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Bayesian%20Hierarchical%20Clustering PowerPoint PPT Presentation
Bayesian%20Hierarchical%20Clustering - ... used to decide which merges are advantageous, and to decide appropriate depth of tree. Algorithm can be interpreted as approximate inference method for a DPM; ...
... used to decide which merges are advantageous, and to decide appropriate depth of tree. Algorithm can be interpreted as approximate inference method for a DPM; ...
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Unsupervised%20Learning:%20Clustering PowerPoint PPT Presentation
Unsupervised%20Learning:%20Clustering - Start with a random guess of cluster centers. Determine the membership of each data points ... the points within a rectangle to one cluster. Improved K-means ...
Start with a random guess of cluster centers. Determine the membership of each data points ... the points within a rectangle to one cluster. Improved K-means ...
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BINF636%20Clustering%20and%20Classification PowerPoint PPT Presentation
BINF636%20Clustering%20and%20Classification - We have to be able to measure similarity or dissimilarity in ... How we measure distance can have a profound effect on the performance of ... Stork (2001) ...
We have to be able to measure similarity or dissimilarity in ... How we measure distance can have a profound effect on the performance of ... Stork (2001) ...
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Visual%20Clustering%20in%20Parallel%20Coordinates PowerPoint PPT Presentation
Visual%20Clustering%20in%20Parallel%20Coordinates - Visual Clustering in Parallel Coordinates Author: HongZhou,Xiaoru Yuan, Huamin Qu, Weiwei Cui, Baoquan Chen Presenter: Yingyu Wu
Visual Clustering in Parallel Coordinates Author: HongZhou,Xiaoru Yuan, Huamin Qu, Weiwei Cui, Baoquan Chen Presenter: Yingyu Wu
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Faucets:%20Scheduling%20on%20Clusters%20and%20Across%20the%20Grid PowerPoint PPT Presentation
Faucets:%20Scheduling%20on%20Clusters%20and%20Across%20the%20Grid - Faucets: Scheduling on Clusters and Across the Grid Presenter: Sameer Kumar Team: Sanjay Kal , Sameer Kumar, Sindhura Bandhakavi, Justin Meyer
Faucets: Scheduling on Clusters and Across the Grid Presenter: Sameer Kumar Team: Sanjay Kal , Sameer Kumar, Sindhura Bandhakavi, Justin Meyer
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Personalized%20Folksonomies%20Based%20on%20Hierarchical%20Tag%20Clustering PowerPoint PPT Presentation
Personalized%20Folksonomies%20Based%20on%20Hierarchical%20Tag%20Clustering - (Flikr social tagging system) Personalization with clusters. Programmimg. URL. Programmimg ... Clustering is an effective means for overcoming tag ambiguity ...
(Flikr social tagging system) Personalization with clusters. Programmimg. URL. Programmimg ... Clustering is an effective means for overcoming tag ambiguity ...
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NEW:%20Oracle%20Real%20Application%20Clusters%20(RAC)%20and%20Oracle%20Clusterware%2011g%20Release%202 PowerPoint PPT Presentation
NEW:%20Oracle%20Real%20Application%20Clusters%20(RAC)%20and%20Oracle%20Clusterware%2011g%20Release%202 - Title: Slide 1 Description: This presentation contains information proprietary to Oracle Corporation Last modified by: Office Created Date: 9/8/2004 11:34:22 PM
Title: Slide 1 Description: This presentation contains information proprietary to Oracle Corporation Last modified by: Office Created Date: 9/8/2004 11:34:22 PM
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Spatial%20Structure%20Evolution%20of%20Open%20Star%20Clusters PowerPoint PPT Presentation
Spatial%20Structure%20Evolution%20of%20Open%20Star%20Clusters - What we have learned/taught in AST101: irregularly and sparsely shaped. ... (e.g., coeval vs periodic bursts) done. Structural Evolution dynamics ...
What we have learned/taught in AST101: irregularly and sparsely shaped. ... (e.g., coeval vs periodic bursts) done. Structural Evolution dynamics ...
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Highly%20available%20web%20sites%20with%20Tomcat%20and%20Clustered%20JDBC PowerPoint PPT Presentation
Highly%20available%20web%20sites%20with%20Tomcat%20and%20Clustered%20JDBC - getConnection('jdbc:cjdbc://host/myDB','user','password' ... driver='org.gjt.mm.mysql.Driver' url='jdbc:mysql://host/recovery' login='user' password ...
getConnection('jdbc:cjdbc://host/myDB','user','password' ... driver='org.gjt.mm.mysql.Driver' url='jdbc:mysql://host/recovery' login='user' password ...
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Load%20Balancing%20in%20Web%20Clusters PowerPoint PPT Presentation
Load%20Balancing%20in%20Web%20Clusters - The State of the Art in Locally Distributed Web-server ... L. Zhao, Y. Luo, L. Bhuyan and R. Iyer, 'A Network Processor ... LARD (Locality aware request ...
The State of the Art in Locally Distributed Web-server ... L. Zhao, Y. Luo, L. Bhuyan and R. Iyer, 'A Network Processor ... LARD (Locality aware request ...
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Efficient%20Clustering%20of%20High-Dimensional%20Data%20Sets PowerPoint PPT Presentation
Efficient%20Clustering%20of%20High-Dimensional%20Data%20Sets - distance calculations [Bradley, ... canopies determine which distances calculated. 6. Illustrating Canopies. 7 ... Calculate expensive distances between ...
distance calculations [Bradley, ... canopies determine which distances calculated. 6. Illustrating Canopies. 7 ... Calculate expensive distances between ...
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Language%20Independent%20Methods%20of%20Clustering%20Similar%20Contexts%20(with%20applications) PowerPoint PPT Presentation
Language%20Independent%20Methods%20of%20Clustering%20Similar%20Contexts%20(with%20applications) - Do not utilize dictionaries or other manually created ... The oyster shell is very hard and black. I can hear the ocean in that shell. EACL-2006 Tutorial ...
Do not utilize dictionaries or other manually created ... The oyster shell is very hard and black. I can hear the ocean in that shell. EACL-2006 Tutorial ...
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Integrating%20Constraints%20and%20Metric%20Learning%20in%20Semi-Supervised%20Clustering PowerPoint PPT Presentation
Integrating%20Constraints%20and%20Metric%20Learning%20in%20Semi-Supervised%20Clustering - How to exploit supervision in clustering. Incorporate ... Metric learning and clustering are disjointed. Unsupervised Clustering with Metric Learning ...
How to exploit supervision in clustering. Incorporate ... Metric learning and clustering are disjointed. Unsupervised Clustering with Metric Learning ...
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The%20Magnetothermal%20Instability%20and%20its%20Application%20to%20Clusters%20of%20Galaxies PowerPoint PPT Presentation
The%20Magnetothermal%20Instability%20and%20its%20Application%20to%20Clusters%20of%20Galaxies - 1. The Magnetothermal Instability and its Application to ... Magneto-Rotational. Magneto-Thermal. Keplerian Profile. Conserved Quantity: Angular Momentum ...
1. The Magnetothermal Instability and its Application to ... Magneto-Rotational. Magneto-Thermal. Keplerian Profile. Conserved Quantity: Angular Momentum ...
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C-JDBC:%20a%20High%20Performance%20Database%20Clustering%20Middleware PowerPoint PPT Presentation
C-JDBC:%20a%20High%20Performance%20Database%20Clustering%20Middleware - J2EE performance scalability bounded by database performance. Database ... Guillaume Bort (INRIA Lorraine) JBoss support. Marek Prochazka (INRIA Rhone-Alpes) ...
J2EE performance scalability bounded by database performance. Database ... Guillaume Bort (INRIA Lorraine) JBoss support. Marek Prochazka (INRIA Rhone-Alpes) ...
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Measurement%20of%20Similarity%20and%20Clustering PowerPoint PPT Presentation
Measurement%20of%20Similarity%20and%20Clustering - Otherwise you could claim 'Alex looks like Bob, but Bob looks nothing like Alex. ... Costas Hummingbird. Ruby Topaz Hummingbird. Kestrel. Gyrfalcon. Bald Eagle ...
Otherwise you could claim 'Alex looks like Bob, but Bob looks nothing like Alex. ... Costas Hummingbird. Ruby Topaz Hummingbird. Kestrel. Gyrfalcon. Bald Eagle ...
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Diffusion%20Maps%20and%20Spectral%20Clustering PowerPoint PPT Presentation
Diffusion%20Maps%20and%20Spectral%20Clustering - Title: Diffusion Maps and Spectral Clustering Created Date: 6/1/2006 6:13:16 PM Document presentation format: On-screen Show Company: Signal Innovations
Title: Diffusion Maps and Spectral Clustering Created Date: 6/1/2006 6:13:16 PM Document presentation format: On-screen Show Company: Signal Innovations
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Data%20Mining:%20Concepts%20and%20Techniques%20%20Clustering PowerPoint PPT Presentation
Data%20Mining:%20Concepts%20and%20Techniques%20%20Clustering - Types of Data in Cluster Analysis. A Categorization of Major Clustering Methods ... Cluster Weblog data to discover groups of similar access patterns. 8/11/09 ...
Types of Data in Cluster Analysis. A Categorization of Major Clustering Methods ... Cluster Weblog data to discover groups of similar access patterns. 8/11/09 ...
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Projected%20clustering%20algorithms%20and%20their%20application%20on%20genomic%20data%20analysis PowerPoint PPT Presentation
Projected%20clustering%20algorithms%20and%20their%20application%20on%20genomic%20data%20analysis - Projected clustering algorithms and their application on ... Operon 12_2: hyfA 0. hyfB 0. hyfC 0. hyfD 0. hyfE 6. hyfF 0. hyfG 0. hyfH 0. hyfI 0. b2490 9 ...
Projected clustering algorithms and their application on ... Operon 12_2: hyfA 0. hyfB 0. hyfC 0. hyfD 0. hyfE 6. hyfF 0. hyfG 0. hyfH 0. hyfI 0. b2490 9 ...
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Cellular%20Disco:%20resource%20management%20using%20virtual%20clusters%20on%20shared%20memory%20multiprocessors PowerPoint PPT Presentation
Cellular%20Disco:%20resource%20management%20using%20virtual%20clusters%20on%20shared%20memory%20multiprocessors - Cellular Disco: resource management using virtual clusters on shared memory multiprocessors Published in ACM 1999 by K.Govil, D. Teodosiu,Y. Huang, M. Rosenblum.
Cellular Disco: resource management using virtual clusters on shared memory multiprocessors Published in ACM 1999 by K.Govil, D. Teodosiu,Y. Huang, M. Rosenblum.
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Fast%20Agglomerative%20Clustering%20for%20Rendering PowerPoint PPT Presentation
Fast%20Agglomerative%20Clustering%20for%20Rendering - Heap. Stores best match for each cluster. Enables reuse of partial results across iterations ... Heap-based Algorithm. Initialize KD-Tree with elements ...
Heap. Stores best match for each cluster. Enables reuse of partial results across iterations ... Heap-based Algorithm. Initialize KD-Tree with elements ...
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Making%20Parallel%20Processing%20on%20Clusters%20Efficient,%20Transparent%20and%20Easy%20for%20Programmers PowerPoint PPT Presentation
Making%20Parallel%20Processing%20on%20Clusters%20Efficient,%20Transparent%20and%20Easy%20for%20Programmers - Distributed services for transparent communication and management of basic system resources ... All basic resources: processor, main memory, network, ...
Distributed services for transparent communication and management of basic system resources ... All basic resources: processor, main memory, network, ...
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Random%20Projection%20for%20High%20Dimensional%20Data%20Clustering:%20A%20Cluster%20Ensemble%20Approach PowerPoint PPT Presentation
Random%20Projection%20for%20High%20Dimensional%20Data%20Clustering:%20A%20Cluster%20Ensemble%20Approach - Xiaoli Zhang Fern, Carla E. Brodley. ICML'2003. Presented by Dehong Liu. Contents. Motivation ... The presence of irrelevant and noisy features can mislead the ...
Xiaoli Zhang Fern, Carla E. Brodley. ICML'2003. Presented by Dehong Liu. Contents. Motivation ... The presence of irrelevant and noisy features can mislead the ...
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S311441%20Practical%20Performance%20Management%20for%20Oracle%20Real%20Application%20Clusters PowerPoint PPT Presentation
S311441%20Practical%20Performance%20Management%20for%20Oracle%20Real%20Application%20Clusters - This presentation contains information proprietary to Oracle Corporation. S311441 Practical Performance Management for Oracle Real Application Clusters Michael Zoll ...
This presentation contains information proprietary to Oracle Corporation. S311441 Practical Performance Management for Oracle Real Application Clusters Michael Zoll ...
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INFS%20795%20PROJECT:%20Clustering%20Time%20Series PowerPoint PPT Presentation
INFS%20795%20PROJECT:%20Clustering%20Time%20Series - model-based: a model is hypothesized for each of the clusters to ... examples of medical data: heart-related EKG (top) and brain-related EEG (bottom) epileptic ...
model-based: a model is hypothesized for each of the clusters to ... examples of medical data: heart-related EKG (top) and brain-related EEG (bottom) epileptic ...
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Learning%20Spectral%20Clustering,%20With%20Application%20to%20Speech%20Separation PowerPoint PPT Presentation
Learning%20Spectral%20Clustering,%20With%20Application%20to%20Speech%20Separation - W is not necessarily positive semidefinite; ... R-way Normalized Cuts ... into R disjoint clusters by minimizing the normalized cut, cost function, C(A, W) ...
W is not necessarily positive semidefinite; ... R-way Normalized Cuts ... into R disjoint clusters by minimizing the normalized cut, cost function, C(A, W) ...
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Genetic%20algorithms%20(GA)%20for%20clustering PowerPoint PPT Presentation
Genetic%20algorithms%20(GA)%20for%20clustering - University of Joensuu. Dept. of Computer Science. P.O. Box 111. FIN ... Take cental vectors from parent solution A. and distant vectors from parent solution B ...
University of Joensuu. Dept. of Computer Science. P.O. Box 111. FIN ... Take cental vectors from parent solution A. and distant vectors from parent solution B ...
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Study%20of%20the%20kaonic%20nuclear%20clusters%20at%20DAFNE:%20the%20AMADEUS%20experiment PowerPoint PPT Presentation
Study%20of%20the%20kaonic%20nuclear%20clusters%20at%20DAFNE:%20the%20AMADEUS%20experiment - LNF Spring School 'Bruno Touschek', May 2006. LNF Spring School 'Bruno Touschek', May 15th-19th, 2006. Antikaonic. Matter. At. DAFNE: an ...
LNF Spring School 'Bruno Touschek', May 2006. LNF Spring School 'Bruno Touschek', May 15th-19th, 2006. Antikaonic. Matter. At. DAFNE: an ...
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Database%20Clustering%20and%20Summary%20Generation PowerPoint PPT Presentation
Database%20Clustering%20and%20Summary%20Generation - (store-name = flea-market')) 'Typically, members in the cluster have spent more than $1,000 cash for shopping in a flea-market' Summary Representation ...
(store-name = flea-market')) 'Typically, members in the cluster have spent more than $1,000 cash for shopping in a flea-market' Summary Representation ...
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Efficient%20Algorithms%20for%20Non-parametric%20Clustering%20With%20Clutter PowerPoint PPT Presentation
Efficient%20Algorithms%20for%20Non-parametric%20Clustering%20With%20Clutter - Mixture model approach mixture of Gaussians for features, Poisson process for clutter ... 1. Introduction: Clustering and Clutter. 2. The Cuevas-Febreiro ...
Mixture model approach mixture of Gaussians for features, Poisson process for clutter ... 1. Introduction: Clustering and Clutter. 2. The Cuevas-Febreiro ...
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The%20Urban%20Turn:%20From%20regional%20clusters%20to%20creative%20cities PowerPoint PPT Presentation
The%20Urban%20Turn:%20From%20regional%20clusters%20to%20creative%20cities - Title: Social Capital, Human Capital and Creative Capital: What matters for innovative regions? Author: Bjorn Created Date: 3/20/2005 1:48:53 PM Document presentation ...
Title: Social Capital, Human Capital and Creative Capital: What matters for innovative regions? Author: Bjorn Created Date: 3/20/2005 1:48:53 PM Document presentation ...
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Feature%20Selection%20Focused%20within%20Error%20Clusters PowerPoint PPT Presentation
Feature%20Selection%20Focused%20within%20Error%20Clusters - Best k features chosen separately are usually not the best k when chosen ... To select the optimal subset, one has to exhaustively search through all ...
Best k features chosen separately are usually not the best k when chosen ... To select the optimal subset, one has to exhaustively search through all ...
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Robust%20Information-theoretic%20Clustering PowerPoint PPT Presentation
Robust%20Information-theoretic%20Clustering - Ability to describe the clusters succinctly. Adopt VAC (Volume after Compression) ... Record #bytes for number of clusters k. Record #bytes to record their type ...
Ability to describe the clusters succinctly. Adopt VAC (Volume after Compression) ... Record #bytes for number of clusters k. Record #bytes to record their type ...
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On%20the%20Distribution%20of%20Dark%20Matter%20in%20Clusters%20of%20Galaxies PowerPoint PPT Presentation
On%20the%20Distribution%20of%20Dark%20Matter%20in%20Clusters%20of%20Galaxies - Extended velocity dispersion profile of the brightest cluster galaxy (e.g. Kelson et al. 2002) ... Kelson et al. 2002. Constraints on the inner slope with rsc ...
Extended velocity dispersion profile of the brightest cluster galaxy (e.g. Kelson et al. 2002) ... Kelson et al. 2002. Constraints on the inner slope with rsc ...
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A%20Parallel%20External-Memory%20Frontier%20Breadth-First%20Traversal%20Algorithm%20for%20Clusters%20of%20Workstations PowerPoint PPT Presentation
A%20Parallel%20External-Memory%20Frontier%20Breadth-First%20Traversal%20Algorithm%20for%20Clusters%20of%20Workstations - is based on the frontier breadth-first traversal algorithm. is secondary ... During a breadth-first traversal each vertex is in one ... Conquer Breadth-First ...
is based on the frontier breadth-first traversal algorithm. is secondary ... During a breadth-first traversal each vertex is in one ... Conquer Breadth-First ...
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Constraining%20dark%20energy%20with%20Con-X%20galaxy%20clusters PowerPoint PPT Presentation
Constraining%20dark%20energy%20with%20Con-X%20galaxy%20clusters - ... dark energy with Con-X galaxy clusters. David Rapetti, KIPAC ... Large-area SZ surveys like the South Pole Telescope and Planck can also provide Con-X targets. ...
... dark energy with Con-X galaxy clusters. David Rapetti, KIPAC ... Large-area SZ surveys like the South Pole Telescope and Planck can also provide Con-X targets. ...
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Relational%20Clustering%20for%20Entity%20Resolution%20Queries PowerPoint PPT Presentation
Relational%20Clustering%20for%20Entity%20Resolution%20Queries - Relational Clustering for Entity Resolution Queries. Indrajit Bhattacharya, Louis Licamele ... Resolution Query. Do disambiguation ...
Relational Clustering for Entity Resolution Queries. Indrajit Bhattacharya, Louis Licamele ... Resolution Query. Do disambiguation ...
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Storage%20and%20Transfer%20Solutions%20Between%20Clusters PowerPoint PPT Presentation
Storage%20and%20Transfer%20Solutions%20Between%20Clusters - I/O daemons. Distributed. files. Reply. Meta. Meta. Large. bandwidth. Small. bandwidth. Small ... GXfer comes with I/O daemons : dynamic loading of file system plugins ...
I/O daemons. Distributed. files. Reply. Meta. Meta. Large. bandwidth. Small. bandwidth. Small ... GXfer comes with I/O daemons : dynamic loading of file system plugins ...
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Dynamic%20Clustering%20for%20Acoustic%20Target%20Tracking%20in%20Wireless%20Sensor%20Network PowerPoint PPT Presentation
Dynamic%20Clustering%20for%20Acoustic%20Target%20Tracking%20in%20Wireless%20Sensor%20Network - attenuation coefficient : white Gaussian noise. 8. Energy-based Localization ... Signals must attenuate with propagation distance. 1 cluster for 1 signal ...
attenuation coefficient : white Gaussian noise. 8. Energy-based Localization ... Signals must attenuate with propagation distance. 1 cluster for 1 signal ...
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Media richness theory PowerPoint PPT Presentation
Media richness theory - Author Daft, R. L., Lengel, ... ( ) Media richness theory Hierarchy of Media Richness Source: Daft, Lengel, and Trevino (1987) ...
Author Daft, R. L., Lengel, ... ( ) Media richness theory Hierarchy of Media Richness Source: Daft, Lengel, and Trevino (1987) ...
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Microsoft SQL Server High Availability and Disaster Recovery PowerPoint PPT Presentation
Microsoft SQL Server High Availability and Disaster Recovery - Manual intervention required to restore offline data copy. Backup and restore. Warm standby ... Backup and Restore. Database. Backup. Log Shipping. Primary ...
Manual intervention required to restore offline data copy. Backup and restore. Warm standby ... Backup and Restore. Database. Backup. Log Shipping. Primary ...
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Stars and Galaxies PowerPoint PPT Presentation
Stars and Galaxies - Title: Stars and Galaxies Author: Christine Shupla Last modified by: David Lockett Created Date: 3/19/2002 2:04:25 PM Document presentation format
Title: Stars and Galaxies Author: Christine Shupla Last modified by: David Lockett Created Date: 3/19/2002 2:04:25 PM Document presentation format
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RTLB%20Principal%20and%20Cluster%20Management%20Induction PowerPoint PPT Presentation
RTLB%20Principal%20and%20Cluster%20Management%20Induction - manage the governance and accountability framework within the cluster in accordance with the Treaty of Waitangi. employ the RTLB in the cluster.
manage the governance and accountability framework within the cluster in accordance with the Treaty of Waitangi. employ the RTLB in the cluster.
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What%20is%20Cluster%20Analysis? PowerPoint PPT Presentation
What%20is%20Cluster%20Analysis? - What is Cluster Analysis? Cluster: a collection of data objects Similar to one another within the same cluster Dissimilar to the objects in other clusters
What is Cluster Analysis? Cluster: a collection of data objects Similar to one another within the same cluster Dissimilar to the objects in other clusters
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Extended%20ionized%20gas%20regions%20around%20the%20Coma%20cluster%20galaxies PowerPoint PPT Presentation
Extended%20ionized%20gas%20regions%20around%20the%20Coma%20cluster%20galaxies - Extended ionized gas regions around the Coma cluster galaxies Michitoshi YOSHIDA Okayama Astrophysical Observatory, NAOJ with Masafumi Yagi, Sadanori Okamura, Yutaka ...
Extended ionized gas regions around the Coma cluster galaxies Michitoshi YOSHIDA Okayama Astrophysical Observatory, NAOJ with Masafumi Yagi, Sadanori Okamura, Yutaka ...
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Data%20Mining%20Cluster%20Analysis:%20Basic%20Concepts%20and%20Algorithms PowerPoint PPT Presentation
Data%20Mining%20Cluster%20Analysis:%20Basic%20Concepts%20and%20Algorithms - In fuzzy clustering, a point belongs to every cluster with some weight between 0 and 1 ... Used when the clusters are irregular, and when noise and outliers are ...
In fuzzy clustering, a point belongs to every cluster with some weight between 0 and 1 ... Used when the clusters are irregular, and when noise and outliers are ...
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What%20is%20Cluster%20Analysis? PowerPoint PPT Presentation
What%20is%20Cluster%20Analysis? - create thematic maps in GIS by clustering feature spaces ... If q = 1, d is Manhattan distance. 9/30/09. 12. Similarity and Dissimilarity Between Objects (Cont. ...
create thematic maps in GIS by clustering feature spaces ... If q = 1, d is Manhattan distance. 9/30/09. 12. Similarity and Dissimilarity Between Objects (Cont. ...
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On%20the%20Conformance%20of%20a%20Cluster%20Implementation%20of%20the%20Java%20Memory%20Model PowerPoint PPT Presentation
On%20the%20Conformance%20of%20a%20Cluster%20Implementation%20of%20the%20Java%20Memory%20Model - On the Conformance of a Cluster Implementation of the Java Memory Model Philip J. Hatcher University of New Hampshire Philip.Hatcher@unh.edu
On the Conformance of a Cluster Implementation of the Java Memory Model Philip J. Hatcher University of New Hampshire Philip.Hatcher@unh.edu
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SONG%20Cluster%20Software PowerPoint PPT Presentation
SONG%20Cluster%20Software - SONG Cluster Software A few elements of the SONG software principles S ren Frandsen, Jonas B. Nielsen and Mads Fredslund Andersen Aarhus University
SONG Cluster Software A few elements of the SONG software principles S ren Frandsen, Jonas B. Nielsen and Mads Fredslund Andersen Aarhus University
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