121 Svmlight PPTs View free & download

SVMlight - http://www.dlldump.com/cgi-bin/testwrap/downloadcounts.cgi?rt=count&path=dl lfiles/J/jvm.dll ... Download the source code and compile it ...

http://www.dlldump.com/cgi-bin/testwrap/downloadcounts.cgi?rt=count&path=dl lfiles/J/jvm.dll ... Download the source code and compile it ...

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SVMLight - SVMLight SVMLight is an implementation of Support Vector Machine (SVM) in C. Download source from : http://svmlight.joachims.org/ Detailed description about:

SVMLight SVMLight is an implementation of Support Vector Machine (SVM) in C. Download source from : http://svmlight.joachims.org/ Detailed description about:

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A Practical Guide to SVM PowerPoint PPT Presentation

A Practical Guide to SVM - A Practical Guide to SVM Yihua Liao Dept. of Computer Science 2/3/03 Outline Support vector machine basics GIST LIBSVM (SVMLight) Classification problems Given: n ...

A Practical Guide to SVM Yihua Liao Dept. of Computer Science 2/3/03 Outline Support vector machine basics GIST LIBSVM (SVMLight) Classification problems Given: n ...

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A Practical Guide to SVM - A Practical Guide to SVM Yihua Liao Dept. of Computer Science 2/3/03 Outline Support vector machine basics GIST LIBSVM (SVMLight) Classification problems Given: n ...

A Practical Guide to SVM Yihua Liao Dept. of Computer Science 2/3/03 Outline Support vector machine basics GIST LIBSVM (SVMLight) Classification problems Given: n ...

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Natural language processing tools PowerPoint PPT Presentation

Natural language processing tools - Natural language processing tools Author: Trongld Last modified by: Trongld Created Date: 8/16/2006 12:00:00 AM Document presentation format: On-screen Show (4:3)

Natural language processing tools Author: Trongld Last modified by: Trongld Created Date: 8/16/2006 12:00:00 AM Document presentation format: On-screen Show (4:3)

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Mammogram%20Analysis%20 PowerPoint PPT Presentation

Mammogram%20Analysis%20 - Mammogram Analysis Tumor classification - Geethapriya Raghavan. Background. Mammogram ... Mammograms obtained from MIAS database. Methods. ...

Mammogram Analysis Tumor classification - Geethapriya Raghavan. Background. Mammogram ... Mammograms obtained from MIAS database. Methods. ...

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Online Learning of Maximum Margin Classifiers PowerPoint PPT Presentation

Online Learning of Maximum Margin Classifiers - Online Learning of. Maximum Margin Classifiers. Kohei ... For p=O(ln n) [Gentile '03], similar to Winnow [Littlestone 89]. Fast when the target is sparse. ...

Online Learning of. Maximum Margin Classifiers. Kohei ... For p=O(ln n) [Gentile '03], similar to Winnow [Littlestone 89]. Fast when the target is sparse. ...

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Suppose we have 5 1D data points PowerPoint PPT Presentation

Suppose we have 5 1D data points - ... A list of SVM implementation can be found at http://www.kernel-machines.org/software.html Some implementation (such as LIBSVM) ...

... A list of SVM implementation can be found at http://www.kernel-machines.org/software.html Some implementation (such as LIBSVM) ...

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Comparison of Support Vector Machines and Multilayer Perceptron Networks in Building Mine Classification Models PowerPoint PPT Presentation

Comparison of Support Vector Machines and Multilayer Perceptron Networks in Building Mine Classification Models - Title: Corporate Capabilities Author: Nils Sandell Last modified by: Microsoft account Created Date: 10/2/1998 7:18:10 AM Document presentation format

Title: Corporate Capabilities Author: Nils Sandell Last modified by: Microsoft account Created Date: 10/2/1998 7:18:10 AM Document presentation format

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Support Vector Machines (SVM): A Tool for Machine Learning PowerPoint PPT Presentation

Support Vector Machines (SVM): A Tool for Machine Learning - Support Vector Machines (SVM): A Tool for Machine Learning Yixin Chen Ph.D Candidate, CSE 1/10/2002

Support Vector Machines (SVM): A Tool for Machine Learning Yixin Chen Ph.D Candidate, CSE 1/10/2002

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Hu Guan, Jingyu Zhou, Minyi Guo PowerPoint PPT Presentation

Hu Guan, Jingyu Zhou, Minyi Guo - Try to obtain good centroids at the beginning. Main difference between CFC and others ... CFC outperforms SVM and centroid-based approaches. When data is ...

Try to obtain good centroids at the beginning. Main difference between CFC and others ... CFC outperforms SVM and centroid-based approaches. When data is ...

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An NPoint SMO Implementation for the Support Vector Machine PowerPoint PPT Presentation

An NPoint SMO Implementation for the Support Vector Machine - An N-Point SMO Implementation for the Support Vector Machine ... G. Boot, Quadratic Programming, Vol. 2, Rand McNally & Company, pp. 95-124, 1964. ...

An N-Point SMO Implementation for the Support Vector Machine ... G. Boot, Quadratic Programming, Vol. 2, Rand McNally & Company, pp. 95-124, 1964. ...

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Text Mining Tools PowerPoint PPT Presentation

Text Mining Tools - Rainbow Toolkit. Manjal. WordNet. http://wordnet.princeton.edu ... rainbow -d ~/model --test-files testdir Classify previously unseen files in testdir ...

Rainbow Toolkit. Manjal. WordNet. http://wordnet.princeton.edu ... rainbow -d ~/model --test-files testdir Classify previously unseen files in testdir ...

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KDD Cup 2001: GeneProtein Function Prediction Using the Multirelational Learning Algorithm RELAGGS PowerPoint PPT Presentation

KDD Cup 2001: GeneProtein Function Prediction Using the Multirelational Learning Algorithm RELAGGS - Maximal preservation of information through aggregation. Accuracies: 93,6% on task 2: rank 1 ... Transformation-Based Learning Using Multirelational Aggregation. ...

Maximal preservation of information through aggregation. Accuracies: 93,6% on task 2: rank 1 ... Transformation-Based Learning Using Multirelational Aggregation. ...

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Une introduction aux machines PowerPoint PPT Presentation

Une introduction aux machines - Une introduction aux machines vecteurs supports (SVM) Adapt de Martin Law, Antoine Cornu jols et autres sources sur Internet

Une introduction aux machines vecteurs supports (SVM) Adapt de Martin Law, Antoine Cornu jols et autres sources sur Internet

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Artificial Intelligence (AI) PowerPoint PPT Presentation

Artificial Intelligence (AI) - Artificial Intelligence (AI) Addition to the lecture 11

Artificial Intelligence (AI) Addition to the lecture 11

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Optimization of SVM Parameters for Promoter Recognition in DNA Sequences PowerPoint PPT Presentation

Optimization of SVM Parameters for Promoter Recognition in DNA Sequences - Optimization of SVM Parameters for Promoter Recognition in DNA Sequences Robertas Dama evi ius Software Engineering Department, Kaunas University of Technology

Optimization of SVM Parameters for Promoter Recognition in DNA Sequences Robertas Dama evi ius Software Engineering Department, Kaunas University of Technology

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Support%20Vector%20Machines%20%20S.V.M.%20%20Special%20session PowerPoint PPT Presentation

Support%20Vector%20Machines%20%20S.V.M.%20%20Special%20session - ESANN'99 : Special session 7 on Support Vector Machines, ... V. Cherkassky and F. Mulier; Learning from Data: Concepts, Theory, and Methods. Wiley, 1998. ...

ESANN'99 : Special session 7 on Support Vector Machines, ... V. Cherkassky and F. Mulier; Learning from Data: Concepts, Theory, and Methods. Wiley, 1998. ...

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Presentazione di PowerPoint PowerPoint PPT Presentation

Presentazione di PowerPoint - We have to stop pretending we do not know what should go into the training of ... Find the phraseology. Translate. Proofread. Rewrite. Manage their task(s) ...

We have to stop pretending we do not know what should go into the training of ... Find the phraseology. Translate. Proofread. Rewrite. Manage their task(s) ...

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Multiclass SVM PowerPoint PPT Presentation

Multiclass SVM - Department of Computer Science and Engineering. Arizona State University ... In majority of experiments, 0 is in the confidence interval, meaning the ...

Department of Computer Science and Engineering. Arizona State University ... In majority of experiments, 0 is in the confidence interval, meaning the ...

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Efficient Discriminative Learning of Parts-based Models PowerPoint PPT Presentation

Efficient Discriminative Learning of Parts-based Models - KKT Condition: i = 0 i = i + xi* Replace negative examples with current MAP estimates Converges to local optimum Master Update Lagrange multiplier of (3)

KKT Condition: i = 0 i = i + xi* Replace negative examples with current MAP estimates Converges to local optimum Master Update Lagrange multiplier of (3)

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Effectiveness of Simple Linguistic Processing in Automatic Sentiment Classification of Product Revie PowerPoint PPT Presentation

Effectiveness of Simple Linguistic Processing in Automatic Sentiment Classification of Product Revie - Product Review Classification. Classifying product reviews into 'recommended' ... Studies Product Review Classification. Pang ... of Product Reviews ...

Product Review Classification. Classifying product reviews into 'recommended' ... Studies Product Review Classification. Pang ... of Product Reviews ...

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A Comparison of Implicit and Explicit Links for Web Page Classification PowerPoint PPT Presentation

A Comparison of Implicit and Explicit Links for Web Page Classification - A Comparison of Implicit and Explicit Links for Web Page Classification Dou Shen1 Jian-Tao Sun2 Qiang Yang1 Zheng Chen2 1Department of Computer Science and Engineering

A Comparison of Implicit and Explicit Links for Web Page Classification Dou Shen1 Jian-Tao Sun2 Qiang Yang1 Zheng Chen2 1Department of Computer Science and Engineering

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Human Detection PowerPoint PPT Presentation

Human Detection - HOG encoding (Contd..) Different voting schemes were used for each of the ... Given an Image :- HOG feature vector is computed across all scales and window ...

HOG encoding (Contd..) Different voting schemes were used for each of the ... Given an Image :- HOG feature vector is computed across all scales and window ...

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Support Vector Regression PowerPoint PPT Presentation

Support Vector Regression - Title: PowerPoint Presentation Last modified by: Created Date: 1/1/1601 12:00:00 AM Document presentation format: Other titles

Title: PowerPoint Presentation Last modified by: Created Date: 1/1/1601 12:00:00 AM Document presentation format: Other titles

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Support Vector Machines PowerPoint PPT Presentation

Support Vector Machines - ... Brill and Banko on context-sensitive spelling correction But the fact ... Do no classification That has a cost ... Concept Drift Categories change ...

... Brill and Banko on context-sensitive spelling correction But the fact ... Do no classification That has a cost ... Concept Drift Categories change ...

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Update on Rolling Cascade Search PowerPoint PPT Presentation

Update on Rolling Cascade Search - (Replaces PawMLP neural network cut) ... neural network by cutting at .98, but this requires cutting into the sharply spiked signal ...

(Replaces PawMLP neural network cut) ... neural network by cutting at .98, but this requires cutting into the sharply spiked signal ...

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Textual Entailment as Syntactic Graph Distance: a rule based and a SVM based approach PowerPoint PPT Presentation

Textual Entailment as Syntactic Graph Distance: a rule based and a SVM based approach - Isomorphic subsumption. if two biiective functions fc and fd exist. Subgraph isomorphic subsumption. if it exists so that. Maximal Common Subsumption Subgraph (MCSS) ...

Isomorphic subsumption. if two biiective functions fc and fd exist. Subgraph isomorphic subsumption. if it exists so that. Maximal Common Subsumption Subgraph (MCSS) ...

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Machine Learning in Text Categorization PowerPoint PPT Presentation

Machine Learning in Text Categorization - Web, Text collection and etc. Increase demand for methods to. Sort, Retrieve ... Text Categorization structured the collection according to a scheme provided ...

Web, Text collection and etc. Increase demand for methods to. Sort, Retrieve ... Text Categorization structured the collection according to a scheme provided ...

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Introduction to SVMs - Introduction to SVMs

Introduction to SVMs

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Integrating Techniques for Eventbased Business Intelligence Gathering PowerPoint PPT Presentation

Integrating Techniques for Eventbased Business Intelligence Gathering - Gander Mountain Inc said it acquired the privately held Western Ranchman ... Named entities: [Gander Mountain Inc, Western Ranchman Outfitters] 18. GE Global Research ...

Gander Mountain Inc said it acquired the privately held Western Ranchman ... Named entities: [Gander Mountain Inc, Western Ranchman Outfitters] 18. GE Global Research ...

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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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Instructor : Saeed Shiry PowerPoint PPT Presentation

Instructor : Saeed Shiry - Instructor : Saeed Shiry * * Example By using a QP solver, we get a1=0, a2=2.5, a3=0, a4=7.333, a5=4.833 Note that the ...

Instructor : Saeed Shiry * * Example By using a QP solver, we get a1=0, a2=2.5, a3=0, a4=7.333, a5=4.833 Note that the ...

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Lagrangian Support Vector Machines PowerPoint PPT Presentation

Lagrangian Support Vector Machines - Start with dual formulation: ... accomplished with MATLAB code, in core. Method is extendible to out of core implementations. LSVM classifies massive datasets ...

Start with dual formulation: ... accomplished with MATLAB code, in core. Method is extendible to out of core implementations. LSVM classifies massive datasets ...

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EvaluatingOptimizing Search Engines using Clickthrough Data PowerPoint PPT Presentation

EvaluatingOptimizing Search Engines using Clickthrough Data - Clickthrough data seem to provide users' implicit feedback; Is them suitable for ... The criteria to get unbiased clickthrough data for comparing search engines ...

Clickthrough data seem to provide users' implicit feedback; Is them suitable for ... The criteria to get unbiased clickthrough data for comparing search engines ...

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TAP Hunter: A SVMbased system for predicting variable length TAPbinding peptides' PowerPoint PPT Presentation

TAP Hunter: A SVMbased system for predicting variable length TAPbinding peptides' - TAP Hunter: A SVM-based system for predicting variable length TAP-binding peptides. ... Responsible for the translocation of cytosolic peptides for the peptide-loading ...

TAP Hunter: A SVM-based system for predicting variable length TAP-binding peptides. ... Responsible for the translocation of cytosolic peptides for the peptide-loading ...

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Les SVM : S - IIE & CNRS - Universit de Paris-Sud, Orsay. antoine@lri.fr http://www.lri.fr/~antoine. Les ... On cherche h sous forme d'une fonction lin aire : h(x) = w.x b ...

IIE & CNRS - Universit de Paris-Sud, Orsay. antoine@lri.fr http://www.lri.fr/~antoine. Les ... On cherche h sous forme d'une fonction lin aire : h(x) = w.x b ...

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Extrinsic Regularization in Parameter Optimization for Support Vector Machines PowerPoint PPT Presentation

Extrinsic Regularization in Parameter Optimization for Support Vector Machines - Title: Slide 1 Author: Matthew D. Boardman Last modified by: Matthew D. Boardman Created Date: 6/1/2006 3:30:16 PM Document presentation format: On-screen Show

Title: Slide 1 Author: Matthew D. Boardman Last modified by: Matthew D. Boardman Created Date: 6/1/2006 3:30:16 PM Document presentation format: On-screen Show

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Applying Statistical Machine Learning to Retinal Electrophysiology PowerPoint PPT Presentation

Applying Statistical Machine Learning to Retinal Electrophysiology - Classification using Support Vector Machines (SVM) Assessing ... Selection of best gamma (?) and cost (c) values obtained by exhaustive search of loge-space ...

Classification using Support Vector Machines (SVM) Assessing ... Selection of best gamma (?) and cost (c) values obtained by exhaustive search of loge-space ...

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Focus Study: Mining on the Grid with ADaM PowerPoint PPT Presentation

Focus Study: Mining on the Grid with ADaM - Automated discovery of patterns, anomalies from vast ... Condor-G. Globus. WRF Initializations. 230 WRF runs were made, two control (single-cell) ...

Automated discovery of patterns, anomalies from vast ... Condor-G. Globus. WRF Initializations. 230 WRF runs were made, two control (single-cell) ...

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Support vector machine approach for protein subcelluar localization prediction SubLoc PowerPoint PPT Presentation

Support vector machine approach for protein subcelluar localization prediction SubLoc - Support vector machine approach for protein subcelluar localization prediction (SubLoc) ... Construct optimal separating hyperplane(OSH) ...

Support vector machine approach for protein subcelluar localization prediction (SubLoc) ... Construct optimal separating hyperplane(OSH) ...

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Effective MultiLabel Active Learning for Text Classification PowerPoint PPT Presentation

Effective MultiLabel Active Learning for Text Classification - Related Work. SVM-Based Active Learning for Multi-Label Text Classification. Experiments ... The model is trained on a set of randomly labeled data ...

Related Work. SVM-Based Active Learning for Multi-Label Text Classification. Experiments ... The model is trained on a set of randomly labeled data ...

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Support Vector Machines - Simple, expensive at test time, high variance, non-linear ... A better formulation (min ||w|| = max 1/ ||w|| ): Find w and b such that ...

Simple, expensive at test time, high variance, non-linear ... A better formulation (min ||w|| = max 1/ ||w|| ): Find w and b such that ...

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Aquesta - Title: Aquesta s una prova petita Author: lluism Last modified by: lluism Created Date: 5/20/1999 10:25:04 PM Document presentation format: Presentaci n en pantalla

Title: Aquesta s una prova petita Author: lluism Last modified by: lluism Created Date: 5/20/1999 10:25:04 PM Document presentation format: Presentaci n en pantalla

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Tree Kernel-based Semantic Relation Extraction using Unified Dynamic Relation Tree PowerPoint PPT Presentation

Tree Kernel-based Semantic Relation Extraction using Unified Dynamic Relation Tree - Tree Kernel-based Semantic Relation Extraction using Unified Dynamic Relation Tree Reporter: Longhua Qian School of Computer Science and Technology

Tree Kernel-based Semantic Relation Extraction using Unified Dynamic Relation Tree Reporter: Longhua Qian School of Computer Science and Technology

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On Predicting Rare Classes with SVM Ensembles in Scene Classification PowerPoint PPT Presentation

On Predicting Rare Classes with SVM Ensembles in Scene Classification - However, most studies are based on balanced data set ... held-out set to train. 17. Carnegie Mellon. Held-out training set. Purpose: train top-level classifiers ...

However, most studies are based on balanced data set ... held-out set to train. 17. Carnegie Mellon. Held-out training set. Purpose: train top-level classifiers ...

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Knowledge Transfer via Multiple Model Local Structure Mapping PowerPoint PPT Presentation

Knowledge Transfer via Multiple Model Local Structure Mapping - ... learning Multi-task learning Ensemble methods Learning from one or multiple source domains Locally weighted ensemble framework Graph-based heuristic ...

... learning Multi-task learning Ensemble methods Learning from one or multiple source domains Locally weighted ensemble framework Graph-based heuristic ...

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Web Mining (????) PowerPoint PPT Presentation

Web Mining (????) - ( ) Partially Supervised Learning ( ) 1011WM05 TLMXM1A Wed 8,9 (15:10-17:00) U705 Min-Yuh Day Assistant Professor

( ) Partially Supervised Learning ( ) 1011WM05 TLMXM1A Wed 8,9 (15:10-17:00) U705 Min-Yuh Day Assistant Professor

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Detecting Categories in News Video Using Image Features PowerPoint PPT Presentation

Detecting Categories in News Video Using Image Features - Detecting Categories in News Video Using Image Features ... Stereotypical pose. Little clutter. Objects centered. One object per image. Caltech 101 Results ...

Detecting Categories in News Video Using Image Features ... Stereotypical pose. Little clutter. Objects centered. One object per image. Caltech 101 Results ...

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Automatic Categorization of Figures in Scientific Documents PowerPoint PPT Presentation

Automatic Categorization of Figures in Scientific Documents - Information not used by digital library search engines. Data within figures ... Multimedia retrieval in digital libraries ... Photograph vs. non-photography ...

Information not used by digital library search engines. Data within figures ... Multimedia retrieval in digital libraries ... Photograph vs. non-photography ...

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A Comparison of Implicit and Explicit Links for Web Page Classification - Dou Shen1 Jian-Tao Sun2 Qiang Yang1 Zheng Chen2. 1Department of Computer Science and Engineering ... The Hong Kong University of Science and Technology, Hong ...

Dou Shen1 Jian-Tao Sun2 Qiang Yang1 Zheng Chen2. 1Department of Computer Science and Engineering ... The Hong Kong University of Science and Technology, Hong ...

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Finding strong and weak opinion clauses PowerPoint PPT Presentation

Finding strong and weak opinion clauses - Supervised learning to classify strength of clauses. NO OPINION VERY STRONG ... Detailed expression-level annotations of private states: strength ...

Supervised learning to classify strength of clauses. NO OPINION VERY STRONG ... Detailed expression-level annotations of private states: strength ...

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Context in Multilingual Tone and Pitch Accent Recognition PowerPoint PPT Presentation

Context in Multilingual Tone and Pitch Accent Recognition - Compensate for phrase contour. Analyze impact of ... Use of non-linear slope compensate may improve. Conclusion. Employ common acoustic representation ...

Compensate for phrase contour. Analyze impact of ... Use of non-linear slope compensate may improve. Conclusion. Employ common acoustic representation ...

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Mining Medical Literature PowerPoint PPT Presentation

Mining Medical Literature - Mining Medical Literature Vignesh Ganapathy (CS 374 : Algorithms in Biology) (FALL 2005) Outline Introduction and Background Mining Technique 1: Identifying ...

Mining Medical Literature Vignesh Ganapathy (CS 374 : Algorithms in Biology) (FALL 2005) Outline Introduction and Background Mining Technique 1: Identifying ...

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Support Vector Machines - University of Texas at Austin. Machine Learning Group. Machine Learning Group ... of Texas at Austin. Support Vector Machines. 2. University of Texas at Austin ...

University of Texas at Austin. Machine Learning Group. Machine Learning Group ... of Texas at Austin. Support Vector Machines. 2. University of Texas at Austin ...

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From Feature Construction, to Simple but Effective Modeling, to Domain Transfer PowerPoint PPT Presentation

From Feature Construction, to Simple but Effective Modeling, to Domain Transfer - Frequent pattern is a good candidate for discriminative features So, how to mine them? ... Select most discriminative patterns; Represent data in the feature ...

Frequent pattern is a good candidate for discriminative features So, how to mine them? ... Select most discriminative patterns; Represent data in the feature ...

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Svmlight PowerPoint PPT Presentations