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Naftali Tishby PowerPoint PPT Presentation
Naftali Tishby - 0. Naftali Tishby. School of Computer Science and Engineering. Hebrew ... with Dj,j= i Wi,j , ... for more complex cases (like natural language or music) ...
0. Naftali Tishby. School of Computer Science and Engineering. Hebrew ... with Dj,j= i Wi,j , ... for more complex cases (like natural language or music) ...
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Probabilistic Suffix Trees PowerPoint PPT Presentation
Probabilistic Suffix Trees - Provide efficient prediction ... PSTs were introduced by Ron, Singer, Tishby. Bejerano, Yona made further ... performance: Pfarm, SCOP. 22. Conclusions ...
Provide efficient prediction ... PSTs were introduced by Ron, Singer, Tishby. Bejerano, Yona made further ... performance: Pfarm, SCOP. 22. Conclusions ...
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Distributional clustering of English words PowerPoint PPT Presentation
Distributional clustering of English words - Distributional clustering of English words Authors: Fernando Pereira, Naftali Tishby, Lillian Lee Presenter: Marian Olteanu Introduction Method for automatic ...
Distributional clustering of English words Authors: Fernando Pereira, Naftali Tishby, Lillian Lee Presenter: Marian Olteanu Introduction Method for automatic ...
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Geometric Clustering and the Information Bottleneck PowerPoint PPT Presentation
Geometric Clustering and the Information Bottleneck - ... 2004. CMU ML lunch. 1. Geometric Clustering. and the Information Bottleneck. Key concepts of the NIPS 2003 paper by Susanne Still, William Bialek, and Leon Bottou ...
... 2004. CMU ML lunch. 1. Geometric Clustering. and the Information Bottleneck. Key concepts of the NIPS 2003 paper by Susanne Still, William Bialek, and Leon Bottou ...
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Information Theoretic Clustering, Co-clustering and Matrix Approximations Inderjit S. Dhillon University of Texas, Austin PowerPoint PPT Presentation
Information Theoretic Clustering, Co-clustering and Matrix Approximations Inderjit S. Dhillon University of Texas, Austin - Title: Information Theoretic Clustering and Co-Clustering for Text Mining Author: Inderjit Dhillon Last modified by: Inderjit Dhillon Created Date
Title: Information Theoretic Clustering and Co-Clustering for Text Mining Author: Inderjit Dhillon Last modified by: Inderjit Dhillon Created Date
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Active Learning PowerPoint PPT Presentation
Active Learning - The learner constructs the examples from basic units ... Instantaneous information gain from the ith example: 8. Selecting the Most Informative Queries ...
The learner constructs the examples from basic units ... Instantaneous information gain from the ith example: 8. Selecting the Most Informative Queries ...
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Active Learning COMS 6998-4: Learning and Empirical Inference PowerPoint PPT Presentation
Active Learning COMS 6998-4: Learning and Empirical Inference - Given m labeled points, want to learn a classifier with misclassification rate ... Synthetic instances created were incomprehensible to humans! ...
Given m labeled points, want to learn a classifier with misclassification rate ... Synthetic instances created were incomprehensible to humans! ...
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Information Theoretic Clustering, Co-clustering and Matrix Approximations Inderjit S. Dhillon University of Texas, Austin PowerPoint PPT Presentation
Information Theoretic Clustering, Co-clustering and Matrix Approximations Inderjit S. Dhillon University of Texas, Austin - Hard Clustering -- Each object belongs to a single cluster ... Key goal is to exploit the 'duality' between row and column clustering to ...
Hard Clustering -- Each object belongs to a single cluster ... Key goal is to exploit the 'duality' between row and column clustering to ...
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A%20Bifurcation%20Theoretical%20Approach PowerPoint PPT Presentation
A%20Bifurcation%20Theoretical%20Approach - A Bifurcation Theoretical Approach to the Solving the Neural Coding Problem June 28 Albert E. Parker Complex Biological Systems Department of Mathematical ...
A Bifurcation Theoretical Approach to the Solving the Neural Coding Problem June 28 Albert E. Parker Complex Biological Systems Department of Mathematical ...
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Unsupervised Methods PowerPoint PPT Presentation
Unsupervised Methods - Unsupervised Methods
Unsupervised Methods
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Semi-Supervised Clustering and its Application to Text Clustering and Record Linkage PowerPoint PPT Presentation
Semi-Supervised Clustering and its Application to Text Clustering and Record Linkage - Title: KGP 2002 Talk Author: Sugato Basu Last modified by: Raymond Mooney Created Date: 5/20/2001 10:11:52 PM Document presentation format: On-screen Show
Title: KGP 2002 Talk Author: Sugato Basu Last modified by: Raymond Mooney Created Date: 5/20/2001 10:11:52 PM Document presentation format: On-screen Show
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On feature distributional clustering for text categorization PowerPoint PPT Presentation
On feature distributional clustering for text categorization - Reuters (ModApte split): 7063 articles in the training set, 2742 articles in the ... The results are achieved on 10 largest categories of Reuters. ...
Reuters (ModApte split): 7063 articles in the training set, 2742 articles in the ... The results are achieved on 10 largest categories of Reuters. ...
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Lecture%203:%20Introduction%20to%20Feature%20Selection PowerPoint PPT Presentation
Lecture%203:%20Introduction%20to%20Feature%20Selection - Soc.religion.christian: god, church, sin. Talk.politics.mideast: israel, armenian, turkish ... Reuters: 21578 news wire, 114 semantic categories. 20 newsgroups: ...
Soc.religion.christian: god, church, sin. Talk.politics.mideast: israel, armenian, turkish ... Reuters: 21578 news wire, 114 semantic categories. 20 newsgroups: ...
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Analysis of perceptron-based active learning PowerPoint PPT Presentation
Analysis of perceptron-based active learning - Title: Slide 1 Author: MoreMusic Last modified by: Claire Created Date: 5/2/2005 9:47:44 PM Document presentation format: On-screen Show Company: CSAIL
Title: Slide 1 Author: MoreMusic Last modified by: Claire Created Date: 5/2/2005 9:47:44 PM Document presentation format: On-screen Show Company: CSAIL
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Wonders of the Digital Envelope PowerPoint PPT Presentation
Wonders of the Digital Envelope - Institute for Advanced Study ... Of 7th IBM symposium on mathematical foundations of computer science. ... Affine map L: Mn(F) Mk(F) is good if Pern = Detk L ...
Institute for Advanced Study ... Of 7th IBM symposium on mathematical foundations of computer science. ... Affine map L: Mn(F) Mk(F) is good if Pern = Detk L ...
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NIPS 2001 Workshop on Feature/Variable Selection Isabelle Guyon BIOwulf Technologies PowerPoint PPT Presentation
NIPS 2001 Workshop on Feature/Variable Selection Isabelle Guyon BIOwulf Technologies - Kristin P. Bennett, Mark Embrechts and, Curt Breneman ... Lasso-type estimators for variable selection - Yves Grandvalet and St phane Canu ...
Kristin P. Bennett, Mark Embrechts and, Curt Breneman ... Lasso-type estimators for variable selection - Yves Grandvalet and St phane Canu ...
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Information Theoretic Clustering, Co-clustering and Matrix Approximations Inderjit S. Dhillon University of Texas, Austin PowerPoint PPT Presentation
Information Theoretic Clustering, Co-clustering and Matrix Approximations Inderjit S. Dhillon University of Texas, Austin - Dmoz Science HTML data. 49 leaves in the hierarchy. 5000 documents with 14538 words ... Results (Dmoz) Hierarchical Classifier (Na ve Bayes at each node) ...
Dmoz Science HTML data. 49 leaves in the hierarchy. 5000 documents with 14538 words ... Results (Dmoz) Hierarchical Classifier (Na ve Bayes at each node) ...
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Performance Comparison: Higher Order Nave Bayes with Words vs. Word Clusters as Feature Vectors PowerPoint PPT Presentation
Performance Comparison: Higher Order Nave Bayes with Words vs. Word Clusters as Feature Vectors - (quote: Michael I. Jordan. U.C, Berkeley) Data Mining ... 's Data Mining & Machine Learning? ( quote Michael Jordan 'machine learning quote' ...
(quote: Michael I. Jordan. U.C, Berkeley) Data Mining ... 's Data Mining & Machine Learning? ( quote Michael Jordan 'machine learning quote' ...
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Unsupervised Image Clustering using Probabilistic Continuous Models and Information Theoretic Principles PowerPoint PPT Presentation
Unsupervised Image Clustering using Probabilistic Continuous Models and Information Theoretic Principles - The interest in Content-Based Image Retrieval (CBIR) and efficient image search ... selectively hand-picked from the COREL database to create 16 labeled categories ...
The interest in Content-Based Image Retrieval (CBIR) and efficient image search ... selectively hand-picked from the COREL database to create 16 labeled categories ...
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Scalable Clustering of Categorical Data PowerPoint PPT Presentation
Scalable Clustering of Categorical Data - A Movie Relation: Distance or similarity between values not ... In the Movie Relation, clustering C is better then clustering D according to this measure (why? ...
A Movie Relation: Distance or similarity between values not ... In the Movie Relation, clustering C is better then clustering D according to this measure (why? ...
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Relational Data Mining with Inductive Logic Programming for Link Discovery PowerPoint PPT Presentation
Relational Data Mining with Inductive Logic Programming for Link Discovery - Relational Data Mining with Inductive Logic Programming for Link Discovery Ray Mooney, Prem Melville, Rupert Tang University of Texas at Austin
Relational Data Mining with Inductive Logic Programming for Link Discovery Ray Mooney, Prem Melville, Rupert Tang University of Texas at Austin
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Feature Selection as Relevant Information Encoding PowerPoint PPT Presentation
Feature Selection as Relevant Information Encoding - Knowing the parametric class we can calculate p(X,Y), without sampling! Gaussian noise ... class we can estimate p(X,Y). Convergence depends on the class ...
Knowing the parametric class we can calculate p(X,Y), without sampling! Gaussian noise ... class we can estimate p(X,Y). Convergence depends on the class ...
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Unsupervised Sequence Segmentation by a Mixture of Switching Variable Memory Markov Sources PowerPoint PPT Presentation
Unsupervised Sequence Segmentation by a Mixture of Switching Variable Memory Markov Sources - with a Fixed Number of PSTs. Allow retraining of the PST models ... Zoom In on the Transition Point from English to German. Protein Sequence Segmentation ...
with a Fixed Number of PSTs. Allow retraining of the PST models ... Zoom In on the Transition Point from English to German. Protein Sequence Segmentation ...
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N PowerPoint PPT Presentation
N - Since 1992 in the ISF (coordinator of programs in Medical and life sciences) ... Vocal control in the songbird: Neural mechanisms of sequence generation. Michale Fee ...
Since 1992 in the ISF (coordinator of programs in Medical and life sciences) ... Vocal control in the songbird: Neural mechanisms of sequence generation. Michale Fee ...
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Models of active learning for classification PowerPoint PPT Presentation
Models of active learning for classification - Given access to labeled data (drawn iid from an unknown underlying distribution ... Synthetic instances created were incomprehensible to humans! ...
Given access to labeled data (drawn iid from an unknown underlying distribution ... Synthetic instances created were incomprehensible to humans! ...
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Semi-Supervised Clustering and its Application to Text Clustering and Record Linkage PowerPoint PPT Presentation
Semi-Supervised Clustering and its Application to Text Clustering and Record Linkage - Combines labeled and unlabeled data during training to improve performance: ... 864 restaurant listings from Fodor's and Zagat's guidebooks. ...
Combines labeled and unlabeled data during training to improve performance: ... 864 restaurant listings from Fodor's and Zagat's guidebooks. ...
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Rigorous Learning Curve Bounds from Statistical Mechanics PowerPoint PPT Presentation
Rigorous Learning Curve Bounds from Statistical Mechanics - Experimental learning curves fit a variety of functional forms, including exponentials. Curves analyzed using statistical mechanics methods, experience phase ...
Experimental learning curves fit a variety of functional forms, including exponentials. Curves analyzed using statistical mechanics methods, experience phase ...
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Feature%20selection%20and%20causal%20discovery%20fundamentals%20and%20applications PowerPoint PPT Presentation
Feature%20selection%20and%20causal%20discovery%20fundamentals%20and%20applications - Talk.politics.mideast: israel, armenian, turkish. Talk.religion.misc: jesus, god, jehovah ... Reuters: 21578 news wire, 114 semantic categories. 20 newsgroups: ...
Talk.politics.mideast: israel, armenian, turkish. Talk.religion.misc: jesus, god, jehovah ... Reuters: 21578 news wire, 114 semantic categories. 20 newsgroups: ...
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Lecture 2: Introduction to Feature Selection PowerPoint PPT Presentation
Lecture 2: Introduction to Feature Selection - Talk.politics.mideast: israel, armenian, turkish. Talk.religion.misc: jesus, god, jehovah ... Reuters: 21578 news wire, 114 semantic categories. 20 newsgroups: ...
Talk.politics.mideast: israel, armenian, turkish. Talk.religion.misc: jesus, god, jehovah ... Reuters: 21578 news wire, 114 semantic categories. 20 newsgroups: ...
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Wonders of the Digital Envelope PowerPoint PPT Presentation
Wonders of the Digital Envelope - Of 7th IBM symposium on mathematical foundations of computer science. ... Works for any low degree polynomial. Arithmetization: Boolean functions ...
Of 7th IBM symposium on mathematical foundations of computer science. ... Works for any low degree polynomial. Arithmetization: Boolean functions ...
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Topic: Refinement Method of Post-processing and Training for Improvement of Automated Classification PowerPoint PPT Presentation
Topic: Refinement Method of Post-processing and Training for Improvement of Automated Classification - Topic: Refinement Method of Post-processing and Training for Improvement of Automated Classification Yun Jeong Choi Dept. of Computer Science & Engineering
Topic: Refinement Method of Post-processing and Training for Improvement of Automated Classification Yun Jeong Choi Dept. of Computer Science & Engineering
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Using Supervised Clustering to Enhance Classifiers PowerPoint PPT Presentation
Using Supervised Clustering to Enhance Classifiers - Wyoming Map. Eick & Zeidat: Using Supervised Clustering to Enhance Classifiers. ISMIS05. Household Income in 1999: Wyoming Park County ...
Wyoming Map. Eick & Zeidat: Using Supervised Clustering to Enhance Classifiers. ISMIS05. Household Income in 1999: Wyoming Park County ...
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Minicourse on Artificial Neural Networks and Bayesian Networks PowerPoint PPT Presentation
Minicourse on Artificial Neural Networks and Bayesian Networks - Mini-course on ANN and BN, The Multidisciplinary Brain Research center, Bar-Ilan ... How can network models explain high-level reasoning? ...
Mini-course on ANN and BN, The Multidisciplinary Brain Research center, Bar-Ilan ... How can network models explain high-level reasoning? ...
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A BlackBox approach to machine learning PowerPoint PPT Presentation
A BlackBox approach to machine learning - Freund, Mason, Rogers, Pregibon, Cortes 2000 ... Saved AT&T 15M$ in the year 2000 in operations costs and missed opportunities. Score ...
Freund, Mason, Rogers, Pregibon, Cortes 2000 ... Saved AT&T 15M$ in the year 2000 in operations costs and missed opportunities. Score ...
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Practical%20Online%20Active%20Learning PowerPoint PPT Presentation
Practical%20Online%20Active%20Learning - Practical Online Active Learning. for Classification. Claire Monteleoni (MIT / UCSD) ... Distribution-free mistake bound for Perceptron of O(1/ 2), if exists margin ...
Practical Online Active Learning. for Classification. Claire Monteleoni (MIT / UCSD) ... Distribution-free mistake bound for Perceptron of O(1/ 2), if exists margin ...
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Brain Activity and Complex Motion PowerPoint PPT Presentation
Brain Activity and Complex Motion - Segments were cleaned based on duration from start to peak velocity, average ... Significant coherence is related (time & frequency-wise) to Evoked Potential ...
Segments were cleaned based on duration from start to peak velocity, average ... Significant coherence is related (time & frequency-wise) to Evoked Potential ...
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Lecture 2: Introduction to Feature Selection PowerPoint PPT Presentation
Lecture 2: Introduction to Feature Selection - More trainings at each step, but fewer steps. ... Floating search (SFFS and SBFS): One step of SFS (resp. SBS), then SBS (resp. ...
More trainings at each step, but fewer steps. ... Floating search (SFFS and SBFS): One step of SFS (resp. SBS), then SBS (resp. ...
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Unsupervised Clustering of Images using their Joint Segmentation PowerPoint PPT Presentation
Unsupervised Clustering of Images using their Joint Segmentation - ... occurrences statistics of model centroids (that identify ... model for each window s.t: ... construct histogram bins s.t. each bin will contain ...
... occurrences statistics of model centroids (that identify ... model for each window s.t: ... construct histogram bins s.t. each bin will contain ...
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Classifying with limited training data Active and semi-supervised learning PowerPoint PPT Presentation
Classifying with limited training data Active and semi-supervised learning - Often labeled data is expensive to collect and unlabeled data is abundant ... Discriminative classifiers: Random boundary in uncertainty region. Sarawagi. 9 ...
Often labeled data is expensive to collect and unlabeled data is abundant ... Discriminative classifiers: Random boundary in uncertainty region. Sarawagi. 9 ...
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Hierarchical POMDP Solutions PowerPoint PPT Presentation
Hierarchical POMDP Solutions - Belief states constitute a sufficient statistic for making decisions (Markov ... Usually agents don't require the entire belief space ...
Belief states constitute a sufficient statistic for making decisions (Markov ... Usually agents don't require the entire belief space ...
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Information Bottleneck EM PowerPoint PPT Presentation
Information Bottleneck EM - Information Bottleneck EM. School of Engineering & Computer Science ... Problem: No closed-form solution for ML estimation. Use Expectation Maximization (EM) ...
Information Bottleneck EM. School of Engineering & Computer Science ... Problem: No closed-form solution for ML estimation. Use Expectation Maximization (EM) ...
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Named-Entity Recognition with Character-Level Models PowerPoint PPT Presentation
Named-Entity Recognition with Character-Level Models - Word-Level: 'Washington' occurs as LOC, PER, and ORG ... misc. extra features 's-2, s-1', 's-2, s-1, t-1, t0' s-1, 's-1, t-1, t0' ...
Word-Level: 'Washington' occurs as LOC, PER, and ORG ... misc. extra features 's-2, s-1', 's-2, s-1, t-1, t0' s-1, 's-1, t-1, t0' ...
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Multiscale Analysis of Digital Data Bases Matrices PowerPoint PPT Presentation
Multiscale Analysis of Digital Data Bases Matrices - ... from any set of digital documents, from text to music to questionnaires. ... ( digital documents), where the dimension d could be very large, in the millions. ...
... from any set of digital documents, from text to music to questionnaires. ... ( digital documents), where the dimension d could be very large, in the millions. ...
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Wei Zhang wei.zhang22hp.com PowerPoint PPT Presentation
Wei Zhang wei.zhang22hp.com - Through the first half of the 20th century, most of the scientific community ... Term-weighting approaches in automatic text retrieval. Information Processing ...
Through the first half of the 20th century, most of the scientific community ... Term-weighting approaches in automatic text retrieval. Information Processing ...
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Support Vector Clustering - Asa Ben-Hur, David Horn, Hava T. Seigelman, Vladimir Vapnik PowerPoint PPT Presentation
Support Vector Clustering - Asa Ben-Hur, David Horn, Hava T. Seigelman, Vladimir Vapnik - Support Vector Clustering - Asa Ben-Hur, David Horn, Hava T. Seigelman, Vladimir Vapnik Data Mining II Yiyu Chen Siddharth Pal Ritendra Datta Ashish Parulekar
Support Vector Clustering - Asa Ben-Hur, David Horn, Hava T. Seigelman, Vladimir Vapnik Data Mining II Yiyu Chen Siddharth Pal Ritendra Datta Ashish Parulekar
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Boosting and predictive modeling PowerPoint PPT Presentation
Boosting and predictive modeling - ... Mason, Rogers, Pregibon, Cortes 2000. University of Washington. 26. AD ... Saved AT&T 15M$ in the year 2000 in operations costs and missed opportunities. Recall ...
... Mason, Rogers, Pregibon, Cortes 2000. University of Washington. 26. AD ... Saved AT&T 15M$ in the year 2000 in operations costs and missed opportunities. Recall ...
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Distributional Clustering of English Words PowerPoint PPT Presentation
Distributional Clustering of English Words - Start with low beta and a single c in C. Search for lowest beta that splits c into two or more leaf c's. ... Introduce human judgment, i.e. a more supervised approach ...
Start with low beta and a single c in C. Search for lowest beta that splits c into two or more leaf c's. ... Introduce human judgment, i.e. a more supervised approach ...
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The Grid Observatory: towards collaborations between EGEE and CoreGRID PowerPoint PPT Presentation
The Grid Observatory: towards collaborations between EGEE and CoreGRID - Applications have moved from testing to routine and daily usage ... integrators (R-GMA, Job Provenance), experiences integrators (DashBoard) ...
Applications have moved from testing to routine and daily usage ... integrators (R-GMA, Job Provenance), experiences integrators (DashBoard) ...
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Supervised Clustering --- Algorithms and Applications PowerPoint PPT Presentation
Supervised Clustering --- Algorithms and Applications - Ford Trucks. Attribute1. Ford SUV. Ford Vans. GMC Trucks. GMC Van. GMC SUV :Ford :GMC. Ch. Eick: Supervised Clustering --- Algorithms and Applications ...
Ford Trucks. Attribute1. Ford SUV. Ford Vans. GMC Trucks. GMC Van. GMC SUV :Ford :GMC. Ch. Eick: Supervised Clustering --- Algorithms and Applications ...
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Supervised Clustering --- Algorithms and Applications PowerPoint PPT Presentation
Supervised Clustering --- Algorithms and Applications - Supervised Clustering ---Algorithms and Applications Christoph F. Eick Department of Computer Science University of Houston Organization of the Talk
Supervised Clustering ---Algorithms and Applications Christoph F. Eick Department of Computer Science University of Houston Organization of the Talk
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Learning%20with%20Online%20Constraints: PowerPoint PPT Presentation
Learning%20with%20Online%20Constraints: - Supervised online classification: Labeled examples (x,y) received one at a time. ... Distribution-free mistake bound O(1/ 2), if exists margin ...
Supervised online classification: Labeled examples (x,y) received one at a time. ... Distribution-free mistake bound O(1/ 2), if exists margin ...
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Gaussian Information Bottleneck PowerPoint PPT Presentation
Gaussian Information Bottleneck - Relation to Canonical correlation analysis ... What will be the relation here? GIB = CCA ... Solutions are related to canonical correlation analysis ...
Relation to Canonical correlation analysis ... What will be the relation here? GIB = CCA ... Solutions are related to canonical correlation analysis ...
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Theoretical Foundations of Clustering MLSS Tutorial PowerPoint PPT Presentation
Theoretical Foundations of Clustering MLSS Tutorial - All apply clustering to gain a first understanding of the structure of ... (X, d) are isomorphic, if there exists a distance-preserving automorphism F : X X, ...
All apply clustering to gain a first understanding of the structure of ... (X, d) are isomorphic, if there exists a distance-preserving automorphism F : X X, ...
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Inferring Data InterRelationships PowerPoint PPT Presentation
Inferring Data InterRelationships - ... reflects a balance between the DP-based desire for sharing, constituted ... A DP prior on the parameters of a Gaussian model yields a GMM in which the number ...
... reflects a balance between the DP-based desire for sharing, constituted ... A DP prior on the parameters of a Gaussian model yields a GMM in which the number ...
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Data Clustering 50 Years Beyond Kmeans PowerPoint PPT Presentation
Data Clustering 50 Years Beyond Kmeans - What facial types are represented in these portraits? ... Xu & Croft (ACM TOIS, 1998) used corpus analysis based on word co-occurrence to ...
What facial types are represented in these portraits? ... Xu & Croft (ACM TOIS, 1998) used corpus analysis based on word co-occurrence to ...
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