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Hong Cheng, Xifeng Yan, Jiawei Han and ChihWei Hsu PowerPoint PPT Presentation
Hong Cheng, Xifeng Yan, Jiawei Han and ChihWei Hsu - This paper demonstrates that the discriminative power of low-support features is ... We want to single out the discriminative patterns and remove redundant ones ...
This paper demonstrates that the discriminative power of low-support features is ... We want to single out the discriminative patterns and remove redundant ones ...
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Identifying%20Bug%20Signatures%20Using%20Discriminative%20Graph%20Mining PowerPoint PPT Presentation
Identifying%20Bug%20Signatures%20Using%20Discriminative%20Graph%20Mining - ISSTA 09 Identifying Bug Signatures Using Discriminative Graph Mining Hong Cheng1, David Lo2, Yang Zhou1, Xiaoyin Wang3, and Xifeng Yan4 1Chinese University of Hong ...
ISSTA 09 Identifying Bug Signatures Using Discriminative Graph Mining Hong Cheng1, David Lo2, Yang Zhou1, Xiaoyin Wang3, and Xifeng Yan4 1Chinese University of Hong ...
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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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Discriminative Frequent Pattern Analysis for Effective Classification PowerPoint PPT Presentation
Discriminative Frequent Pattern Analysis for Effective Classification - Discriminative Frequent Pattern Analysis for Effective Classification By Hong Cheng, Xifeng Yan, Jiawei Han, Chih-Wei Hsu Presented by Mary Biddle
Discriminative Frequent Pattern Analysis for Effective Classification By Hong Cheng, Xifeng Yan, Jiawei Han, Chih-Wei Hsu Presented by Mary Biddle
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Direct Discriminative Pattern Mining for Effective Classification PowerPoint PPT Presentation
Direct Discriminative Pattern Mining for Effective Classification - Direct Discriminative Pattern Mining for Effective Classification ... Using information gain indicate an upper bound of discriminative measures ...
Direct Discriminative Pattern Mining for Effective Classification ... Using information gain indicate an upper bound of discriminative measures ...
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DNA Backbone Radicals: ESR Characterization PowerPoint PPT Presentation
DNA Backbone Radicals: ESR Characterization - Electrons and DNA: From Electron Attachment to DNA Strand Breaks Michael Sevilla Chemistry Department Oakland University
Electrons and DNA: From Electron Attachment to DNA Strand Breaks Michael Sevilla Chemistry Department Oakland University
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Cartesian Contour: A Concise Representation for a Collection of Frequent Sets PowerPoint PPT Presentation
Cartesian Contour: A Concise Representation for a Collection of Frequent Sets - Approximate Representation. Cost: 1 biclique, 3 itemsets, 5 items ... Approximation Bound of the Greedy Algorithm ... Approximation Bound ...
Approximate Representation. Cost: 1 biclique, 3 itemsets, 5 items ... Approximation Bound of the Greedy Algorithm ... Approximation Bound ...
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State of the Art of Graph-based Data Mining Takashi Washio e Hiroshi Motoda PowerPoint PPT Presentation
State of the Art of Graph-based Data Mining Takashi Washio e Hiroshi Motoda - State of the Art of Graph-based Data Mining Takashi Washio e Hiroshi Motoda Delane P. O. Dias Sum rio Introdu o As 5 bases te ricas Estrat gias de minera o ...
State of the Art of Graph-based Data Mining Takashi Washio e Hiroshi Motoda Delane P. O. Dias Sum rio Introdu o As 5 bases te ricas Estrat gias de minera o ...
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Advances and Strategies for Agriculture Research in China PowerPoint PPT Presentation
Advances and Strategies for Agriculture Research in China - Advances and Strategies for Agriculture Research in China
Advances and Strategies for Agriculture Research in China
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Mechanism and Force Driven Asian Dust Storm PowerPoint PPT Presentation
Mechanism and Force Driven Asian Dust Storm - One of Sources of Favonian Dust storm ... 2. Favonian Floating Dust Change over China in the last 50 Years (1) Change in Space-time ...
One of Sources of Favonian Dust storm ... 2. Favonian Floating Dust Change over China in the last 50 Years (1) Change in Space-time ...
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Interaction of 0-15 eV electrons with DNA: Resonances, diffraction and charge transfer PowerPoint PPT Presentation
Interaction of 0-15 eV electrons with DNA: Resonances, diffraction and charge transfer - Interaction of 0-15 eV electrons with DNA: Resonances, diffraction and charge transfer The presented results represent the work of many scientists especially:
Interaction of 0-15 eV electrons with DNA: Resonances, diffraction and charge transfer The presented results represent the work of many scientists especially:
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ThemeGallery PowerTemplate PowerPoint PPT Presentation
ThemeGallery PowerTemplate - ThemeGallery PowerTemplate SHANGHAI ELEVATOR TRADE ASSOCIATION www.themegallery.com www.sh-ea.org Bridge between Government, Industry and ...
ThemeGallery PowerTemplate SHANGHAI ELEVATOR TRADE ASSOCIATION www.themegallery.com www.sh-ea.org Bridge between Government, Industry and ...
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Seasonality in Equilibrium Stock Returns: A Dynamic Perspective on SAD PowerPoint PPT Presentation
Seasonality in Equilibrium Stock Returns: A Dynamic Perspective on SAD - The implication of seasonal risk aversion for returns ... the pattern of SAD-induced seasonal returns (Winter, Spring Summer, Fall) ...
The implication of seasonal risk aversion for returns ... the pattern of SAD-induced seasonal returns (Winter, Spring Summer, Fall) ...
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Data not in the pre-defined feature vectors that can be used to construct predictive models. PowerPoint PPT Presentation
Data not in the pre-defined feature vectors that can be used to construct predictive models. - Frequent pattern is a good candidate for discriminative features, especially for ... Direct Mining of Discriminative and Essential Frequent Patterns via Model ...
Frequent pattern is a good candidate for discriminative features, especially for ... Direct Mining of Discriminative and Essential Frequent Patterns via Model ...
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Mining, Indexing and Searching Graphs in Biological Databases PowerPoint PPT Presentation
Mining, Indexing and Searching Graphs in Biological Databases - Title: No Slide Title Author: Jiawei Han Last modified by: dlewis Created Date: 6/19/1998 4:38:52 AM Document presentation format: On-screen Show Company
Title: No Slide Title Author: Jiawei Han Last modified by: dlewis Created Date: 6/19/1998 4:38:52 AM Document presentation format: On-screen Show Company
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Mining Compressed FrequentPattern Sets PowerPoint PPT Presentation
Mining Compressed FrequentPattern Sets - To solve this problem, it's natural to explore how to 'compress' the patterns ... Our compressing framework. Clustering frequent ... Pattern Compressing Problem ...
To solve this problem, it's natural to explore how to 'compress' the patterns ... Our compressing framework. Clustering frequent ... Pattern Compressing Problem ...
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Direct Mining of Discriminative and Essential Frequent Patterns via Modelbased Search Tree PowerPoint PPT Presentation
Direct Mining of Discriminative and Essential Frequent Patterns via Modelbased Search Tree - Two-Step Batch Method. Two Problems. Mine step. combinatorial explosion ... Two Problems. Select step. Issue of discriminative power. Frequent Patterns. 1 ...
Two-Step Batch Method. Two Problems. Mine step. combinatorial explosion ... Two Problems. Select step. Issue of discriminative power. Frequent Patterns. 1 ...
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Integration of Classification and Pattern Mining: A Discriminative and Frequent Pattern-Based Approach PowerPoint PPT Presentation
Integration of Classification and Pattern Mining: A Discriminative and Frequent Pattern-Based Approach - Integration of Classification and Pattern Mining: A Discriminative and Frequent Pattern-Based Approach Hong Cheng Jiawei Han
Integration of Classification and Pattern Mining: A Discriminative and Frequent Pattern-Based Approach Hong Cheng Jiawei Han
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Towards Graph Containment Search and Indexing PowerPoint PPT Presentation
Towards Graph Containment Search and Indexing - If feature f is in q then the graphs not having f are pruned. ... Update the contrast graph matrix, remove selected rows and pruned columns ...
If feature f is in q then the graphs not having f are pruned. ... Update the contrast graph matrix, remove selected rows and pruned columns ...
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Mining Compressed FrequentPattern Sets PowerPoint PPT Presentation
Mining Compressed FrequentPattern Sets - FP-growth method. Depth first search in Pattern-Space ... RPlocal: directly use local method to find representative patterns from raw data ...
FP-growth method. Depth first search in Pattern-Space ... RPlocal: directly use local method to find representative patterns from raw data ...
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Direct Discriminative Pattern Mining for Effective Classification PowerPoint PPT Presentation
Direct Discriminative Pattern Mining for Effective Classification - But frequent pattern mining is not based on discriminative power ... When a frequent pattern is generated, the transaction id list T( ) is computed ...
But frequent pattern mining is not based on discriminative power ... When a frequent pattern is generated, the transaction id list T( ) is computed ...
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Efficient Ticket Routing by Resolution Sequence Mining PowerPoint PPT Presentation
Efficient Ticket Routing by Resolution Sequence Mining - Managing problem tickets is a key issue in IT service industry. ... Shall we train the model using all intermediate transfer steps or only the last ...
Managing problem tickets is a key issue in IT service industry. ... Shall we train the model using all intermediate transfer steps or only the last ...
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I2.2: Analysis of significant substructures in time-varying networks PowerPoint PPT Presentation
I2.2: Analysis of significant substructures in time-varying networks - I2.2: Analysis of significant substructures in time-varying networks Ambuj Singh (in collaboration with P. Bogdanov, M. Mongiovi, X. Yang) NS-CTA INARC Mid-Year Review
I2.2: Analysis of significant substructures in time-varying networks Ambuj Singh (in collaboration with P. Bogdanov, M. Mongiovi, X. Yang) NS-CTA INARC Mid-Year Review
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Mining Control Flow Abnormality for Logic Error Isolation PowerPoint PPT Presentation
Mining Control Flow Abnormality for Logic Error Isolation - ... testing-like approach is developed to localize logic bugs in software ... Data mining into software or computer systems. 28. Our Other Work on Data Mining ...
... testing-like approach is developed to localize logic bugs in software ... Data mining into software or computer systems. 28. Our Other Work on Data Mining ...
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Mining, Indexing PowerPoint PPT Presentation
Mining, Indexing - X. Yan and J. Han, gSpan: Graph-Based Substructure Pattern Mining, ICDM'02 ... If graph G contains query graph Q, G should contain any substructure of Q. Remarks ...
X. Yan and J. Han, gSpan: Graph-Based Substructure Pattern Mining, ICDM'02 ... If graph G contains query graph Q, G should contain any substructure of Q. Remarks ...
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Shensi PowerPoint PPT Presentation
Shensi - Title: PowerPoint Presentation Last modified by: Antonio Created Date: 1/1/1601 12:00:00 AM Document presentation format: Presentazione su schermo (4:3)
Title: PowerPoint Presentation Last modified by: Antonio Created Date: 1/1/1601 12:00:00 AM Document presentation format: Presentazione su schermo (4:3)
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MAIDS: MiningAlarmingIncidents inDataStreams PowerPoint PPT Presentation
MAIDS: MiningAlarmingIncidents inDataStreams - Querying, statistical summary, OLAP, regression, gradient analysis, ... Niagara (OGI/Wisconsin): Internet XML databases. OpenCQ (Georgia Tech): triggers, incr. ...
Querying, statistical summary, OLAP, regression, gradient analysis, ... Niagara (OGI/Wisconsin): Internet XML databases. OpenCQ (Georgia Tech): triggers, incr. ...
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