SlideShare a Scribd company logo

K-BestMatch

•Download as PPT, PDF•
•
Roberto Trasarti
Roberto Trasarti
Technology
1 of 17
Mirco Nanni e-mail: mirco.nanni@isti.cnr.it Roberto Trasarti e-mail: roberto.trasarti@isti.cnr.it KDD Lab, ISTI-CNR, Pisa, Italy SSTDM-09 Miami, 2009
[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],[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],[object Object],[object Object],[object Object]
[object Object]
[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],K = 1 (BestMatch) K =4 As obvious, segments already contained in the original dataset have frequency 1 in both the cases.
[object Object],[object Object],[object Object],[1] Ernesto Q. V. Martins and Marta M. B. Pascoal. A new implementation of yen ranking loopless paths algorithm. In 4OR: A Quarterly Journal of Operations Research.
[object Object]
[object Object],[object Object],[object Object],Pivot object BestMatch Result K-BestMatch Result
[object Object],A Cluster using K-BestMatch Same set of trajectory using BestMatch. (It’s not a cluster)
[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],Mirco Nanni e-mail: mirco.nanni@isti.cnr.it Roberto Trasarti e-mail: roberto.trasarti@isti.cnr.it KDD Lab, ISTI-CNR, Pisa, Italy

Recommended

Value Function Approximation via Low-Rank Models
Value Function Approximation via Low-Rank ModelsValue Function Approximation via Low-Rank Models
Value Function Approximation via Low-Rank ModelsLyft
 
Analysis of Impact of Graph Theory in Computer Application
Analysis of Impact of Graph Theory in Computer ApplicationAnalysis of Impact of Graph Theory in Computer Application
Analysis of Impact of Graph Theory in Computer ApplicationIRJET Journal
 
Accurate Learning of Graph Representations with Graph Multiset Pooling
Accurate Learning of Graph Representations with Graph Multiset PoolingAccurate Learning of Graph Representations with Graph Multiset Pooling
Accurate Learning of Graph Representations with Graph Multiset PoolingMLAI2
 
TurnerBottoneStanekNIPS2013
TurnerBottoneStanekNIPS2013TurnerBottoneStanekNIPS2013
TurnerBottoneStanekNIPS2013Clay Stanek
 
Capacitated Kinetic Clustering in Mobile Networks by Optimal Transportation T...
Capacitated Kinetic Clustering in Mobile Networks by Optimal Transportation T...Capacitated Kinetic Clustering in Mobile Networks by Optimal Transportation T...
Capacitated Kinetic Clustering in Mobile Networks by Optimal Transportation T...Chien-Chun Ni
 
Subgraph matching with set similarity in a
Subgraph matching with set similarity in aSubgraph matching with set similarity in a
Subgraph matching with set similarity in aNexgen Technology
 
A Subgraph Pattern Search over Graph Databases
A Subgraph Pattern Search over Graph DatabasesA Subgraph Pattern Search over Graph Databases
A Subgraph Pattern Search over Graph DatabasesIJMER
 
Learning to Extrapolate Knowledge: Transductive Few-shot Out-of-Graph Link Pr...
Learning to Extrapolate Knowledge: Transductive Few-shot Out-of-Graph Link Pr...Learning to Extrapolate Knowledge: Transductive Few-shot Out-of-Graph Link Pr...
Learning to Extrapolate Knowledge: Transductive Few-shot Out-of-Graph Link Pr...MLAI2
 

Recommended

Value Function Approximation via Low-Rank Models
Value Function Approximation via Low-Rank ModelsValue Function Approximation via Low-Rank Models
Value Function Approximation via Low-Rank ModelsLyft
 
Analysis of Impact of Graph Theory in Computer Application
Analysis of Impact of Graph Theory in Computer ApplicationAnalysis of Impact of Graph Theory in Computer Application
Analysis of Impact of Graph Theory in Computer ApplicationIRJET Journal
 
Accurate Learning of Graph Representations with Graph Multiset Pooling
Accurate Learning of Graph Representations with Graph Multiset PoolingAccurate Learning of Graph Representations with Graph Multiset Pooling
Accurate Learning of Graph Representations with Graph Multiset PoolingMLAI2
 
TurnerBottoneStanekNIPS2013
TurnerBottoneStanekNIPS2013TurnerBottoneStanekNIPS2013
TurnerBottoneStanekNIPS2013Clay Stanek
 
Capacitated Kinetic Clustering in Mobile Networks by Optimal Transportation T...
Capacitated Kinetic Clustering in Mobile Networks by Optimal Transportation T...Capacitated Kinetic Clustering in Mobile Networks by Optimal Transportation T...
Capacitated Kinetic Clustering in Mobile Networks by Optimal Transportation T...Chien-Chun Ni
 
Subgraph matching with set similarity in a
Subgraph matching with set similarity in aSubgraph matching with set similarity in a
Subgraph matching with set similarity in aNexgen Technology
 
A Subgraph Pattern Search over Graph Databases
A Subgraph Pattern Search over Graph DatabasesA Subgraph Pattern Search over Graph Databases
A Subgraph Pattern Search over Graph DatabasesIJMER
 
Learning to Extrapolate Knowledge: Transductive Few-shot Out-of-Graph Link Pr...
Learning to Extrapolate Knowledge: Transductive Few-shot Out-of-Graph Link Pr...Learning to Extrapolate Knowledge: Transductive Few-shot Out-of-Graph Link Pr...
Learning to Extrapolate Knowledge: Transductive Few-shot Out-of-Graph Link Pr...MLAI2
 
post119s1-file3
post119s1-file3post119s1-file3
post119s1-file3Venkata Suhas Maringanti
 
study Latent Doodle Space
study Latent Doodle Spacestudy Latent Doodle Space
study Latent Doodle SpaceChiamin Hsu
 
Shortest path analysis
Shortest path analysis Shortest path analysis
Shortest path analysis A K M Anwaruzzaman
 
A Virtual Machine Placement Algorithm for Energy Efficient Cloud Resource Res...
A Virtual Machine Placement Algorithm for Energy Efficient Cloud Resource Res...A Virtual Machine Placement Algorithm for Energy Efficient Cloud Resource Res...
A Virtual Machine Placement Algorithm for Energy Efficient Cloud Resource Res...SuvomDas
 
Presentation
PresentationPresentation
PresentationPeyman Faizian
 
Performance Analysis and Optimal Detection of Spatial Modulation
Performance Analysis and Optimal Detection of Spatial ModulationPerformance Analysis and Optimal Detection of Spatial Modulation
Performance Analysis and Optimal Detection of Spatial Modulationrahulmonikasharma
 
Hybrid Construction Heuristics for Vehicle Routing Problem
Hybrid Construction Heuristics for Vehicle Routing ProblemHybrid Construction Heuristics for Vehicle Routing Problem
Hybrid Construction Heuristics for Vehicle Routing ProblemHok Lie
 
Parallel Algorithms K – means Clustering
Parallel Algorithms K – means ClusteringParallel Algorithms K – means Clustering
Parallel Algorithms K – means ClusteringAndreina Uzcategui
 
Day 5 application of graph ,biconnectivity fdp on ds
Day 5 application of graph ,biconnectivity fdp on dsDay 5 application of graph ,biconnectivity fdp on ds
Day 5 application of graph ,biconnectivity fdp on dsGUNASUNDARISAPIIICSE
 
Presentation for Numerical Field Theory
Presentation for Numerical Field TheoryPresentation for Numerical Field Theory
Presentation for Numerical Field TheoryIndraneel Pole
 
Near Surface Geoscience Conference 2015, Turin - A Spatial Velocity Analysis ...
Near Surface Geoscience Conference 2015, Turin - A Spatial Velocity Analysis ...Near Surface Geoscience Conference 2015, Turin - A Spatial Velocity Analysis ...
Near Surface Geoscience Conference 2015, Turin - A Spatial Velocity Analysis ...CRS4 Research Center in Sardinia
 
Near Surface Geoscience Conference 2014, Athens - Real-­time or full­‐precisi...
Near Surface Geoscience Conference 2014, Athens - Real-­time or full­‐precisi...Near Surface Geoscience Conference 2014, Athens - Real-­time or full­‐precisi...
Near Surface Geoscience Conference 2014, Athens - Real-­time or full­‐precisi...CRS4 Research Center in Sardinia
 
Parallel-kmeans
Parallel-kmeansParallel-kmeans
Parallel-kmeansTien-Yang (Aiden) Wu
 
RST invariant watermarking technique for vector map based on LCA-transform
RST invariant watermarking technique for vector map based on LCA-transformRST invariant watermarking technique for vector map based on LCA-transform
RST invariant watermarking technique for vector map based on LCA-transformTELKOMNIKA JOURNAL
 
E0812730
E0812730E0812730
E0812730IOSR Journals
 
Interferogram Filtering Using Gaussians Scale Mixtures in Steerable Wavelet D...
Interferogram Filtering Using Gaussians Scale Mixtures in Steerable Wavelet D...Interferogram Filtering Using Gaussians Scale Mixtures in Steerable Wavelet D...
Interferogram Filtering Using Gaussians Scale Mixtures in Steerable Wavelet D...CSCJournals
 
How Matlab Helps
How Matlab HelpsHow Matlab Helps
How Matlab Helpssiufu
 
Scalable Graph Clustering with Pregel
Scalable Graph Clustering with PregelScalable Graph Clustering with Pregel
Scalable Graph Clustering with PregelSqrrl
 
Drobics, m. 2001: datamining using synergiesbetween self-organising maps and...
Drobics, m. 2001: datamining using synergiesbetween self-organising maps and...Drobics, m. 2001: datamining using synergiesbetween self-organising maps and...
Drobics, m. 2001: datamining using synergiesbetween self-organising maps and...ArchiLab 7
 
Q130402109113
Q130402109113Q130402109113
Q130402109113IOSR Journals
 
Approximate Thin Plate Spline Mappings
Approximate Thin Plate Spline MappingsApproximate Thin Plate Spline Mappings
Approximate Thin Plate Spline MappingsArchzilon Eshun-Davies
 
Seminar Report (Final)
Seminar Report (Final)Seminar Report (Final)
Seminar Report (Final)Aruneel Das
 

More Related Content

What's hot

study Latent Doodle Space
study Latent Doodle Spacestudy Latent Doodle Space
study Latent Doodle SpaceChiamin Hsu
 
A Virtual Machine Placement Algorithm for Energy Efficient Cloud Resource Res...
A Virtual Machine Placement Algorithm for Energy Efficient Cloud Resource Res...A Virtual Machine Placement Algorithm for Energy Efficient Cloud Resource Res...
A Virtual Machine Placement Algorithm for Energy Efficient Cloud Resource Res...SuvomDas
 
Performance Analysis and Optimal Detection of Spatial Modulation
Performance Analysis and Optimal Detection of Spatial ModulationPerformance Analysis and Optimal Detection of Spatial Modulation
Performance Analysis and Optimal Detection of Spatial Modulationrahulmonikasharma
 
Hybrid Construction Heuristics for Vehicle Routing Problem
Hybrid Construction Heuristics for Vehicle Routing ProblemHybrid Construction Heuristics for Vehicle Routing Problem
Hybrid Construction Heuristics for Vehicle Routing ProblemHok Lie
 
Parallel Algorithms K – means Clustering
Parallel Algorithms K – means ClusteringParallel Algorithms K – means Clustering
Parallel Algorithms K – means ClusteringAndreina Uzcategui
 
Day 5 application of graph ,biconnectivity fdp on ds
Day 5 application of graph ,biconnectivity fdp on dsDay 5 application of graph ,biconnectivity fdp on ds
Day 5 application of graph ,biconnectivity fdp on dsGUNASUNDARISAPIIICSE
 
Presentation for Numerical Field Theory
Presentation for Numerical Field TheoryPresentation for Numerical Field Theory
Presentation for Numerical Field TheoryIndraneel Pole
 
Near Surface Geoscience Conference 2015, Turin - A Spatial Velocity Analysis ...
Near Surface Geoscience Conference 2015, Turin - A Spatial Velocity Analysis ...Near Surface Geoscience Conference 2015, Turin - A Spatial Velocity Analysis ...
Near Surface Geoscience Conference 2015, Turin - A Spatial Velocity Analysis ...CRS4 Research Center in Sardinia
 
Near Surface Geoscience Conference 2014, Athens - Real-­time or full­‐precisi...
Near Surface Geoscience Conference 2014, Athens - Real-­time or full­‐precisi...Near Surface Geoscience Conference 2014, Athens - Real-­time or full­‐precisi...
Near Surface Geoscience Conference 2014, Athens - Real-­time or full­‐precisi...CRS4 Research Center in Sardinia
 
RST invariant watermarking technique for vector map based on LCA-transform
RST invariant watermarking technique for vector map based on LCA-transformRST invariant watermarking technique for vector map based on LCA-transform
RST invariant watermarking technique for vector map based on LCA-transformTELKOMNIKA JOURNAL
 
Interferogram Filtering Using Gaussians Scale Mixtures in Steerable Wavelet D...
Interferogram Filtering Using Gaussians Scale Mixtures in Steerable Wavelet D...Interferogram Filtering Using Gaussians Scale Mixtures in Steerable Wavelet D...
Interferogram Filtering Using Gaussians Scale Mixtures in Steerable Wavelet D...CSCJournals
 
How Matlab Helps
How Matlab HelpsHow Matlab Helps
How Matlab Helpssiufu
 
Scalable Graph Clustering with Pregel
Scalable Graph Clustering with PregelScalable Graph Clustering with Pregel
Scalable Graph Clustering with PregelSqrrl
 
Drobics, m. 2001: datamining using synergiesbetween self-organising maps and...
Drobics, m. 2001: datamining using synergiesbetween self-organising maps and...Drobics, m. 2001: datamining using synergiesbetween self-organising maps and...
Drobics, m. 2001: datamining using synergiesbetween self-organising maps and...ArchiLab 7
 

What's hot (19)

post119s1-file3
post119s1-file3post119s1-file3
post119s1-file3
 
study Latent Doodle Space
study Latent Doodle Spacestudy Latent Doodle Space
study Latent Doodle Space
 
Shortest path analysis
Shortest path analysis Shortest path analysis
Shortest path analysis
 
A Virtual Machine Placement Algorithm for Energy Efficient Cloud Resource Res...
A Virtual Machine Placement Algorithm for Energy Efficient Cloud Resource Res...A Virtual Machine Placement Algorithm for Energy Efficient Cloud Resource Res...
A Virtual Machine Placement Algorithm for Energy Efficient Cloud Resource Res...
 
Presentation
PresentationPresentation
Presentation
 
Performance Analysis and Optimal Detection of Spatial Modulation
Performance Analysis and Optimal Detection of Spatial ModulationPerformance Analysis and Optimal Detection of Spatial Modulation
Performance Analysis and Optimal Detection of Spatial Modulation
 
Hybrid Construction Heuristics for Vehicle Routing Problem
Hybrid Construction Heuristics for Vehicle Routing ProblemHybrid Construction Heuristics for Vehicle Routing Problem
Hybrid Construction Heuristics for Vehicle Routing Problem
 
Parallel Algorithms K – means Clustering
Parallel Algorithms K – means ClusteringParallel Algorithms K – means Clustering
Parallel Algorithms K – means Clustering
 
Day 5 application of graph ,biconnectivity fdp on ds
Day 5 application of graph ,biconnectivity fdp on dsDay 5 application of graph ,biconnectivity fdp on ds
Day 5 application of graph ,biconnectivity fdp on ds
 
Presentation for Numerical Field Theory
Presentation for Numerical Field TheoryPresentation for Numerical Field Theory
Presentation for Numerical Field Theory
 
Near Surface Geoscience Conference 2015, Turin - A Spatial Velocity Analysis ...
Near Surface Geoscience Conference 2015, Turin - A Spatial Velocity Analysis ...Near Surface Geoscience Conference 2015, Turin - A Spatial Velocity Analysis ...
Near Surface Geoscience Conference 2015, Turin - A Spatial Velocity Analysis ...
 
Near Surface Geoscience Conference 2014, Athens - Real-­time or full­‐precisi...
Near Surface Geoscience Conference 2014, Athens - Real-­time or full­‐precisi...Near Surface Geoscience Conference 2014, Athens - Real-­time or full­‐precisi...
Near Surface Geoscience Conference 2014, Athens - Real-­time or full­‐precisi...
 
Parallel-kmeans
Parallel-kmeansParallel-kmeans
Parallel-kmeans
 
RST invariant watermarking technique for vector map based on LCA-transform
RST invariant watermarking technique for vector map based on LCA-transformRST invariant watermarking technique for vector map based on LCA-transform
RST invariant watermarking technique for vector map based on LCA-transform
 
E0812730
E0812730E0812730
E0812730
 
Interferogram Filtering Using Gaussians Scale Mixtures in Steerable Wavelet D...
Interferogram Filtering Using Gaussians Scale Mixtures in Steerable Wavelet D...Interferogram Filtering Using Gaussians Scale Mixtures in Steerable Wavelet D...
Interferogram Filtering Using Gaussians Scale Mixtures in Steerable Wavelet D...
 
How Matlab Helps
How Matlab HelpsHow Matlab Helps
How Matlab Helps
 
Scalable Graph Clustering with Pregel
Scalable Graph Clustering with PregelScalable Graph Clustering with Pregel
Scalable Graph Clustering with Pregel
 
Drobics, m. 2001: datamining using synergiesbetween self-organising maps and...
Drobics, m. 2001: datamining using synergiesbetween self-organising maps and...Drobics, m. 2001: datamining using synergiesbetween self-organising maps and...
Drobics, m. 2001: datamining using synergiesbetween self-organising maps and...
 

Similar to K-BestMatch

Approximate Thin Plate Spline Mappings
Approximate Thin Plate Spline MappingsApproximate Thin Plate Spline Mappings
Approximate Thin Plate Spline MappingsArchzilon Eshun-Davies
 
Seminar Report (Final)
Seminar Report (Final)Seminar Report (Final)
Seminar Report (Final)Aruneel Das
 
On the-optimal-number-of-smart-dust-particles
On the-optimal-number-of-smart-dust-particlesOn the-optimal-number-of-smart-dust-particles
On the-optimal-number-of-smart-dust-particlesCemal Ardil
 
International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)ijceronline
 
FR4.L09.5 - THREE DIMENSIONAL RECONSTRUCTION OF URBAN AREAS USING JOINTLY PHA...
FR4.L09.5 - THREE DIMENSIONAL RECONSTRUCTION OF URBAN AREAS USING JOINTLY PHA...FR4.L09.5 - THREE DIMENSIONAL RECONSTRUCTION OF URBAN AREAS USING JOINTLY PHA...
FR4.L09.5 - THREE DIMENSIONAL RECONSTRUCTION OF URBAN AREAS USING JOINTLY PHA...grssieee
 
OPTIMIZED TASK ALLOCATION IN SENSOR NETWORKS
OPTIMIZED TASK ALLOCATION IN SENSOR NETWORKSOPTIMIZED TASK ALLOCATION IN SENSOR NETWORKS
OPTIMIZED TASK ALLOCATION IN SENSOR NETWORKSZac Darcy
 
Investigation on the Pattern Synthesis of Subarray Weights for Low EMI Applic...
Investigation on the Pattern Synthesis of Subarray Weights for Low EMI Applic...Investigation on the Pattern Synthesis of Subarray Weights for Low EMI Applic...
Investigation on the Pattern Synthesis of Subarray Weights for Low EMI Applic...IOSRJECE
 
The International Journal of Computational Science, Information Technology an...
The International Journal of Computational Science, Information Technology an...The International Journal of Computational Science, Information Technology an...
The International Journal of Computational Science, Information Technology an...rinzindorjej
 
A genetic algorithm to solve the
A genetic algorithm to solve theA genetic algorithm to solve the
A genetic algorithm to solve theIJCNCJournal
 
A quantum-inspired optimization heuristic for the multiple sequence alignment...
A quantum-inspired optimization heuristic for the multiple sequence alignment...A quantum-inspired optimization heuristic for the multiple sequence alignment...
A quantum-inspired optimization heuristic for the multiple sequence alignment...Konstantinos Giannakis
 
Paper id 26201482
Paper id 26201482Paper id 26201482
Paper id 26201482IJRAT
 
Traveling Salesman Problem in Distributed Environment
Traveling Salesman Problem in Distributed EnvironmentTraveling Salesman Problem in Distributed Environment
Traveling Salesman Problem in Distributed Environmentcsandit
 
TRAVELING SALESMAN PROBLEM IN DISTRIBUTED ENVIRONMENT
TRAVELING SALESMAN PROBLEM IN DISTRIBUTED ENVIRONMENTTRAVELING SALESMAN PROBLEM IN DISTRIBUTED ENVIRONMENT
TRAVELING SALESMAN PROBLEM IN DISTRIBUTED ENVIRONMENTcscpconf
 

Similar to K-BestMatch (20)

Q130402109113
Q130402109113Q130402109113
Q130402109113
 
Approximate Thin Plate Spline Mappings
Approximate Thin Plate Spline MappingsApproximate Thin Plate Spline Mappings
Approximate Thin Plate Spline Mappings
 
Seminar Report (Final)
Seminar Report (Final)Seminar Report (Final)
Seminar Report (Final)
 
On the-optimal-number-of-smart-dust-particles
On the-optimal-number-of-smart-dust-particlesOn the-optimal-number-of-smart-dust-particles
On the-optimal-number-of-smart-dust-particles
 
Where Next
Where NextWhere Next
Where Next
 
International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)
 
FR4.L09.5 - THREE DIMENSIONAL RECONSTRUCTION OF URBAN AREAS USING JOINTLY PHA...
FR4.L09.5 - THREE DIMENSIONAL RECONSTRUCTION OF URBAN AREAS USING JOINTLY PHA...FR4.L09.5 - THREE DIMENSIONAL RECONSTRUCTION OF URBAN AREAS USING JOINTLY PHA...
FR4.L09.5 - THREE DIMENSIONAL RECONSTRUCTION OF URBAN AREAS USING JOINTLY PHA...
 
OPTIMIZED TASK ALLOCATION IN SENSOR NETWORKS
OPTIMIZED TASK ALLOCATION IN SENSOR NETWORKSOPTIMIZED TASK ALLOCATION IN SENSOR NETWORKS
OPTIMIZED TASK ALLOCATION IN SENSOR NETWORKS
 
Investigation on the Pattern Synthesis of Subarray Weights for Low EMI Applic...
Investigation on the Pattern Synthesis of Subarray Weights for Low EMI Applic...Investigation on the Pattern Synthesis of Subarray Weights for Low EMI Applic...
Investigation on the Pattern Synthesis of Subarray Weights for Low EMI Applic...
 
Internet
InternetInternet
Internet
 
N41049093
N41049093N41049093
N41049093
 
The International Journal of Computational Science, Information Technology an...
The International Journal of Computational Science, Information Technology an...The International Journal of Computational Science, Information Technology an...
The International Journal of Computational Science, Information Technology an...
 
A genetic algorithm to solve the
A genetic algorithm to solve theA genetic algorithm to solve the
A genetic algorithm to solve the
 
A quantum-inspired optimization heuristic for the multiple sequence alignment...
A quantum-inspired optimization heuristic for the multiple sequence alignment...A quantum-inspired optimization heuristic for the multiple sequence alignment...
A quantum-inspired optimization heuristic for the multiple sequence alignment...
 
Paper id 26201482
Paper id 26201482Paper id 26201482
Paper id 26201482
 
MS Project
MS ProjectMS Project
MS Project
 
M tree
M treeM tree
M tree
 
Traveling Salesman Problem in Distributed Environment
Traveling Salesman Problem in Distributed EnvironmentTraveling Salesman Problem in Distributed Environment
Traveling Salesman Problem in Distributed Environment
 
TRAVELING SALESMAN PROBLEM IN DISTRIBUTED ENVIRONMENT
TRAVELING SALESMAN PROBLEM IN DISTRIBUTED ENVIRONMENTTRAVELING SALESMAN PROBLEM IN DISTRIBUTED ENVIRONMENT
TRAVELING SALESMAN PROBLEM IN DISTRIBUTED ENVIRONMENT
 
50120130406039
5012013040603950120130406039
50120130406039
 

More from Roberto Trasarti

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 MobilityRoberto Trasarti
 
Roberto Trasarti PhD Thesis
Roberto Trasarti PhD ThesisRoberto Trasarti PhD Thesis
Roberto Trasarti PhD ThesisRoberto Trasarti
 

More from Roberto Trasarti (7)

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
 
Daedalus
DaedalusDaedalus
Daedalus
 
Sma
SmaSma
Sma
 
ConQueSt
ConQueStConQueSt
ConQueSt
 

Recently uploaded

Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxMerck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxLoriGlavin3
 
A Journey Into the Emotions of Software Developers
A Journey Into the Emotions of Software DevelopersA Journey Into the Emotions of Software Developers
A Journey Into the Emotions of Software DevelopersNicole Novielli
 
From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .Alan Dix
 
What is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdfWhat is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdfMounikaPolabathina
 
Rise of the Machines: Known As Drones...
Rise of the Machines: Known As Drones...Rise of the Machines: Known As Drones...
Rise of the Machines: Known As Drones...Rick Flair
 
Generative AI for Technical Writer or Information Developers
Generative AI for Technical Writer or Information DevelopersGenerative AI for Technical Writer or Information Developers
Generative AI for Technical Writer or Information DevelopersRaghuram Pandurangan
 
Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...
Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...
Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...Scott Andery
 
2024 April Patch Tuesday
2024 April Patch Tuesday2024 April Patch Tuesday
2024 April Patch TuesdayIvanti
 
Sample pptx for embedding into website for demo
Sample pptx for embedding into website for demoSample pptx for embedding into website for demo
Sample pptx for embedding into website for demoHarshalMandlekar2
 
Testing tools and AI - ideas what to try with some tool examples
Testing tools and AI - ideas what to try with some tool examplesTesting tools and AI - ideas what to try with some tool examples
Testing tools and AI - ideas what to try with some tool examplesKari Kakkonen
 
Manual 508 Accessibility Compliance Audit
Manual 508 Accessibility Compliance AuditManual 508 Accessibility Compliance Audit
Manual 508 Accessibility Compliance AuditSkynet Technologies
 
Time Series Foundation Models - current state and future directions
Time Series Foundation Models - current state and future directionsTime Series Foundation Models - current state and future directions
Time Series Foundation Models - current state and future directionsNathaniel Shimoni
 
Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...
Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...
Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...Alkin Tezuysal
 
TrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data PrivacyTrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data PrivacyTrustArc
 
Digital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptxDigital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptxLoriGlavin3
 
Emixa Mendix Meetup 11 April 2024 about Mendix Native development
Emixa Mendix Meetup 11 April 2024 about Mendix Native developmentEmixa Mendix Meetup 11 April 2024 about Mendix Native development
Emixa Mendix Meetup 11 April 2024 about Mendix Native developmentPim van der Noll
 
Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...
Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...
Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...panagenda
 
How to write a Business Continuity Plan
How to write a Business Continuity PlanHow to write a Business Continuity Plan
How to write a Business Continuity PlanDatabarracks
 
The Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and ConsThe Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and ConsPixlogix Infotech
 
Potential of AI (Generative AI) in Business: Learnings and Insights
Potential of AI (Generative AI) in Business: Learnings and InsightsPotential of AI (Generative AI) in Business: Learnings and Insights
Potential of AI (Generative AI) in Business: Learnings and InsightsRavi Sanghani
 

Recently uploaded (20)

Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxMerck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
 
A Journey Into the Emotions of Software Developers
A Journey Into the Emotions of Software DevelopersA Journey Into the Emotions of Software Developers
A Journey Into the Emotions of Software Developers
 
From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .
 
What is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdfWhat is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdf
 
Rise of the Machines: Known As Drones...
Rise of the Machines: Known As Drones...Rise of the Machines: Known As Drones...
Rise of the Machines: Known As Drones...
 
Generative AI for Technical Writer or Information Developers
Generative AI for Technical Writer or Information DevelopersGenerative AI for Technical Writer or Information Developers
Generative AI for Technical Writer or Information Developers
 
Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...
Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...
Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...
 
2024 April Patch Tuesday
2024 April Patch Tuesday2024 April Patch Tuesday
2024 April Patch Tuesday
 
Sample pptx for embedding into website for demo
Sample pptx for embedding into website for demoSample pptx for embedding into website for demo
Sample pptx for embedding into website for demo
 
Testing tools and AI - ideas what to try with some tool examples
Testing tools and AI - ideas what to try with some tool examplesTesting tools and AI - ideas what to try with some tool examples
Testing tools and AI - ideas what to try with some tool examples
 
Manual 508 Accessibility Compliance Audit
Manual 508 Accessibility Compliance AuditManual 508 Accessibility Compliance Audit
Manual 508 Accessibility Compliance Audit
 
Time Series Foundation Models - current state and future directions
Time Series Foundation Models - current state and future directionsTime Series Foundation Models - current state and future directions
Time Series Foundation Models - current state and future directions
 
Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...
Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...
Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...
 
TrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data PrivacyTrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data Privacy
 
Digital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptxDigital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptx
 
Emixa Mendix Meetup 11 April 2024 about Mendix Native development
Emixa Mendix Meetup 11 April 2024 about Mendix Native developmentEmixa Mendix Meetup 11 April 2024 about Mendix Native development
Emixa Mendix Meetup 11 April 2024 about Mendix Native development
 
Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...
Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...
Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...
 
How to write a Business Continuity Plan
How to write a Business Continuity PlanHow to write a Business Continuity Plan
How to write a Business Continuity Plan
 
The Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and ConsThe Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and Cons
 
Potential of AI (Generative AI) in Business: Learnings and Insights
Potential of AI (Generative AI) in Business: Learnings and InsightsPotential of AI (Generative AI) in Business: Learnings and Insights
Potential of AI (Generative AI) in Business: Learnings and Insights
 

K-BestMatch

  • 1. Mirco Nanni e-mail: mirco.nanni@isti.cnr.it Roberto Trasarti e-mail: roberto.trasarti@isti.cnr.it KDD Lab, ISTI-CNR, Pisa, Italy SSTDM-09 Miami, 2009
  • 2.
  • 3.
  • 4.
  • 5.
  • 6.
  • 7.
  • 8.
  • 9.
  • 10.
  • 11.
  • 12.
  • 13.
  • 14.
  • 15.
  • 16.
  • 17.