10.1609/aaai.v29i1.9776 fatcat:ybrnbnyzjrhbvdrarucknks7xm

Feature extraction, construction and selection: A data mining perspective

1999 Computers and Mathematics with Applications  
User interface for multi-agent systems: A case study (J.M. Fonseca, A. Steiger-Garq£o and E. Oliveira). Extraction, Construction and Selection: A Data Mininq Perspective.  ...  Constructive induction on continuous spaces (Jo~o Gama and Pavel Brazdil). V. Combined approaches. 19. Evolutionary feature space transformation (Haleh Vafaie and Kenneth De Jong). 20.  ... 
doi:10.1016/s0898-1221(99)90021-4 fatcat:ckd7o75c5vbanhtenwhrqgbgda

Implementing Inference Revelation System for a Database

R. Kirubakaramoorthi, D. Arivazhagan, K. Ganeshkumar
2017 Indian Journal of Science and Technology  
In perspective of the space of the database semantic acceptance distinguishing proof system will be framed.  ...  Acceptance will be a system a client could use ought to whip right control instruments to database structure.  ...  those edge needs on a chance to be tightened should make it lesquerella touchy 13 .  ... 
doi:10.17485/ijst/2016/v9i48/108971 fatcat:ziw4zmqzjfel7lkwsg26vennle

On specifying database updates

Raymond Reiter
1995 The Journal of Logic Programming  
In our setting, these emerge as inductive entailments of the database.  ...  It turns out that mathematical induction is required for this task, and we formulate a number of suitable induction principles.  ...  We here present a brief comparison with representatives of what we take to be the principal competing logical perspectives on formalizing database updates.  ... 
doi:10.1016/0743-1066(95)00049-p fatcat:te7ha7wt6rc2bec4cjccfkyivi

Geographic Knowledge Discovery in INGENS: An Inductive Database Perspective

Annalisa Appice, Anna Ciampi, Antonietta Lanza, Donato Malerba, Antonella Rapolla, Luisa Vetturi
2008 2008 IEEE International Conference on Data Mining Workshops  
INGENS is a prototype of GIS which integrates a geographic knowledge discovery engine to mine several kinds of spatial KDD objects from the topographic maps stored in a spatial database.  ...  In this paper we describe the main principles of an inductive spatial database in INGENS.  ...  Research on inductive database provides several proposals for inductive query languages, such as Mine Rule [2] , MSQL [7] and DMQL [5] and introduces constraint-based mining as a key mechanism for  ... 
doi:10.1109/icdmw.2008.120 dblp:conf/icdm/AppiceCLMRV08 fatcat:3xrxjm4aujbz7ov7tu5mgrnkwu

An inductive logic programming query language for database mining [chapter]

Luc De Raedt
1998 Lecture Notes in Computer Science  
The proposal for an inductive logic programming query language puts inductive logic programming into a new perspective.  ...  a database.  ...  Acknowledgements The author is supported by the Fund for Scientific Research, Flanders, and by the ESPRIT IV project no 20237 on Inductive Logic Programming II.  ... 
doi:10.1007/bfb0055898 fatcat:7k7wix3awndifapd3bzxfk5gkq
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