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gSpan: GraphBased Substructure Pattern Mining PowerPoint PPT Presentation

gSpan: GraphBased Substructure Pattern Mining - gSpan: Graph-Based Substructure. Pattern Mining. Xifeng Yan and ... Output: Set of frequent substructure patterns within a graph dataset. gSpan Overview (2) ...

gSpan: Graph-Based Substructure. Pattern Mining. Xifeng Yan and ... Output: Set of frequent substructure patterns within a graph dataset. gSpan Overview (2) ...

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GraphBased Concept Learning PowerPoint PPT Presentation

GraphBased Concept Learning - Department of Computer Science and Engineering. The University ... amine. p. chromaberr. has_group. compound. p. drosophila. slrl. compound. p. drosophila. slrl ...

Department of Computer Science and Engineering. The University ... amine. p. chromaberr. has_group. compound. p. drosophila. slrl. compound. p. drosophila. slrl ...

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GRAPHBASED HIERARCHICAL CONCEPTUAL CLUSTERING PowerPoint PPT Presentation

GRAPHBASED HIERARCHICAL CONCEPTUAL CLUSTERING - Previous work defined classification trees. Inadequate in ... Better hierarchical description: classification lattice. A cluster can have ... classification ...

Previous work defined classification trees. Inadequate in ... Better hierarchical description: classification lattice. A cluster can have ... classification ...

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Efficient Mining of GraphBased Data PowerPoint PPT Presentation

Efficient Mining of GraphBased Data - Inexact Graph Match. Some variations may occur between instances ... distance() measured by inexact graph match. Animals: SubdueCQ=2.6, CobwebCQ=1.7. CSE@UTA ...

Inexact Graph Match. Some variations may occur between instances ... distance() measured by inexact graph match. Animals: SubdueCQ=2.6, CobwebCQ=1.7. CSE@UTA ...

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A Graphbased Recommender System PowerPoint PPT Presentation

A Graphbased Recommender System - A Graph-based Recommender System. Zan Huang, Wingyan Chung, Thian ... Business success (Schafer et al. 2001) Browser to buyer. Cross-selling. Customer loyalty ...

A Graph-based Recommender System. Zan Huang, Wingyan Chung, Thian ... Business success (Schafer et al. 2001) Browser to buyer. Cross-selling. Customer loyalty ...

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GraphBased Method Construction PowerPoint PPT Presentation

GraphBased Method Construction - Arcs common border. Numeric weights express relationship between departments ... Algorithms based on the manual methods seen in Chapter 7 ...

Arcs common border. Numeric weights express relationship between departments ... Algorithms based on the manual methods seen in Chapter 7 ...

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Graphbased Learning and Discovery PowerPoint PPT Presentation

Graphbased Learning and Discovery - Pattern extraction, classification, clustering. Serial and parallel / distributed versions ... Each cluster (substructure) inserted into a classification lattice ...

Pattern extraction, classification, clustering. Serial and parallel / distributed versions ... Each cluster (substructure) inserted into a classification lattice ...

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Graphbased Text Classification: Learn from Your Neighbors PowerPoint PPT Presentation

Graphbased Text Classification: Learn from Your Neighbors - ... many settings, this 'context-free' approach does not exploit ... The third dataset used in the experiments was the online encyclopedia Wikipedia. Experiments ...

... many settings, this 'context-free' approach does not exploit ... The third dataset used in the experiments was the online encyclopedia Wikipedia. Experiments ...

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Graphbased Functional Test Program Generation for Pipelined Processors PowerPoint PPT Presentation

Graphbased Functional Test Program Generation for Pipelined Processors - Functional verification is a major bottleneck ... Source: Tom Schubert, Intel, DAC 2003. 7855. 2240. 800. 25000. Pentium. Pentium Pro. Pentium 4 ...

Functional verification is a major bottleneck ... Source: Tom Schubert, Intel, DAC 2003. 7855. 2240. 800. 25000. Pentium. Pentium Pro. Pentium 4 ...

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The graphbased data model: PowerPoint PPT Presentation

The graphbased data model: - 6. Using graphs to ... The Java-based Jena package from HP Labs allows users to ... SparQL is implemented in Jena through the ARQ package, and ...

6. Using graphs to ... The Java-based Jena package from HP Labs allows users to ... SparQL is implemented in Jena through the ARQ package, and ...

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Trajectory GraphBased Planning Under Uncertainty PowerPoint PPT Presentation

Trajectory GraphBased Planning Under Uncertainty - Multi-step = n-nested Riccati Equations (non-linear) Solution: Decomposition ... (n x n) nonlinear Riccati Equation into (2n x 2n) linear system (n x n) (2n x ...

Multi-step = n-nested Riccati Equations (non-linear) Solution: Decomposition ... (n x n) nonlinear Riccati Equation into (2n x 2n) linear system (n x n) (2n x ...

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A Survey of GraphBased RBAC Efficiency PowerPoint PPT Presentation

A Survey of GraphBased RBAC Efficiency - Most papers discuss the power of various versions of RBAC in terms ... Deactivate Role. O(|R|2) Activate Role. O(1) (amortized) O(|S| |R| |U|) Remove Role ...

Most papers discuss the power of various versions of RBAC in terms ... Deactivate Role. O(|R|2) Activate Role. O(1) (amortized) O(|S| |R| |U|) Remove Role ...

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LexRank: Graphbased Centrality as Salience in Text Summarization PowerPoint PPT Presentation

LexRank: Graphbased Centrality as Salience in Text Summarization - ... consider a new approach, LexRank, for computing sentence importance based on the ... that very high thresholds may lose almost all of the information in a ...

... consider a new approach, LexRank, for computing sentence importance based on the ... that very high thresholds may lose almost all of the information in a ...

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Planning Graphbased Heuristics for Costsensitive Temporal Planning PowerPoint PPT Presentation

Planning Graphbased Heuristics for Costsensitive Temporal Planning - Option 2: Tempe Los Angeles (Car) More time: 12 hours; Less expensive: $50 ... Multi-objective search involving non-combinable criteria ...

Option 2: Tempe Los Angeles (Car) More time: 12 hours; Less expensive: $50 ... Multi-objective search involving non-combinable criteria ...

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GraphBased Methods for Open Domain Information Extraction - GraphBased Methods for Open Domain Information Extraction

GraphBased Methods for Open Domain Information Extraction

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A GraphBased Metamodel for ObjectOriented Software Metrics PowerPoint PPT Presentation

A GraphBased Metamodel for ObjectOriented Software Metrics - the life-cycle phase (e.g., design or implementation) ... easy to use and customise at different levels of abstraction. 3. ICGT, 10 October 2002, Barcelona ...

the life-cycle phase (e.g., design or implementation) ... easy to use and customise at different levels of abstraction. 3. ICGT, 10 October 2002, Barcelona ...

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Graphbased approaches in image analysis: a review PowerPoint PPT Presentation

Graphbased approaches in image analysis: a review - Similarity measures of graphs. Edit distance. Papadopolous and ... Powerful structured-based representation ... [11] S. Berretti, A. D. Bimbo, and E. Vicario. ...

Similarity measures of graphs. Edit distance. Papadopolous and ... Powerful structured-based representation ... [11] S. Berretti, A. D. Bimbo, and E. Vicario. ...

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A Graphbased Framework for the Modeling of ETL Activities PowerPoint PPT Presentation

A Graphbased Framework for the Modeling of ETL Activities - A Graph-based Framework for the Modeling of ETL Activities ... Compress/Decompress (Z/dZ) Encrypt/Decrypt (Cr/dCr) Unary operations. Push. Aggregation (?) ...

A Graph-based Framework for the Modeling of ETL Activities ... Compress/Decompress (Z/dZ) Encrypt/Decrypt (Cr/dCr) Unary operations. Push. Aggregation (?) ...

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Associative Nets: A GraphBased Parallel Computing Model PowerPoint PPT Presentation

Associative Nets: A GraphBased Parallel Computing Model - relies on basic primitives : associations (apply an associative operator over connected components of a sub-graph of the physical ...

relies on basic primitives : associations (apply an associative operator over connected components of a sub-graph of the physical ...

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GraphBased Methods for the Representation and Analysis of Business Workflows PowerPoint PPT Presentation

GraphBased Methods for the Representation and Analysis of Business Workflows - Main focus is on the precedence relationships between tasks ... Task Precedence Metagraphs (TPMGs) A TPMG is a modified ... Task Precedence Metagraphs (TPMGs) ...

Main focus is on the precedence relationships between tasks ... Task Precedence Metagraphs (TPMGs) A TPMG is a modified ... Task Precedence Metagraphs (TPMGs) ...

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Effective Latent Space Graphbased Reranking Model with Global Consistency PowerPoint PPT Presentation

Effective Latent Space Graphbased Reranking Model with Global Consistency - Using some variations of PageRank and HITS ... Improve an initial ranking by random walk in entity-relation networks (Minkov et ...

Using some variations of PageRank and HITS ... Improve an initial ranking by random walk in entity-relation networks (Minkov et ...

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Mining for Structural Anomalies in GraphBased Data PowerPoint PPT Presentation

Mining for Structural Anomalies in GraphBased Data - ... discovers the following anomalous substructure: 9/3/09. 10. Probabilistic ... Partial Substructure Approach ... for isolating anomalous graph substructures. ...

... discovers the following anomalous substructure: 9/3/09. 10. Probabilistic ... Partial Substructure Approach ... for isolating anomalous graph substructures. ...

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Structural Web Search Using a GraphBased Discovery System PowerPoint PPT Presentation

Structural Web Search Using a GraphBased Discovery System - Existing search engines use linear feature match. Web contains structural information as well ... Expand substructure by adding edge/vertex ...

Existing search engines use linear feature match. Web contains structural information as well ... Expand substructure by adding edge/vertex ...

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Effective Latent Space Graphbased Reranking Model with Global Consistency - VC. VA. III. Methodology - Learning a latent space graph. A. NxM. NxL ... Statistics of the 15-CONF collection. 19. Hongbo Deng, Michael R. Lyu and Irwin King ...

VC. VA. III. Methodology - Learning a latent space graph. A. NxM. NxL ... Statistics of the 15-CONF collection. 19. Hongbo Deng, Michael R. Lyu and Irwin King ...

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A Smarter Paradyn Performance Consultant: Combining a Call GraphBased Search with Stack Sampling PowerPoint PPT Presentation

A Smarter Paradyn Performance Consultant: Combining a Call GraphBased Search with Stack Sampling - August 9, 2000. 2000 Barton P. Miller. A Smarter Paradyn Performance Consultant: ... Uses two main Paradyn technologies. Dynamic instrumentation ...

August 9, 2000. 2000 Barton P. Miller. A Smarter Paradyn Performance Consultant: ... Uses two main Paradyn technologies. Dynamic instrumentation ...

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A Graphbased Approach to Named Entity Categorization in Wikipedia Using Conditional Random Fields Yo PowerPoint PPT Presentation

A Graphbased Approach to Named Entity Categorization in Wikipedia Using Conditional Random Fields Yo - A Graph-based Approach to Named Entity Categorization in Wikipedia Using ... Discriminative, Undirected Models. Define conditional distribution p(y|x) Features ...

A Graph-based Approach to Named Entity Categorization in Wikipedia Using ... Discriminative, Undirected Models. Define conditional distribution p(y|x) Features ...

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Using Graphbased Metrics with Empirical Risk Minimization to Speed Up Active Learning on Networked D PowerPoint PPT Presentation

Using Graphbased Metrics with Empirical Risk Minimization to Speed Up Active Learning on Networked D - Both learning methodologies seeks to induce a model to predict labels on ... WebKB [Craven 1998] (8 data sets) 4 computer science websites (sizes: 338-434) ...

Both learning methodologies seeks to induce a model to predict labels on ... WebKB [Craven 1998] (8 data sets) 4 computer science websites (sizes: 338-434) ...

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Graph-Based%20Methods%20for%20 PowerPoint PPT Presentation

Graph-Based%20Methods%20for%20 - GraphBased Methods for Open Domain Information Extraction

GraphBased Methods for Open Domain Information Extraction

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Efficient and Decentralized PageRank Approximation in a PeertoPeer Web Search Network PowerPoint PPT Presentation

Efficient and Decentralized PageRank Approximation in a PeertoPeer Web Search Network - Recently, various techniques have been proposed for speeding up these analyses ... in which a given set of 80 famous actors occur (e.g., Johnny Depp, Bruce Willis, ...

Recently, various techniques have been proposed for speeding up these analyses ... in which a given set of 80 famous actors occur (e.g., Johnny Depp, Bruce Willis, ...

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Design Patterns PowerPoint PPT Presentation

Design Patterns - PowerPoint Presentation ... Design Patterns

PowerPoint Presentation ... Design Patterns

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Large-Scale Network Analysis with the Boost Graph Libraries PowerPoint PPT Presentation

Large-Scale Network Analysis with the Boost Graph Libraries - Large-Scale Network Analysis with the Boost Graph Libraries ... efficient Easy to port from Python to C++ Can port from sequential to parallel Always growing, ...

Large-Scale Network Analysis with the Boost Graph Libraries ... efficient Easy to port from Python to C++ Can port from sequential to parallel Always growing, ...

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hello world - hello world ... Security *

hello world ... Security *

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Graph Coloring Problem PowerPoint PPT Presentation

Graph Coloring Problem - Constraint: no two vertices can be in the same color class if there is an ... 11 et dixit Deus Salomoni: ' Quia postulasti verbum hoc et non petisti tibi dies ...

Constraint: no two vertices can be in the same color class if there is an ... 11 et dixit Deus Salomoni: ' Quia postulasti verbum hoc et non petisti tibi dies ...

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NetFlow - NetFlow Very useful for traffic analysis Standard sampler: Cisco Netflow Juniper Traffic Sampling Parameters: Flow export timer (Determines when current flow info is ...

NetFlow Very useful for traffic analysis Standard sampler: Cisco Netflow Juniper Traffic Sampling Parameters: Flow export timer (Determines when current flow info is ...

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Large-Scale Network Analysis with the Boost Graph Libraries - A collection of libraries for computation on graphs/networks. Graph data structures ... Rooster Graph (Scheme) http://savannah.nongnu.org/projects/rgraph ...

A collection of libraries for computation on graphs/networks. Graph data structures ... Rooster Graph (Scheme) http://savannah.nongnu.org/projects/rgraph ...

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REPUTATIONBASED TRUST MODELLING PowerPoint PPT Presentation

REPUTATIONBASED TRUST MODELLING - Performance Metrics. Conclusions and ... Performance Metrics. Mean Time to detect malicious behavior ... Performance Metrics: Detecting Malicious Behavior ...

Performance Metrics. Conclusions and ... Performance Metrics. Mean Time to detect malicious behavior ... Performance Metrics: Detecting Malicious Behavior ...

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Efficient and Robust Streaming Provisioning in VPNs PowerPoint PPT Presentation

Efficient and Robust Streaming Provisioning in VPNs - Connect remote locations of large companies ... Based on 600 measurements using Java and activeX based client side measurement tools ...

Connect remote locations of large companies ... Based on 600 measurements using Java and activeX based client side measurement tools ...

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NetFlow - 1144154983.524877 IP 220.135.232.0.61606 130.207.208.0.32459: . ack 2904096123 ... Open the nam trace file. set nf [open out.nam w] $ns namtrace-all $nf ...

1144154983.524877 IP 220.135.232.0.61606 130.207.208.0.32459: . ack 2904096123 ... Open the nam trace file. set nf [open out.nam w] $ns namtrace-all $nf ...

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EntityAuthority Semantically Enriched GraphBased Authority Propagation - Julia Stoyanovich Columbia University. Srikanta Bedathur. Klaus Berberich ... To improve ranking, exploit mutual reinforcement between pages and entities. ...

Julia Stoyanovich Columbia University. Srikanta Bedathur. Klaus Berberich ... To improve ranking, exploit mutual reinforcement between pages and entities. ...

Graphbased PowerPoint PPT Presentations