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Dendrograms for Data Mining PowerPoint PPT Presentation
Dendrograms for Data Mining - Eamonn Keogh Dendrograms for Data Mining 21225212 I. Location of maximum blade width 1. Proximal quarter 2. Secondmost proximal quarter 3. Secondmost distal quarter 4.
Eamonn Keogh Dendrograms for Data Mining 21225212 I. Location of maximum blade width 1. Proximal quarter 2. Secondmost proximal quarter 3. Secondmost distal quarter 4.
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ECE 549CS 543: COMPUTER VISION LECTURE 23 PowerPoint PPT Presentation
ECE 549CS 543: COMPUTER VISION LECTURE 23 - Gestalt Cues for Grouping. Gestalt Cues for Grouping ... group-average clustering. Dendrograms. yield a picture of output as clustering process continues ...
Gestalt Cues for Grouping. Gestalt Cues for Grouping ... group-average clustering. Dendrograms. yield a picture of output as clustering process continues ...
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Results PowerPoint PPT Presentation
Results - It is generally assumed that information derived from the MMPI-2 can assist the ... Clusters Determined: Scree Plots, Dendrograms, & Group membership ...
It is generally assumed that information derived from the MMPI-2 can assist the ... Clusters Determined: Scree Plots, Dendrograms, & Group membership ...
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Interactive Exploration of Hierarchical Clustering Results HCE (Hierarchical Clustering Explorer) PowerPoint PPT Presentation
Interactive Exploration of Hierarchical Clustering Results HCE (Hierarchical Clustering Explorer) - Interactive Exploration of Hierarchical Clustering Results. HCE (Hierarchical ... Integrate four features to interactively explore clustering results to gain a ...
Interactive Exploration of Hierarchical Clustering Results. HCE (Hierarchical ... Integrate four features to interactively explore clustering results to gain a ...
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Biology-Driven Clustering of Microarray Data: PowerPoint PPT Presentation
Biology-Driven Clustering of Microarray Data: - Title: Biology-Driven Clustering of Microarray Data Last modified by: Kevin Coombes Created Date: 9/30/1996 6:28:10 PM Document presentation format
Title: Biology-Driven Clustering of Microarray Data Last modified by: Kevin Coombes Created Date: 9/30/1996 6:28:10 PM Document presentation format
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Important clustering methods used in microarray data analysis PowerPoint PPT Presentation
Important clustering methods used in microarray data analysis - Important clustering methods used in microarray data analysis Steve Horvath Human Genetics and Biostatistics UCLA Contents Multidimensional scaling plots Related to ...
Important clustering methods used in microarray data analysis Steve Horvath Human Genetics and Biostatistics UCLA Contents Multidimensional scaling plots Related to ...
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Bioinformatics PowerPoint PPT Presentation
Bioinformatics - 3. Fold change & log transformation. 4. Correlation Coefficient, r. Fold Change & Log Transformation. 1. Ratio of experimental to control expression levels ...
3. Fold change & log transformation. 4. Correlation Coefficient, r. Fold Change & Log Transformation. 1. Ratio of experimental to control expression levels ...
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Introduction to Bioinformatics PowerPoint PPT Presentation
Introduction to Bioinformatics - Title: PowerPoint Presentation Author: Robert A. Scott Last modified by: heringa Created Date: 4/8/2002 2:53:29 AM Document presentation format: On-screen Show (4:3)
Title: PowerPoint Presentation Author: Robert A. Scott Last modified by: heringa Created Date: 4/8/2002 2:53:29 AM Document presentation format: On-screen Show (4:3)
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Hierarchical Clustering PowerPoint PPT Presentation
Hierarchical Clustering - Hierarchical Clustering Agglomerative approach Initialization: Each object is a cluster Iteration: Merge two clusters which are most similar to each other;
Hierarchical Clustering Agglomerative approach Initialization: Each object is a cluster Iteration: Merge two clusters which are most similar to each other;
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Interaction Week 7 CPSC 533C, Spring 2003 PowerPoint PPT Presentation
Interaction Week 7 CPSC 533C, Spring 2003 - Interactive Information Visualization of One Million Items, ... Zooming, flipping, animated transitions. More linked views. key infovis interaction principle ...
Interactive Information Visualization of One Million Items, ... Zooming, flipping, animated transitions. More linked views. key infovis interaction principle ...
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BioInformatics (3) PowerPoint PPT Presentation
BioInformatics (3) - Computational Issues Data Warehousing: Organising Biological Information into a Structured ... Search and learning problems in sequence analysis (Whole genome) ...
Computational Issues Data Warehousing: Organising Biological Information into a Structured ... Search and learning problems in sequence analysis (Whole genome) ...
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RNA1: Structure PowerPoint PPT Presentation
RNA1: Structure - Title: RNA Clustering Author: George Church Last modified by: geo Created Date: 10/13/1999 9:46:20 PM Document presentation format: On-screen Show Company
Title: RNA Clustering Author: George Church Last modified by: geo Created Date: 10/13/1999 9:46:20 PM Document presentation format: On-screen Show Company
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Environmental correlates to morphological distinction in Late Eocene Oligopygus haldemani from Flori PowerPoint PPT Presentation
Environmental correlates to morphological distinction in Late Eocene Oligopygus haldemani from Flori - Simplified version on inset at right. North of Strait (NStr) Northern Ramp (SRmp) ... Simplified version on inset at right. O.Wetherbyi ('O. colsoni') zone ...
Simplified version on inset at right. North of Strait (NStr) Northern Ramp (SRmp) ... Simplified version on inset at right. O.Wetherbyi ('O. colsoni') zone ...
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Understanding%20of%20complex%20data%20using%20Computational%20Intelligence%20methods PowerPoint PPT Presentation
Understanding%20of%20complex%20data%20using%20Computational%20Intelligence%20methods - Understanding of complex data. using Computational Intelligence methods. Wlodzislaw Duch ... Fine Needle Aspirate of Breast Lesions, red=malignant, green=benign ...
Understanding of complex data. using Computational Intelligence methods. Wlodzislaw Duch ... Fine Needle Aspirate of Breast Lesions, red=malignant, green=benign ...
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Clustering microarray data PowerPoint PPT Presentation
Clustering microarray data - Clustering microarray data 09/26/07 Overview Clustering is an unsupervised learning clustering is used to build groups of genes with related expression patterns.
Clustering microarray data 09/26/07 Overview Clustering is an unsupervised learning clustering is used to build groups of genes with related expression patterns.
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The PhenePlate software PowerPoint PPT Presentation
The PhenePlate software - Read PhP data with a microplate reader - DOS reading version ... If you have used a flatbed scanner for reading plates, go back to PhP menu and ...
Read PhP data with a microplate reader - DOS reading version ... If you have used a flatbed scanner for reading plates, go back to PhP menu and ...
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Understanding of complex data using Computational Intelligence methods PowerPoint PPT Presentation
Understanding of complex data using Computational Intelligence methods - Understanding of complex data using Computational Intelligence methods W odzis aw Duch Dept. of Informatics, Nicholas Copernicus University, Toru , Poland
Understanding of complex data using Computational Intelligence methods W odzis aw Duch Dept. of Informatics, Nicholas Copernicus University, Toru , Poland
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PATTERN RECOGNITION : CLUSTERING AND CLASSIFICATION PowerPoint PPT Presentation
PATTERN RECOGNITION : CLUSTERING AND CLASSIFICATION - Grouping organisms according to similarity from chemical fingerprints. DNA base pairs, proteins ... Petal width, petal length, sepal width, sepal length ...
Grouping organisms according to similarity from chemical fingerprints. DNA base pairs, proteins ... Petal width, petal length, sepal width, sepal length ...
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Introduction to Cluster Analysis PowerPoint PPT Presentation
Introduction to Cluster Analysis - Title: Cluster Analysis Author: cchen Last modified by: CChen Created Date: 2/23/2004 6:32:56 AM Document presentation format: (4:3)
Title: Cluster Analysis Author: cchen Last modified by: CChen Created Date: 2/23/2004 6:32:56 AM Document presentation format: (4:3)
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Segmentation by Clustering Reading: Chapter 14 (skip 14.5) PowerPoint PPT Presentation
Segmentation by Clustering Reading: Chapter 14 (skip 14.5) - ... obtain a compact representation for interesting image data in terms of a set of components ... large absolute values are interesting pixels. Background Subtraction ...
... obtain a compact representation for interesting image data in terms of a set of components ... large absolute values are interesting pixels. Background Subtraction ...
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Ensembles of Partitions via Data Resampling PowerPoint PPT Presentation
Ensembles of Partitions via Data Resampling - Ensembles of Partitions via Data Resampling Behrouz Minaei, Alexander Topchy and William Punch Department of Computer Science and Engineering ITCC 2004, Las Vegas ...
Ensembles of Partitions via Data Resampling Behrouz Minaei, Alexander Topchy and William Punch Department of Computer Science and Engineering ITCC 2004, Las Vegas ...
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Bioinformatics PowerPoint PPT Presentation
Bioinformatics - Bioinformatics Pattern recognition Multivariate statistics Patterns Some are easy some are not Knitting patterns Cooking recipes Pictures (dot plots) Colour patterns ...
Bioinformatics Pattern recognition Multivariate statistics Patterns Some are easy some are not Knitting patterns Cooking recipes Pictures (dot plots) Colour patterns ...
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Read PowerPoint PPT Presentation
Read - Read chainLetters.pdf in my public directory C. H. Bennett, M. Li, and B. Ma,
Read chainLetters.pdf in my public directory C. H. Bennett, M. Li, and B. Ma,
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Clustering methods used in microarray data analysis PowerPoint PPT Presentation
Clustering methods used in microarray data analysis - Gentleman, Carey, et al (Bioinformatics and Comp Biology Solutings Using R) Chapters ... Milligan and Cooper (Psychometrika 50:159-179, 1985) studied 30 methods ...
Gentleman, Carey, et al (Bioinformatics and Comp Biology Solutings Using R) Chapters ... Milligan and Cooper (Psychometrika 50:159-179, 1985) studied 30 methods ...
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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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Attribute Interactions in Medical Data Analysis PowerPoint PPT Presentation
Attribute Interactions in Medical Data Analysis - Correlation can be generalized to more than 2 ... luxation. late. luxation. moderator. effect. cause. Orange. Summary. Visualization methods attempt to: ...
Correlation can be generalized to more than 2 ... luxation. late. luxation. moderator. effect. cause. Orange. Summary. Visualization methods attempt to: ...
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Cluster Analysis PowerPoint PPT Presentation
Cluster Analysis - Discontinuities: places to put divisions between clusters. Discontinuities: ... 2. The two clusters with least dissimilarity are merged ...
Discontinuities: places to put divisions between clusters. Discontinuities: ... 2. The two clusters with least dissimilarity are merged ...
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Bioinformatics PowerPoint PPT Presentation
Bioinformatics - Title: PowerPoint Presentation Author: heringa Last modified by: heringa Created Date: 2/20/2003 5:34:46 PM Document presentation format: On-screen Show
Title: PowerPoint Presentation Author: heringa Last modified by: heringa Created Date: 2/20/2003 5:34:46 PM Document presentation format: On-screen Show
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Epistasis and a Flexible Framework for Detecting Epistasis PowerPoint PPT Presentation
Epistasis and a Flexible Framework for Detecting Epistasis - Biological and Statistical Epistasis ... Deviations from additivity in a linear statistical model define statistical epistasis. ... Why is There Epistasis? ...
Biological and Statistical Epistasis ... Deviations from additivity in a linear statistical model define statistical epistasis. ... Why is There Epistasis? ...
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Microbial taxonomy and phylogeny PowerPoint PPT Presentation
Microbial taxonomy and phylogeny - Microbial taxonomy and phylogeny Taxonomy - the science of biological classification Phylogeny - the evolutionary development of a species Genetic analysis Study of ...
Microbial taxonomy and phylogeny Taxonomy - the science of biological classification Phylogeny - the evolutionary development of a species Genetic analysis Study of ...
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PolySNAP 3 intro PowerPoint PPT Presentation
PolySNAP 3 intro - PolySNAP 3 is the successor product to the groundbreaking PolySNAP ... Data formats: RAW, Powder-CIF, ASCII, CSV, Raman SPC, Opus, ... 9/15/09. Bruker Confidential ...
PolySNAP 3 is the successor product to the groundbreaking PolySNAP ... Data formats: RAW, Powder-CIF, ASCII, CSV, Raman SPC, Opus, ... 9/15/09. Bruker Confidential ...
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BiologyDriven Clustering of Microarray Data PowerPoint PPT Presentation
BiologyDriven Clustering of Microarray Data - melanoma.loximvi. melanoma.uacc577. melanoma.m14. melanoma.skmel2. melanoma.skmel5. melanoma.malme3m. melanoma.skmel28. melanoma.uacc62. nsclc.h322 ...
melanoma.loximvi. melanoma.uacc577. melanoma.m14. melanoma.skmel2. melanoma.skmel5. melanoma.malme3m. melanoma.skmel28. melanoma.uacc62. nsclc.h322 ...
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ARCC Staff PowerPoint PPT Presentation
ARCC Staff - ... wage data) and peer grouping. No data changes can be ... New exogenous variables as predictors resulted in new peer grouping factors, models and results. ...
... wage data) and peer grouping. No data changes can be ... New exogenous variables as predictors resulted in new peer grouping factors, models and results. ...
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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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Clustering Gene Expression Data: The Good, The Bad, and The Misinterpreted PowerPoint PPT Presentation
Clustering Gene Expression Data: The Good, The Bad, and The Misinterpreted - Clustering Gene Expression Data: The Good, The Bad, and The Misinterpreted Elizabeth Garrett-Mayer November 5, 2003 Oncology Biostatistics Johns Hopkins University
Clustering Gene Expression Data: The Good, The Bad, and The Misinterpreted Elizabeth Garrett-Mayer November 5, 2003 Oncology Biostatistics Johns Hopkins University
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Bruker AXS Company Presentation PowerPoint PPT Presentation
Bruker AXS Company Presentation - PolySNAP 3 is the successor product to the groundbreaking PolySNAP ... Data formats: RAW, Powder-CIF, ASCII, CSV, Raman SPC, Opus. 8/10/09. Bruker Confidential ...
PolySNAP 3 is the successor product to the groundbreaking PolySNAP ... Data formats: RAW, Powder-CIF, ASCII, CSV, Raman SPC, Opus. 8/10/09. Bruker Confidential ...
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Analyzing Attribute Dependencies PowerPoint PPT Presentation
Analyzing Attribute Dependencies - Analyzing Attribute Dependencies. Aleks Jakulin & Ivan Bratko ... Negative: conditional independence, redundant attributes redundancy ...
Analyzing Attribute Dependencies. Aleks Jakulin & Ivan Bratko ... Negative: conditional independence, redundant attributes redundancy ...
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A New Measure Summarising Information Conveyed in Cluster Analysis of CardSort Data: Application to PowerPoint PPT Presentation
A New Measure Summarising Information Conveyed in Cluster Analysis of CardSort Data: Application to - SME sorts cards into piles (values) according to different criteria (attributes) ... 'Descriptor' card-sorts: Subjects (32) : 8 JN, 8 SN, 8JD, 8 SD (in progress, 1st ...
SME sorts cards into piles (values) according to different criteria (attributes) ... 'Descriptor' card-sorts: Subjects (32) : 8 JN, 8 SN, 8JD, 8 SD (in progress, 1st ...
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Partitioning Algorithms: Basic Concept PowerPoint PPT Presentation
Partitioning Algorithms: Basic Concept - Partitioning method: Construct a partition of a database D of n objects into a ... RM. NA. MI/TO. FI. BA ... Messy to construct if number of points is large. ...
Partitioning method: Construct a partition of a database D of n objects into a ... RM. NA. MI/TO. FI. BA ... Messy to construct if number of points is large. ...
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Evolution/Phylogeny PowerPoint PPT Presentation
Evolution/Phylogeny - Title: Evolution/Phylogeny Author: Jaap Heringa Last modified by: heringa Created Date: 11/17/2003 8:59:53 PM Document presentation format: On-screen Show
Title: Evolution/Phylogeny Author: Jaap Heringa Last modified by: heringa Created Date: 11/17/2003 8:59:53 PM Document presentation format: On-screen Show
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Introduction to Bioinformatics Microarrays 3: Data Clustering PowerPoint PPT Presentation
Introduction to Bioinformatics Microarrays 3: Data Clustering - Self Organising Maps (SOM) Dimensionality Reduction: PCA & MDS. Introduction ... Self Organising Maps. Self Organising Maps (SOM) algorithm is similar to ...
Self Organising Maps (SOM) Dimensionality Reduction: PCA & MDS. Introduction ... Self Organising Maps. Self Organising Maps (SOM) algorithm is similar to ...
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Extended Overview of Weighted Gene Co-Expression Network Analysis (WGCNA) PowerPoint PPT Presentation
Extended Overview of Weighted Gene Co-Expression Network Analysis (WGCNA) - Module eigengene can be interpreted as the most highly connected ... Horvath S (2005)
Module eigengene can be interpreted as the most highly connected ... Horvath S (2005)
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Analyse en Composantes Principales (avec SPAD) et Classification Ascendante Hi PowerPoint PPT Presentation
Analyse en Composantes Principales (avec SPAD) et Classification Ascendante Hi - Title: La r gression multiple Author: GROUPE HEC Last modified by: Groupe HEC Created Date: 10/9/1999 1:59:55 PM Document presentation format: Affichage l' cran
Title: La r gression multiple Author: GROUPE HEC Last modified by: Groupe HEC Created Date: 10/9/1999 1:59:55 PM Document presentation format: Affichage l' cran
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Understanding of data using Computational Intelligence methods PowerPoint PPT Presentation
Understanding of data using Computational Intelligence methods - Applications: psychometry, medical diagnosis support, hematology project, Bayer Diagnostics. ... Psychometry. There is no simple correlation between single ...
Applications: psychometry, medical diagnosis support, hematology project, Bayer Diagnostics. ... Psychometry. There is no simple correlation between single ...
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ESMA 6835 Mineria de Datos PowerPoint PPT Presentation
ESMA 6835 Mineria de Datos - La idea de analisis de conglomerados ('clustering' ) es agrupar muestras (filas) ... Se supone que las clases a las que pertenecen las ... sombupa$codes ...
La idea de analisis de conglomerados ('clustering' ) es agrupar muestras (filas) ... Se supone que las clases a las que pertenecen las ... sombupa$codes ...
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Reading Phylogenetic Trees PowerPoint PPT Presentation
Reading Phylogenetic Trees - ... internal nodes of the tree represent the common ancestors of those descendents. ... Two descendents that split from the same node are called sister groups. ...
... internal nodes of the tree represent the common ancestors of those descendents. ... Two descendents that split from the same node are called sister groups. ...
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Clustering PowerPoint PPT Presentation
Clustering - What is clustering? ... Each object is viewed as a cluster (bottom up) ... Terminate when no new point can be added to any cluster ...
What is clustering? ... Each object is viewed as a cluster (bottom up) ... Terminate when no new point can be added to any cluster ...
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Clustering PowerPoint PPT Presentation
Clustering - We truncate it to r=4 and obtain, once again, our best results for s=0.5, where ... Apply SVD and truncate to r-space by selecting the first r significant eigenvectors ...
We truncate it to r=4 and obtain, once again, our best results for s=0.5, where ... Apply SVD and truncate to r-space by selecting the first r significant eigenvectors ...
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III Workshop Comparative Microbial Genomics PowerPoint PPT Presentation
III Workshop Comparative Microbial Genomics - III Workshop Comparative Microbial Genomics
III Workshop Comparative Microbial Genomics
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Understanding of data using Computational Intelligence methods PowerPoint PPT Presentation
Understanding of data using Computational Intelligence methods - Understanding of data using Computational Intelligence methods ... Dept. of Informatics, Nicholas Copernicus ... Applications: psychometry, medical diagnosis ...
Understanding of data using Computational Intelligence methods ... Dept. of Informatics, Nicholas Copernicus ... Applications: psychometry, medical diagnosis ...
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Research Directions in Adaptive Mixtures and ModelBased Clustering PowerPoint PPT Presentation
Research Directions in Adaptive Mixtures and ModelBased Clustering - This work has been conducted jointly with Jeff Solka, NSWCDD. ... Posse (JCGS) used initial partitions based on minimal spanning tree. K-means ...
This work has been conducted jointly with Jeff Solka, NSWCDD. ... Posse (JCGS) used initial partitions based on minimal spanning tree. K-means ...
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Clustering PowerPoint PPT Presentation
Clustering - Clustering. Petter Mostad. Clustering vs. class prediction. Class prediction: A learning set of objects with known classes. Goal: put new objects into existing classes ...
Clustering. Petter Mostad. Clustering vs. class prediction. Class prediction: A learning set of objects with known classes. Goal: put new objects into existing classes ...
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Visualization for Classification and Clustering Techniques PowerPoint PPT Presentation
Visualization for Classification and Clustering Techniques - Vertical representation - allows for easy user interaction ... Louie, J. Q. and Kraay, T., 'Origami: A New Visualization Tool', KDD-99, San Diego, CA ...
Vertical representation - allows for easy user interaction ... Louie, J. Q. and Kraay, T., 'Origami: A New Visualization Tool', KDD-99, San Diego, CA ...
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Introduction to Data Mining of Microarrays using the MicroArray Explorer PowerPoint PPT Presentation
Introduction to Data Mining of Microarrays using the MicroArray Explorer - ... available for download from Web to run on your computer 3. Integrated with NCI ... K-means clustering finds K clusters of similar genes. ...
... available for download from Web to run on your computer 3. Integrated with NCI ... K-means clustering finds K clusters of similar genes. ...
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Classification PowerPoint PPT Presentation
Classification - Typology. Define conceptual attributes. Select appropriate attributes. Create typology matrix (substruction) Insert empirical entities in matrix ...
Typology. Define conceptual attributes. Select appropriate attributes. Create typology matrix (substruction) Insert empirical entities in matrix ...
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