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Summarization PowerPoint PPT Presentation

Summarization - Write a concise version of the text in a short paragraph- don't give your own opinions. ... Summarization. For a story ,the summary should be a plot summary: ...

Write a concise version of the text in a short paragraph- don't give your own opinions. ... Summarization. For a story ,the summary should be a plot summary: ...

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Summarization - Thousands of articles, too much to read, summaries help selectivity ... Uses: Biographies, describe events (hurricane) Differences are the need to: ...

Thousands of articles, too much to read, summaries help selectivity ... Uses: Biographies, describe events (hurricane) Differences are the need to: ...

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Summarization and Generation PowerPoint PPT Presentation

Summarization and Generation - Summarization and Generation CS 4705

Summarization and Generation CS 4705

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Schema Summarization PowerPoint PPT Presentation

Schema Summarization - Schema Summarization. Cong Yu and H. V. Jagadish. University of Michigan, Ann Arbor ... Why are complex schemas difficult to deal with ? ...

Schema Summarization. Cong Yu and H. V. Jagadish. University of Michigan, Ann Arbor ... Why are complex schemas difficult to deal with ? ...

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Schema Summarization - Schema Summarization

Schema Summarization

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Blog Summarization PowerPoint PPT Presentation

Blog Summarization - Find relevant information before perform summarization. Look for subjective information and discard ... Negated subject. Preceded word, word functionality ...

Find relevant information before perform summarization. Look for subjective information and discard ... Negated subject. Preceded word, word functionality ...

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Automatic Text Summarization PowerPoint PPT Presentation

Automatic Text Summarization - rules for the identification of anaphora ... anaphora resolution is more appropriate but. programs for anaphora resolution are far from perfect ...

rules for the identification of anaphora ... anaphora resolution is more appropriate but. programs for anaphora resolution are far from perfect ...

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Text Summarization PowerPoint PPT Presentation

Text Summarization - Note: Assignment 3 and Assignment 4 final due on April 27 in order to get some ... signature libraries, generalization and partonymic hierarchies, metonymy rules...

Note: Assignment 3 and Assignment 4 final due on April 27 in order to get some ... signature libraries, generalization and partonymic hierarchies, metonymy rules...

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Text summarization - NSF (joint with Kevin Quinn of Harvard, Burt Monroe of PSU) ... Language Model Based Document Clustering Using Random Walks (HLT-NAACL 2006) ...

NSF (joint with Kevin Quinn of Harvard, Burt Monroe of PSU) ... Language Model Based Document Clustering Using Random Walks (HLT-NAACL 2006) ...

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Automatic Text Summarization - Automatic Text Summarization is the technique where a computer program summarizes a text ... Medv: Robert De Niro, Billy Crystal, Lisa Kudrow. L ngd: 1 tim, 45 min ...

Automatic Text Summarization is the technique where a computer program summarizes a text ... Medv: Robert De Niro, Billy Crystal, Lisa Kudrow. L ngd: 1 tim, 45 min ...

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Blog Summarization - Blog Summarization

Blog Summarization

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Summarization Nisha PowerPoint PPT Presentation

Summarization Nisha - Brooke White needs our votes too. Just this week, Brooke got choked up about missing her sister's wedding. ... 'brooke': 4 'lot': 2 'jason': 4 Extracting ...

Brooke White needs our votes too. Just this week, Brooke got choked up about missing her sister's wedding. ... 'brooke': 4 'lot': 2 'jason': 4 Extracting ...

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Text Summarization - put a book on the scanner, turn the dial to 2 pages', and read the result... Japanese email to the summarizer, select 1 par', and skim the translated summary. ...

put a book on the scanner, turn the dial to 2 pages', and read the result... Japanese email to the summarizer, select 1 par', and skim the translated summary. ...

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Automatic Text Summarization - Martin Hassel. The technique has been in development for more than 30 years ... Martin Hassel. Methods for Summarization. Is done with linguistic as well as ...

Martin Hassel. The technique has been in development for more than 30 years ... Martin Hassel. Methods for Summarization. Is done with linguistic as well as ...

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Automatic Summarization PowerPoint PPT Presentation

Automatic Summarization - The Automatic Creation of Literature Abstracts from H.P. Luhn ... different words to express the same notion (often very few synonyms repetition) ...

The Automatic Creation of Literature Abstracts from H.P. Luhn ... different words to express the same notion (often very few synonyms repetition) ...

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Automatic Text Summarization - The technique has been in development for more than 40 years ... Medv: Robert De Niro, Billy Crystal, Lisa Kudrow. L ngd: 1 tim, 45 min ...

The technique has been in development for more than 40 years ... Medv: Robert De Niro, Billy Crystal, Lisa Kudrow. L ngd: 1 tim, 45 min ...

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Topic: Opinion Extraction and Summarization PowerPoint PPT Presentation

Topic: Opinion Extraction and Summarization - Topic: Opinion Extraction and Summarization Opinion Extraction and Summarization What follows: perspective of Cardie, Riloff, Wiebe We can see similar themes in ...

Topic: Opinion Extraction and Summarization Opinion Extraction and Summarization What follows: perspective of Cardie, Riloff, Wiebe We can see similar themes in ...

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Automatic summarizations goal PowerPoint PPT Presentation

Automatic summarizations goal - extract content from it ... It is a custom to speak of an extract of K% condensation: so K% of the input's ... on text-span extraction and ranking using a ...

extract content from it ... It is a custom to speak of an extract of K% condensation: so K% of the input's ... on text-span extraction and ranking using a ...

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MDL Summarization with Holes PowerPoint PPT Presentation

MDL Summarization with Holes - clothes. New York. Vancouver. Edmonton. San Jose. San Francisco. Chicago. Minneapolis. Boston ... clothes. R2 ?R3. R4 ?R1. New York. Vancouver. Edmonton. San ...

clothes. New York. Vancouver. Edmonton. San Jose. San Francisco. Chicago. Minneapolis. Boston ... clothes. R2 ?R3. R4 ?R1. New York. Vancouver. Edmonton. San ...

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CS224N: Query Focused Multi-Document Summarization PowerPoint PPT Presentation

CS224N: Query Focused Multi-Document Summarization - CS224N: Query Focused Multi-Document Summarization Surabhi Gupta ... Wordnet similarity Part of speech Location within document Results were not satisfactory, ...

CS224N: Query Focused Multi-Document Summarization Surabhi Gupta ... Wordnet similarity Part of speech Location within document Results were not satisfactory, ...

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Summarization of XML Documents PowerPoint PPT Presentation

Summarization of XML Documents - Generator. SUMMARY. GENERATOR. RANKING UNIT. Tag Ranker. Text ... A fully automated XML summary generator. Ranking of tags and text based on the ranking model ...

Generator. SUMMARY. GENERATOR. RANKING UNIT. Tag Ranker. Text ... A fully automated XML summary generator. Ranking of tags and text based on the ranking model ...

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Frame aided Multiple Document Summarization PowerPoint PPT Presentation

Frame aided Multiple Document Summarization - Frame aided Multiple Document Summarization. Anish J. Adukuzhiyil (ajohna) ... Enhancing Frame population. Enhancing Sentence similarity computation ...

Frame aided Multiple Document Summarization. Anish J. Adukuzhiyil (ajohna) ... Enhancing Frame population. Enhancing Sentence similarity computation ...

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Keizai Crosslanguage Retrieval, Summarization PowerPoint PPT Presentation

Keizai Crosslanguage Retrieval, Summarization - Scan returned document list. Read topic. Choose query terms. Enter terms ... Scan returned document list. Method. 4 college student participants ...

Scan returned document list. Read topic. Choose query terms. Enter terms ... Scan returned document list. Method. 4 college student participants ...

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Automatic Text Summarization: A Solid Base PowerPoint PPT Presentation

Automatic Text Summarization: A Solid Base - Automatic Text Summarization: A Solid Base. Martijn B. Wieling, ... [Rath e.a., 1961] Human selection of sentences in abstracts is very variable ...

Automatic Text Summarization: A Solid Base. Martijn B. Wieling, ... [Rath e.a., 1961] Human selection of sentences in abstracts is very variable ...

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Recent advances in multi-document summarization PowerPoint PPT Presentation

Recent advances in multi-document summarization - Recent advances in multi-document summarization Dragomir Radev University of Michigan, Ann Arbor radev@umich.edu Presentation at UC Berkeley SIMS, November 10, 2004

Recent advances in multi-document summarization Dragomir Radev University of Michigan, Ann Arbor radev@umich.edu Presentation at UC Berkeley SIMS, November 10, 2004

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Extractive Summarization of Meeting Recordings PowerPoint PPT Presentation

Extractive Summarization of Meeting Recordings - Gabriel Murray, Steve Renals, Jean Carletta, 'Extractive Summarization of ... Jaime Carbonell, Jade Goldstein, 'The Use of MMR, Diversity-Based Reranking for ...

Gabriel Murray, Steve Renals, Jean Carletta, 'Extractive Summarization of ... Jaime Carbonell, Jade Goldstein, 'The Use of MMR, Diversity-Based Reranking for ...

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Dos and Don’ts for Medical Records Summarization PowerPoint PPT Presentation

Dos and Don’ts for Medical Records Summarization - Medical records summarization is a process that simplifies the intricate and tedious task of bifurcating, chronological arrangement and preparing synopsis of the numerous medical records..

Medical records summarization is a process that simplifies the intricate and tedious task of bifurcating, chronological arrangement and preparing synopsis of the numerous medical records..

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Summarization as CategoryBased Text Reduction PowerPoint PPT Presentation

Summarization as CategoryBased Text Reduction - christian.winkler@uni-klu.ac.at. Automatic Summarization. Usually a Non Linguistic Approach ... Assigns POS Tags to English Text. Appropriate Tags Based on ...

christian.winkler@uni-klu.ac.at. Automatic Summarization. Usually a Non Linguistic Approach ... Assigns POS Tags to English Text. Appropriate Tags Based on ...

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Presentation summarization, alignment and generation PowerPoint PPT Presentation

Presentation summarization, alignment and generation - Using the model ? from alignment, generate a show. ? will ... e = affine penalty (lower penalty for further deletion) d = penalty. Pair HMM (5 states) ...

Using the model ? from alignment, generate a show. ? will ... e = affine penalty (lower penalty for further deletion) d = penalty. Pair HMM (5 states) ...

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The Generalized MDL Approach for Summarization PowerPoint PPT Presentation

The Generalized MDL Approach for Summarization - dress pnts. shorts. women's. men's. clothes. 2 * last year's sales ... see violation in 'tough' spatial example. major factor in deciding complexity ...

dress pnts. shorts. women's. men's. clothes. 2 * last year's sales ... see violation in 'tough' spatial example. major factor in deciding complexity ...

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Ontology Summarization Based on RDF Sentence Graph PowerPoint PPT Presentation

Ontology Summarization Based on RDF Sentence Graph - ... Gong Cheng, Yuzhong Qu. Presented by: Sophya Kheim ... The problem interesting because there is no published work on ... to Class. Semantic Web ...

... Gong Cheng, Yuzhong Qu. Presented by: Sophya Kheim ... The problem interesting because there is no published work on ... to Class. Semantic Web ...

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Topic Tracking, Detection, and Summarization: Some IE Applications PowerPoint PPT Presentation

Topic Tracking, Detection, and Summarization: Some IE Applications - Natural Language Processing Lab. National Taiwan University Topic Tracking, Detection, and ...

Natural Language Processing Lab. National Taiwan University Topic Tracking, Detection, and ...

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Automatic Soccer Video Analysis and Summarization PowerPoint PPT Presentation

Automatic Soccer Video Analysis and Summarization - The occurrence of at least one close-up or out of field shot. ... If any, a single referee in a medium or out of field/close-up shot. ...

The occurrence of at least one close-up or out of field shot. ... If any, a single referee in a medium or out of field/close-up shot. ...

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Revealing Biological Modules via Graph Summarization PowerPoint PPT Presentation

Revealing Biological Modules via Graph Summarization - Center for Bioinformatics and Computational Biology. University of Maryland, College Park, USA ... High-throughput methods are producing lots of protein ...

Center for Bioinformatics and Computational Biology. University of Maryland, College Park, USA ... High-throughput methods are producing lots of protein ...

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Event Summarization for System Management PowerPoint PPT Presentation

Event Summarization for System Management - Florida International University. IBM T.J.Waston Research Center -presented by: Wei Peng ... traditional approaches are cumbersome, labor intensive, and error prone ...

Florida International University. IBM T.J.Waston Research Center -presented by: Wei Peng ... traditional approaches are cumbersome, labor intensive, and error prone ...

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Knowledge-rich approaches for text summarization PowerPoint PPT Presentation

Knowledge-rich approaches for text summarization - Full text is not the only possible source material for ... Danger: over-effective compression leads to unreadable sentences. 10. Linguistic summarization ...

Full text is not the only possible source material for ... Danger: over-effective compression leads to unreadable sentences. 10. Linguistic summarization ...

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CSC 9010: Text Mining Summarization Lab PowerPoint PPT Presentation

CSC 9010: Text Mining Summarization Lab - There is an online demo that we will be using. ... Natural Language query: query in English. Information from TextAnalyst Help system ...

There is an online demo that we will be using. ... Natural Language query: query in English. Information from TextAnalyst Help system ...

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Summarization and Deviation Detection -- What is new? PowerPoint PPT Presentation

Summarization and Deviation Detection -- What is new? - Anthrax release occurred at a random point during the second year ... Detection time calculated as first alert after anthrax release. ...

Anthrax release occurred at a random point during the second year ... Detection time calculated as first alert after anthrax release. ...

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Extraction and Summarization of Opinions PowerPoint PPT Presentation

Extraction and Summarization of Opinions - ... so, even if they do find an ornamental carp with KHV, they will keep it secret ... to as KHV, a disease harmless to other animals, but invariably fatal to carp. ...

... so, even if they do find an ornamental carp with KHV, they will keep it secret ... to as KHV, a disease harmless to other animals, but invariably fatal to carp. ...

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Topic: Opinion Extraction and Summarization - After a brief lull, the avian flu is on the march again through Fraser Valley poultry farms. ... 3 chickens died from avian flu. SUBJ VP PP. Syntactic Analysis ...

After a brief lull, the avian flu is on the march again through Fraser Valley poultry farms. ... 3 chickens died from avian flu. SUBJ VP PP. Syntactic Analysis ...

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LexPageRank: Prestige in Multi-Document Text Summarization PowerPoint PPT Presentation

LexPageRank: Prestige in Multi-Document Text Summarization - ... from and taking the prestige of the voting node into account in weight each node Eigenvector centrality and LexPageRank PageRank (Page et al., 1998) ...

... from and taking the prestige of the voting node into account in weight each node Eigenvector centrality and LexPageRank PageRank (Page et al., 1998) ...

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MINMAX Optimal Video Summarization with Frame Skip Constraint PowerPoint PPT Presentation

MINMAX Optimal Video Summarization with Frame Skip Constraint - Key frames selection within a video shot ... The DP Trellis. MROS algorithm: n=6, no skip constraint. n=6, max skip=3. 10. An Example Solution ...

Key frames selection within a video shot ... The DP Trellis. MROS algorithm: n=6, no skip constraint. n=6, max skip=3. 10. An Example Solution ...

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MEAD 3.09 A platform for multidocument multilingual text summarization PowerPoint PPT Presentation

MEAD 3.09 A platform for multidocument multilingual text summarization - MEAD 3.09 A platform for multidocument multilingual text summarization University of Michigan, Smith College, Columbia University University of Pennsylvania, Johns ...

MEAD 3.09 A platform for multidocument multilingual text summarization University of Michigan, Smith College, Columbia University University of Pennsylvania, Johns ...

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Efficient Text Summarization using Lexical Chains PowerPoint PPT Presentation

Efficient Text Summarization using Lexical Chains - Automatic text summarization has received a great deal of attention in ... These associations capture concept relations such as synonym, antonym, and hyperonym. ...

Automatic text summarization has received a great deal of attention in ... These associations capture concept relations such as synonym, antonym, and hyperonym. ...

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WebPage Summarization Using Clickthrough Data PowerPoint PPT Presentation

WebPage Summarization Using Clickthrough Data - ... is bracketed by significant words not more than L non-significant words apart ... All ODP Web pages have been manually organized into a hierarchical taxonomy ...

... is bracketed by significant words not more than L non-significant words apart ... All ODP Web pages have been manually organized into a hierarchical taxonomy ...

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SWAT: Hierarchical Stream Summarization in Large Networks PowerPoint PPT Presentation

SWAT: Hierarchical Stream Summarization in Large Networks - Avg(8-15) Avg(4,7) Avg(0,3) Avg(2,3) Avg(0,1) R0. R1. L0. R2. L1. S0. S1. 11. Bulut, Singh ... Avg(0,1) Avg(1,2) Avg(2,3) Avg(1,4) Avg(3,6) Avg(5,8) Avg(3,10) ...

Avg(8-15) Avg(4,7) Avg(0,3) Avg(2,3) Avg(0,1) R0. R1. L0. R2. L1. S0. S1. 11. Bulut, Singh ... Avg(0,1) Avg(1,2) Avg(2,3) Avg(1,4) Avg(3,6) Avg(5,8) Avg(3,10) ...

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Graph-Based Methods for Automatic Text Summarization PowerPoint PPT Presentation

Graph-Based Methods for Automatic Text Summarization - Current graph-based approaches to text summarization assume static graphs. A suitable evolutionary text graph model may impart a better understanding of the texts. ...

Current graph-based approaches to text summarization assume static graphs. A suitable evolutionary text graph model may impart a better understanding of the texts. ...

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Improving LSAbased Summarization with Anaphora Resolution PowerPoint PPT Presentation

Improving LSAbased Summarization with Anaphora Resolution - Why anaphora resolution might help summarization. LSA-based Summarization ... Stands for General Tool for Anaphora Resolution. O-O architecture. XML in/ XML out ...

Why anaphora resolution might help summarization. LSA-based Summarization ... Stands for General Tool for Anaphora Resolution. O-O architecture. XML in/ XML out ...

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Multidocument summarization by people and machines PowerPoint PPT Presentation

Multidocument summarization by people and machines - ... Chilean dictator Augusto Pinochet has been arrested in London at the request of ... Label London was where Pinochet was arrested. Weight=3 ...

... Chilean dictator Augusto Pinochet has been arrested in London at the request of ... Label London was where Pinochet was arrested. Weight=3 ...

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Efficient and Effective Itemset Pattern Summarization: Regressionbased Approaches PowerPoint PPT Presentation

Efficient and Effective Itemset Pattern Summarization: Regressionbased Approaches - Efficient and Effective Itemset Pattern Summarization: Regression-based Approaches ... We use 2-norm in this study. Probabilistic Restoration Function ...

Efficient and Effective Itemset Pattern Summarization: Regression-based Approaches ... We use 2-norm in this study. Probabilistic Restoration Function ...

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Video Summarization Using Mutual Reinforcement Principle and Shot Arrangement Patterns PowerPoint PPT Presentation

Video Summarization Using Mutual Reinforcement Principle and Shot Arrangement Patterns - Video Summarization Using Mutual Reinforcement Principle and Shot Arrangement Patterns Shi Lu, Michael R. Lyu and Irwin King {slu, lyu, King}@cse.cuhk.edu.hk

Video Summarization Using Mutual Reinforcement Principle and Shot Arrangement Patterns Shi Lu, Michael R. Lyu and Irwin King {slu, lyu, King}@cse.cuhk.edu.hk

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Summarization of Multiple, Metadata Rich, Product Reviews PowerPoint PPT Presentation

Summarization of Multiple, Metadata Rich, Product Reviews - ReSum Algorithm (Review Summarizer) Creates extractive summary ... that's why naive ReSum performed so well. repetition in Copernic ... Monitor A - ReSum. PROS ...

ReSum Algorithm (Review Summarizer) Creates extractive summary ... that's why naive ReSum performed so well. repetition in Copernic ... Monitor A - ReSum. PROS ...

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A System for QuerySpecific Document Summarization PowerPoint PPT Presentation

A System for QuerySpecific Document Summarization - Building a document graph. Definition of summary. Rank Summaries ... Widely used Okapi weighting. Query Dependent. NScore (v) ...

Building a document graph. Definition of summary. Rank Summaries ... Widely used Okapi weighting. Query Dependent. NScore (v) ...

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Video Summarization Using Mutual Reinforcement Principle and Shot Arrangement Patterns - Two kinds of video summarization. Unconstrained ... Video semantics. Low level features and high level concepts: ... Concept term and video shot description ...

Two kinds of video summarization. Unconstrained ... Video semantics. Low level features and high level concepts: ... Concept term and video shot description ...

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Learning Semantic Subgraphs for Document Summarization PowerPoint PPT Presentation

Learning Semantic Subgraphs for Document Summarization - North and South Korea. North Korea - the 'Hermit Kingdom' Ideology called 'Juche' ... Then to South Korea, although that's limited. 50% of attempts fail ...

North and South Korea. North Korea - the 'Hermit Kingdom' Ideology called 'Juche' ... Then to South Korea, although that's limited. 50% of attempts fail ...

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Text Summarization In Search of Effective Ideas and Techniques PowerPoint PPT Presentation

Text Summarization In Search of Effective Ideas and Techniques - Shuhua Liu, IIS/IAMSR, A. Text Summarization -- In Search of Effective Ideas and Techniques ... Shuhua Liu, IIS/IAMSR, A. Phase 1: Theme detection, topic ...

Shuhua Liu, IIS/IAMSR, A. Text Summarization -- In Search of Effective Ideas and Techniques ... Shuhua Liu, IIS/IAMSR, A. Phase 1: Theme detection, topic ...

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Summarization PowerPoint PPT Presentations