SlideShare ist ein Scribd-Unternehmen logo
1 von 19
Francesco Bonchi, Fosca Giannotti, Claudio Lucchese, Salvatore Orlando, Raffaele Perego, Roberto Trasarti KDD Laboratory HPC Laboratory ISTI – C.N.R. Italy “ On Interactive Pattern Mining from Relational Databases”
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
in a nutshell ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
in a nutshell ,[object Object]
in a nutshell ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Frequent Pattern Discovery ,[object Object],[object Object],[object Object],Customer1 Customer2 Customer3 Milk, eggs, sugar, bread Milk, eggs, cereal, bread  Eggs, sugar
Constraint-based Frequent Patterns ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Constraint-based Frequent Patterns ,[object Object],[object Object],[object Object],[object Object]
Constraint-based Frequent Patterns ,[object Object],[object Object],[object Object],[object Object],[object Object]
provides: ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
( Simple Pattern Query Language) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
 
’ s mining engine ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Demo
:  future developments ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
’ s contacts ,[object Object],[object Object],[object Object],[object Object],[object Object]
References ,[object Object],[object Object],[object Object],[object Object],[object Object]
References ,[object Object],[object Object],[object Object],[object Object],[object Object]
References ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

Weitere ähnliche Inhalte

Andere mochten auch

Business communication complete note
Business communication  complete note Business communication  complete note
Business communication complete note kabul university
 
English teachers-guide-book-year-4
English teachers-guide-book-year-4English teachers-guide-book-year-4
English teachers-guide-book-year-4izzall
 
ANFO, Emulsion and Heavy ANFO blends - Useful explosive and blasting agent fo...
ANFO, Emulsion and Heavy ANFO blends - Useful explosive and blasting agent fo...ANFO, Emulsion and Heavy ANFO blends - Useful explosive and blasting agent fo...
ANFO, Emulsion and Heavy ANFO blends - Useful explosive and blasting agent fo...partha sharma
 
Employee Communications And Engagement
Employee Communications And EngagementEmployee Communications And Engagement
Employee Communications And Engagementcclamz
 
Drilling and blasting powerpoint 2003
Drilling and blasting powerpoint 2003Drilling and blasting powerpoint 2003
Drilling and blasting powerpoint 2003Yogesh Ghule
 
TEAM BUILDING POWERPOINT
TEAM BUILDING POWERPOINTTEAM BUILDING POWERPOINT
TEAM BUILDING POWERPOINTAndrew Schwartz
 
How to Become a Thought Leader in Your Niche
How to Become a Thought Leader in Your NicheHow to Become a Thought Leader in Your Niche
How to Become a Thought Leader in Your NicheLeslie Samuel
 

Andere mochten auch (8)

Business communication complete note
Business communication  complete note Business communication  complete note
Business communication complete note
 
English teachers-guide-book-year-4
English teachers-guide-book-year-4English teachers-guide-book-year-4
English teachers-guide-book-year-4
 
ANFO, Emulsion and Heavy ANFO blends - Useful explosive and blasting agent fo...
ANFO, Emulsion and Heavy ANFO blends - Useful explosive and blasting agent fo...ANFO, Emulsion and Heavy ANFO blends - Useful explosive and blasting agent fo...
ANFO, Emulsion and Heavy ANFO blends - Useful explosive and blasting agent fo...
 
Employee Communications And Engagement
Employee Communications And EngagementEmployee Communications And Engagement
Employee Communications And Engagement
 
Effective Team Management - The Secret of Team Success
Effective Team Management - The Secret of Team SuccessEffective Team Management - The Secret of Team Success
Effective Team Management - The Secret of Team Success
 
Drilling and blasting powerpoint 2003
Drilling and blasting powerpoint 2003Drilling and blasting powerpoint 2003
Drilling and blasting powerpoint 2003
 
TEAM BUILDING POWERPOINT
TEAM BUILDING POWERPOINTTEAM BUILDING POWERPOINT
TEAM BUILDING POWERPOINT
 
How to Become a Thought Leader in Your Niche
How to Become a Thought Leader in Your NicheHow to Become a Thought Leader in Your Niche
How to Become a Thought Leader in Your Niche
 

Ähnlich wie Interactive Pattern Mining from Relational Databases

Applying NLP (natural language processing) to the patent genre
Applying NLP (natural language processing) to the patent genreApplying NLP (natural language processing) to the patent genre
Applying NLP (natural language processing) to the patent genreUny Cao
 
Impact of open source search on the intelligence community
Impact of open source search on the intelligence communityImpact of open source search on the intelligence community
Impact of open source search on the intelligence communityLucidworks (Archived)
 
Integrating compression technique for data mining
Integrating compression technique for data  miningIntegrating compression technique for data  mining
Integrating compression technique for data miningDr.Manmohan Singh
 
Federated Learning of Neural Network Models with Heterogeneous Structures.pdf
Federated Learning of Neural Network Models with Heterogeneous Structures.pdfFederated Learning of Neural Network Models with Heterogeneous Structures.pdf
Federated Learning of Neural Network Models with Heterogeneous Structures.pdfKundjanasith Thonglek
 
Ci2004-10.doc
Ci2004-10.docCi2004-10.doc
Ci2004-10.docbutest
 
The Symbiotic Nature of Provenance and Workflow
The Symbiotic Nature of Provenance and WorkflowThe Symbiotic Nature of Provenance and Workflow
The Symbiotic Nature of Provenance and WorkflowEric Stephan
 
Data science e machine learning
Data science e machine learningData science e machine learning
Data science e machine learningGiuseppe Manco
 
Will Robots Take all the Jobs? Not yet.
Will Robots Take all the Jobs? Not yet.Will Robots Take all the Jobs? Not yet.
Will Robots Take all the Jobs? Not yet.Dagmar Monett
 
Semantic data mining: an ontology based approach
Semantic data mining: an ontology based approachSemantic data mining: an ontology based approach
Semantic data mining: an ontology based approachAgnieszka Ławrynowicz
 
Overview of Data Mining
Overview of Data MiningOverview of Data Mining
Overview of Data MiningBowo Prasetyo
 
The Future is All Mine
The Future is All MineThe Future is All Mine
The Future is All Mineopenminted_eu
 
Physical-Cyber-Social Data Analytics & Smart City Applications
Physical-Cyber-Social Data Analytics & Smart City ApplicationsPhysical-Cyber-Social Data Analytics & Smart City Applications
Physical-Cyber-Social Data Analytics & Smart City ApplicationsPayamBarnaghi
 
[PhDThesis2021] - Augmenting the knowledge pyramid with unconventional data a...
[PhDThesis2021] - Augmenting the knowledge pyramid with unconventional data a...[PhDThesis2021] - Augmenting the knowledge pyramid with unconventional data a...
[PhDThesis2021] - Augmenting the knowledge pyramid with unconventional data a...University of Bologna
 
National scale research computing and beyond pearc panel 2017
National scale research computing and beyond   pearc panel 2017National scale research computing and beyond   pearc panel 2017
National scale research computing and beyond pearc panel 2017Gregory Newby
 
Toward FAIR Semantic Resources
Toward FAIR Semantic ResourcesToward FAIR Semantic Resources
Toward FAIR Semantic ResourcesEUDAT
 
Introduction to Data Mining and technologies .ppt
Introduction to Data Mining and technologies .pptIntroduction to Data Mining and technologies .ppt
Introduction to Data Mining and technologies .pptSangrangBargayary3
 
Data Mining mod1 ppt.pdf bca sixth semester notes
Data Mining mod1 ppt.pdf bca sixth semester notesData Mining mod1 ppt.pdf bca sixth semester notes
Data Mining mod1 ppt.pdf bca sixth semester notesasnaparveen414
 
Information Engineering in the Age of the Internet of Things
Information Engineering in the Age of the Internet of Things Information Engineering in the Age of the Internet of Things
Information Engineering in the Age of the Internet of Things PayamBarnaghi
 
Modern association rule mining methods
Modern association rule mining methodsModern association rule mining methods
Modern association rule mining methodsijcsity
 

Ähnlich wie Interactive Pattern Mining from Relational Databases (20)

Applying NLP (natural language processing) to the patent genre
Applying NLP (natural language processing) to the patent genreApplying NLP (natural language processing) to the patent genre
Applying NLP (natural language processing) to the patent genre
 
Impact of open source search on the intelligence community
Impact of open source search on the intelligence communityImpact of open source search on the intelligence community
Impact of open source search on the intelligence community
 
Integrating compression technique for data mining
Integrating compression technique for data  miningIntegrating compression technique for data  mining
Integrating compression technique for data mining
 
Federated Learning of Neural Network Models with Heterogeneous Structures.pdf
Federated Learning of Neural Network Models with Heterogeneous Structures.pdfFederated Learning of Neural Network Models with Heterogeneous Structures.pdf
Federated Learning of Neural Network Models with Heterogeneous Structures.pdf
 
Ci2004-10.doc
Ci2004-10.docCi2004-10.doc
Ci2004-10.doc
 
The Symbiotic Nature of Provenance and Workflow
The Symbiotic Nature of Provenance and WorkflowThe Symbiotic Nature of Provenance and Workflow
The Symbiotic Nature of Provenance and Workflow
 
Data science e machine learning
Data science e machine learningData science e machine learning
Data science e machine learning
 
Will Robots Take all the Jobs? Not yet.
Will Robots Take all the Jobs? Not yet.Will Robots Take all the Jobs? Not yet.
Will Robots Take all the Jobs? Not yet.
 
Semantic data mining: an ontology based approach
Semantic data mining: an ontology based approachSemantic data mining: an ontology based approach
Semantic data mining: an ontology based approach
 
Overview of Data Mining
Overview of Data MiningOverview of Data Mining
Overview of Data Mining
 
10probs.ppt
10probs.ppt10probs.ppt
10probs.ppt
 
The Future is All Mine
The Future is All MineThe Future is All Mine
The Future is All Mine
 
Physical-Cyber-Social Data Analytics & Smart City Applications
Physical-Cyber-Social Data Analytics & Smart City ApplicationsPhysical-Cyber-Social Data Analytics & Smart City Applications
Physical-Cyber-Social Data Analytics & Smart City Applications
 
[PhDThesis2021] - Augmenting the knowledge pyramid with unconventional data a...
[PhDThesis2021] - Augmenting the knowledge pyramid with unconventional data a...[PhDThesis2021] - Augmenting the knowledge pyramid with unconventional data a...
[PhDThesis2021] - Augmenting the knowledge pyramid with unconventional data a...
 
National scale research computing and beyond pearc panel 2017
National scale research computing and beyond   pearc panel 2017National scale research computing and beyond   pearc panel 2017
National scale research computing and beyond pearc panel 2017
 
Toward FAIR Semantic Resources
Toward FAIR Semantic ResourcesToward FAIR Semantic Resources
Toward FAIR Semantic Resources
 
Introduction to Data Mining and technologies .ppt
Introduction to Data Mining and technologies .pptIntroduction to Data Mining and technologies .ppt
Introduction to Data Mining and technologies .ppt
 
Data Mining mod1 ppt.pdf bca sixth semester notes
Data Mining mod1 ppt.pdf bca sixth semester notesData Mining mod1 ppt.pdf bca sixth semester notes
Data Mining mod1 ppt.pdf bca sixth semester notes
 
Information Engineering in the Age of the Internet of Things
Information Engineering in the Age of the Internet of Things Information Engineering in the Age of the Internet of Things
Information Engineering in the Age of the Internet of Things
 
Modern association rule mining methods
Modern association rule mining methodsModern association rule mining methods
Modern association rule mining methods
 

Mehr von Roberto Trasarti

Mehr von Roberto Trasarti (8)

Preserving Privacy in Semantic-Rich Trajectories of Human Mobility
Preserving Privacy in Semantic-Rich Trajectories of Human MobilityPreserving Privacy in Semantic-Rich Trajectories of Human Mobility
Preserving Privacy in Semantic-Rich Trajectories of Human Mobility
 
Cast
CastCast
Cast
 
Roberto Trasarti PhD Thesis
Roberto Trasarti PhD ThesisRoberto Trasarti PhD Thesis
Roberto Trasarti PhD Thesis
 
Athena
AthenaAthena
Athena
 
K-BestMatch
K-BestMatchK-BestMatch
K-BestMatch
 
Where Next
Where NextWhere Next
Where Next
 
Daedalus
DaedalusDaedalus
Daedalus
 
Sma
SmaSma
Sma
 

Interactive Pattern Mining from Relational Databases

  • 1. Francesco Bonchi, Fosca Giannotti, Claudio Lucchese, Salvatore Orlando, Raffaele Perego, Roberto Trasarti KDD Laboratory HPC Laboratory ISTI – C.N.R. Italy “ On Interactive Pattern Mining from Relational Databases”
  • 2.
  • 3.
  • 4.
  • 5.
  • 6.
  • 7.
  • 8.
  • 9.
  • 10.
  • 11.
  • 12.  
  • 13.
  • 14. Demo
  • 15.
  • 16.
  • 17.
  • 18.
  • 19.