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

The State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptxThe State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptxLoriGlavin3
 
Scale your database traffic with Read & Write split using MySQL Router
Scale your database traffic with Read & Write split using MySQL RouterScale your database traffic with Read & Write split using MySQL Router
Scale your database traffic with Read & Write split using MySQL RouterMydbops
 
Generative Artificial Intelligence: How generative AI works.pdf
Generative Artificial Intelligence: How generative AI works.pdfGenerative Artificial Intelligence: How generative AI works.pdf
Generative Artificial Intelligence: How generative AI works.pdfIngrid Airi González
 
Modern Roaming for Notes and Nomad – Cheaper Faster Better Stronger
Modern Roaming for Notes and Nomad – Cheaper Faster Better StrongerModern Roaming for Notes and Nomad – Cheaper Faster Better Stronger
Modern Roaming for Notes and Nomad – Cheaper Faster Better Strongerpanagenda
 
A Framework for Development in the AI Age
A Framework for Development in the AI AgeA Framework for Development in the AI Age
A Framework for Development in the AI AgeCprime
 
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
 
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
 
Take control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteTake control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteDianaGray10
 
Genislab builds better products and faster go-to-market with Lean project man...
Genislab builds better products and faster go-to-market with Lean project man...Genislab builds better products and faster go-to-market with Lean project man...
Genislab builds better products and faster go-to-market with Lean project man...Farhan Tariq
 
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
 
Connecting the Dots for Information Discovery.pdf
Connecting the Dots for Information Discovery.pdfConnecting the Dots for Information Discovery.pdf
Connecting the Dots for Information Discovery.pdfNeo4j
 
Moving Beyond Passwords: FIDO Paris Seminar.pdf
Moving Beyond Passwords: FIDO Paris Seminar.pdfMoving Beyond Passwords: FIDO Paris Seminar.pdf
Moving Beyond Passwords: FIDO Paris Seminar.pdfLoriGlavin3
 
2024 April Patch Tuesday
2024 April Patch Tuesday2024 April Patch Tuesday
2024 April Patch TuesdayIvanti
 
The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...
The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...
The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...Wes McKinney
 
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
 
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
 
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
 
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024BookNet Canada
 
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptxUse of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptxLoriGlavin3
 
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
 

Recently uploaded (20)

The State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptxThe State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptx
 
Scale your database traffic with Read & Write split using MySQL Router
Scale your database traffic with Read & Write split using MySQL RouterScale your database traffic with Read & Write split using MySQL Router
Scale your database traffic with Read & Write split using MySQL Router
 
Generative Artificial Intelligence: How generative AI works.pdf
Generative Artificial Intelligence: How generative AI works.pdfGenerative Artificial Intelligence: How generative AI works.pdf
Generative Artificial Intelligence: How generative AI works.pdf
 
Modern Roaming for Notes and Nomad – Cheaper Faster Better Stronger
Modern Roaming for Notes and Nomad – Cheaper Faster Better StrongerModern Roaming for Notes and Nomad – Cheaper Faster Better Stronger
Modern Roaming for Notes and Nomad – Cheaper Faster Better Stronger
 
A Framework for Development in the AI Age
A Framework for Development in the AI AgeA Framework for Development in the AI Age
A Framework for Development in the AI Age
 
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
 
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
 
Take control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteTake control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test Suite
 
Genislab builds better products and faster go-to-market with Lean project man...
Genislab builds better products and faster go-to-market with Lean project man...Genislab builds better products and faster go-to-market with Lean project man...
Genislab builds better products and faster go-to-market with Lean project man...
 
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
 
Connecting the Dots for Information Discovery.pdf
Connecting the Dots for Information Discovery.pdfConnecting the Dots for Information Discovery.pdf
Connecting the Dots for Information Discovery.pdf
 
Moving Beyond Passwords: FIDO Paris Seminar.pdf
Moving Beyond Passwords: FIDO Paris Seminar.pdfMoving Beyond Passwords: FIDO Paris Seminar.pdf
Moving Beyond Passwords: FIDO Paris Seminar.pdf
 
2024 April Patch Tuesday
2024 April Patch Tuesday2024 April Patch Tuesday
2024 April Patch Tuesday
 
The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...
The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...
The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...
 
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...
 
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
 
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...
 
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
 
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptxUse of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
 
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
 

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.