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nGram2L: A Space and Time Efficient TwoLevel nGram Inverted Index Structure PowerPoint PPT Presentation
nGram2L: A Space and Time Efficient TwoLevel nGram Inverted Index Structure - Suppose we are given a relation schema R, and X and Y are subsets of R. XY holds ... NDO relation. Converting the n-gram index so that ... SNDO1O2 relation ...
Suppose we are given a relation schema R, and X and Y are subsets of R. XY holds ... NDO relation. Converting the n-gram index so that ... SNDO1O2 relation ...
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Predicting Sentences using NGram Language Models PowerPoint PPT Presentation
Predicting Sentences using NGram Language Models - Steffen Bickel, Peter Haider and Tobias Scheffer. Steffen Bickel, ... Expansion of trellis: In each iteration keep only maximum for each state. Final sequence: ...
Steffen Bickel, Peter Haider and Tobias Scheffer. Steffen Bickel, ... Expansion of trellis: In each iteration keep only maximum for each state. Final sequence: ...
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A Suffix Array Based Ngram Extraction Algorithm PowerPoint PPT Presentation
A Suffix Array Based Ngram Extraction Algorithm - High robustness, language independency, numeric control, etc. Project Goal ... (n-gram, frequency) pairs from large strings, e.g. hundreds of kilobytes. ...
High robustness, language independency, numeric control, etc. Project Goal ... (n-gram, frequency) pairs from large strings, e.g. hundreds of kilobytes. ...
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6. Statistical Inference : ngram Models over Sparse Data PowerPoint PPT Presentation
6. Statistical Inference : ngram Models over Sparse Data - General linear interpolation. weight : function of history ... Good-Turing, linear interpolation or back-off. Good-Turing smoothing is good. Church & Gale (1991) ...
General linear interpolation. weight : function of history ... Good-Turing, linear interpolation or back-off. Good-Turing smoothing is good. Church & Gale (1991) ...
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Chapter6. Statistical Inference : ngram Model over Sparse Data PowerPoint PPT Presentation
Chapter6. Statistical Inference : ngram Model over Sparse Data - General linear interpolation. weight : function of history ... Good-Turing, linear interpolation or back-off. Good-Turing smoothing is good. Church & Gale (1991) ...
General linear interpolation. weight : function of history ... Good-Turing, linear interpolation or back-off. Good-Turing smoothing is good. Church & Gale (1991) ...
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NGrams Conflation Approach for Arabic Text PowerPoint PPT Presentation
NGrams Conflation Approach for Arabic Text - ... Workshop on Improving Web retrieval for non-English Queries. 2 ... Matching non-identical words that refer to the same principle concept. Why is it important? ...
... Workshop on Improving Web retrieval for non-English Queries. 2 ... Matching non-identical words that refer to the same principle concept. Why is it important? ...
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Automatic Evaluation of Summaries Using Ngram CoOccurrence Statistics PowerPoint PPT Presentation
Automatic Evaluation of Summaries Using Ngram CoOccurrence Statistics - Machine Translation and Summarization Evaluation. Machine Translation. Inputs ... Penalty (BP) to prevent short translation that try to maximize their precision score ...
Machine Translation and Summarization Evaluation. Machine Translation. Inputs ... Penalty (BP) to prevent short translation that try to maximize their precision score ...
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Search Engine Statistics Beyond the ngram: Application to Noun Compound Bracketing PowerPoint PPT Presentation
Search Engine Statistics Beyond the ngram: Application to Noun Compound Bracketing - Search Engine Statistics Beyond the ngram: Application to Noun Compound Bracketing
Search Engine Statistics Beyond the ngram: Application to Noun Compound Bracketing
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Pattern Matching Using ngrams With Algebraic Signatures PowerPoint PPT Presentation
Pattern Matching Using ngrams With Algebraic Signatures - Use n grams with n 1 to increase the discriminative power of an attempt ... More discriminative sampling. Longer jumps. By almost K or 256 symbols in general ...
Use n grams with n 1 to increase the discriminative power of an attempt ... More discriminative sampling. Longer jumps. By almost K or 256 symbols in general ...
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Incorporating Ngram Statistics in the Normalization of Clinical Notes PowerPoint PPT Presentation
Incorporating Ngram Statistics in the Normalization of Clinical Notes - Her dobutamine stress echo showed mild aortic stenosis with a subaortic gradient. ... aortic stenosis. 0.66. mild aortic. Possible 1 : Possible 2: ...
Her dobutamine stress echo showed mild aortic stenosis with a subaortic gradient. ... aortic stenosis. 0.66. mild aortic. Possible 1 : Possible 2: ...
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CS 904: Natural Language Processing ngrams in Speech Recognition PowerPoint PPT Presentation
CS 904: Natural Language Processing ngrams in Speech Recognition - Linguistics and the Noisy Channel Model. In linguistics we can't ... A measure of this is Cross Entropy: H(L,M)=-limn- inf SxPT(x).logPM(x)/n l - logPM(x)/n ...
Linguistics and the Noisy Channel Model. In linguistics we can't ... A measure of this is Cross Entropy: H(L,M)=-limn- inf SxPT(x).logPM(x)/n l - logPM(x)/n ...
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Research update Language modeling, ngrams and search engines PowerPoint PPT Presentation
Research update Language modeling, ngrams and search engines - Poor recall most of the relevant documents are not located ... Peanut butter. Peanut candy. Roasted peanut. Chocolate peanut. Peanut brittle. Peanut cookie ...
Poor recall most of the relevant documents are not located ... Peanut butter. Peanut candy. Roasted peanut. Chocolate peanut. Peanut brittle. Peanut cookie ...
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CS 904: Natural Language Processing ngrams in Statistical Machine Translation PowerPoint PPT Presentation
CS 904: Natural Language Processing ngrams in Statistical Machine Translation - ... Noisy Channel Model for SMT. i is the word sequence in English, o is the Hindi sentence. So given an observed Hindi sentence we want to get to the English sentence. ...
... Noisy Channel Model for SMT. i is the word sequence in English, o is the Hindi sentence. So given an observed Hindi sentence we want to get to the English sentence. ...
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A%20Study%20of%20Using%20Search%20Engine%20Page%20Hits%20as%20a%20Proxy%20for%20n-gram%20Frequencies PowerPoint PPT Presentation
A%20Study%20of%20Using%20Search%20Engine%20Page%20Hits%20as%20a%20Proxy%20for%20n-gram%20Frequencies - A Study of Using Search Engine Page Hits as a Proxy for ngram Frequencies
A Study of Using Search Engine Page Hits as a Proxy for ngram Frequencies
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Developing Statisticbased and Rulebased Grammar Checkers for Chinese ESL Learners PowerPoint PPT Presentation
Developing Statisticbased and Rulebased Grammar Checkers for Chinese ESL Learners - 9. Collocation Errors. 27. 10. Sentence Structure Errors. 28. The Strengths of NTNU Ngram Checkers: ... Collocations. 29. The Weakness of Ngram Checkers. It ...
9. Collocation Errors. 27. 10. Sentence Structure Errors. 28. The Strengths of NTNU Ngram Checkers: ... Collocations. 29. The Weakness of Ngram Checkers. It ...
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SamudraManthan Popular terms PowerPoint PPT Presentation
SamudraManthan Popular terms - WORKER PN. WORKER P2. WORKER P1. Signal Ready (W- M) Data msg (M- W) Next ready ... All processes use binomial tree collection pattern to reduce unique Ngrams ...
WORKER PN. WORKER P2. WORKER P1. Signal Ready (W- M) Data msg (M- W) Next ready ... All processes use binomial tree collection pattern to reduce unique Ngrams ...
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Additional NLS Tools PowerPoint PPT Presentation
Additional NLS Tools - Additional NLS Tools. NLS's Java NLP tools. MMTx. GSpell. NLS Java NLP Tools. Tokenizer ... anonomous|anadromous|3.0|0.2958160192082048|NGrams ...
Additional NLS Tools. NLS's Java NLP tools. MMTx. GSpell. NLS Java NLP Tools. Tokenizer ... anonomous|anadromous|3.0|0.2958160192082048|NGrams ...
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Ngram models and the Sparsity problem
Ngram models and the Sparsity problem - Ngram models and the Sparsity problem John Goldsmith November 2002 The task Find a probability distribution for the current word in a text (utterance, etc.), given ...
Ngram models and the Sparsity problem John Goldsmith November 2002 The task Find a probability distribution for the current word in a text (utterance, etc.), given ...
Ngram models and the Sparsity problem
Ngram models and the Sparsity problem - Find a probability distribution for the current word in a text (utterance, etc. ... Corpus: five Jane Austen novels. N = 617,091 words. V = 14,585 unique words ...
Find a probability distribution for the current word in a text (utterance, etc. ... Corpus: five Jane Austen novels. N = 617,091 words. V = 14,585 unique words ...
Statistical Inference: ngram Models over Sparse Data
Statistical Inference: ngram Models over Sparse Data - bigram PELE PMLE. Still too much discount? Yes. P(she was inferior to both sisters) Bigram ELE - PELE = 6.89 10-20 ( =0.5) Worse than Unigram MLE. Low prob than ...
bigram PELE PMLE. Still too much discount? Yes. P(she was inferior to both sisters) Bigram ELE - PELE = 6.89 10-20 ( =0.5) Worse than Unigram MLE. Low prob than ...
NGrams
NGrams - One good source: Project Gutenberg (http://www.promo.net/pg ... The words knit, purl, quilt, and bobcat are missing from our list of the top 10, ...
One good source: Project Gutenberg (http://www.promo.net/pg ... The words knit, purl, quilt, and bobcat are missing from our list of the top 10, ...
Computer, Internet, and English Learning PowerPoint PPT Presentation
Computer, Internet, and English Learning - Computer, Internet, and English Learning Howard Hao-Jan Chen Dept of English, NTNU hjchen@ntnu.edu.tw
Computer, Internet, and English Learning Howard Hao-Jan Chen Dept of English, NTNU hjchen@ntnu.edu.tw
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Developing Statistic-based and Rule-based Grammar Checkers for Chinese ESL Learners PowerPoint PPT Presentation
Developing Statistic-based and Rule-based Grammar Checkers for Chinese ESL Learners - Developing Statistic-based and Rule-based Grammar Checkers for Chinese ESL Learners Howard Chen Department of English National Taiwan Normal University
Developing Statistic-based and Rule-based Grammar Checkers for Chinese ESL Learners Howard Chen Department of English National Taiwan Normal University
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N-gram Search Engine on Wikipedia PowerPoint PPT Presentation
N-gram Search Engine on Wikipedia - N-gram Search Engine on Wikipedia. Satoshi Sekine (NYU) Kapil Dalwani (JHU) ... 1. Search candidates. 2. Filtering. 3. Display. Implementation: Overview ...
N-gram Search Engine on Wikipedia. Satoshi Sekine (NYU) Kapil Dalwani (JHU) ... 1. Search candidates. 2. Filtering. 3. Display. Implementation: Overview ...
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Language Identification from Text Using Cumulative Frequency Addition PowerPoint PPT Presentation
Language Identification from Text Using Cumulative Frequency Addition - Dictionary Based Approach. Machine Learning (ML) Approach. ML Approach to Language Identification ... Unique Word Endings (i.e. 'cchi' in Italian, 'vnd' in Dutch) ...
Dictionary Based Approach. Machine Learning (ML) Approach. ML Approach to Language Identification ... Unique Word Endings (i.e. 'cchi' in Italian, 'vnd' in Dutch) ...
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BEwTE: Basic Elements with Transformations for Evaluation PowerPoint PPT Presentation
BEwTE: Basic Elements with Transformations for Evaluation - Summarization Evaluation Using Transformed Basic Elements. Stephen Tratz and Eduard Hovy ... LingPipe (Baldwin and Carpenter) BE Extraction. TregEx: Regular ...
Summarization Evaluation Using Transformed Basic Elements. Stephen Tratz and Eduard Hovy ... LingPipe (Baldwin and Carpenter) BE Extraction. TregEx: Regular ...
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N-Grams%20and%20Corpus%20Linguistics PowerPoint PPT Presentation
N-Grams%20and%20Corpus%20Linguistics - Lecture 6 N-Grams and Corpus Linguistics guest lecture by Dragomir Radev radev@eecs.umich.edu radev@cs.columbia.edu
Lecture 6 N-Grams and Corpus Linguistics guest lecture by Dragomir Radev radev@eecs.umich.edu radev@cs.columbia.edu
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N-Grams and Corpus Linguistics PowerPoint PPT Presentation
N-Grams and Corpus Linguistics - Lecture 6 N-Grams and Corpus Linguistics guest lecture by Dragomir Radev radev@eecs.umich.edu radev@cs.columbia.edu
Lecture 6 N-Grams and Corpus Linguistics guest lecture by Dragomir Radev radev@eecs.umich.edu radev@cs.columbia.edu
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Bioinformatics Toolkit Experiments PowerPoint PPT Presentation
Bioinformatics Toolkit Experiments - Bioinformatics Toolkit Experiments. By: Danny Lam. Bioinformatics Toolkit. What does it have? ... BLMT Website -Graphing Utilities: ...
Bioinformatics Toolkit Experiments. By: Danny Lam. Bioinformatics Toolkit. What does it have? ... BLMT Website -Graphing Utilities: ...
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Data Quality PowerPoint PPT Presentation
Data Quality - Decision and Classification Trees. Each node in tree represents a question ... The candidates are pruned if a subset of the items in each candidate does not ...
Decision and Classification Trees. Each node in tree represents a question ... The candidates are pruned if a subset of the items in each candidate does not ...
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Complex Queries in DHT-based Peer-to-Peer Networks PowerPoint PPT Presentation
Complex Queries in DHT-based Peer-to-Peer Networks - Title: The PIER Relational Query Processing System Author: Ryan Huebsch Last modified by: Ryan Huebsch Created Date: 1/31/2002 10:12:22 PM Document presentation format
Title: The PIER Relational Query Processing System Author: Ryan Huebsch Last modified by: Ryan Huebsch Created Date: 1/31/2002 10:12:22 PM Document presentation format
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Data-Intensive Information Processing Applications PowerPoint PPT Presentation
Data-Intensive Information Processing Applications - Bigtable, Hive, and Pig Based on the s by Jimmy Lin University of Maryland This work is licensed under a Creative Commons Attribution-Noncommercial-Share Alike 3 ...
Bigtable, Hive, and Pig Based on the s by Jimmy Lin University of Maryland This work is licensed under a Creative Commons Attribution-Noncommercial-Share Alike 3 ...
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Bubbles, Financial Crises, and The Good Society PowerPoint PPT Presentation
Bubbles, Financial Crises, and The Good Society - Title: Lecture 2: Confidence Author: Robert J. Shiller Last modified by: evdkooij@planet.nl Created Date: 9/11/2006 2:22:14 AM Document presentation format
Title: Lecture 2: Confidence Author: Robert J. Shiller Last modified by: evdkooij@planet.nl Created Date: 9/11/2006 2:22:14 AM Document presentation format
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Automatic%20Speech%20Recognition PowerPoint PPT Presentation
Automatic%20Speech%20Recognition - Automatic Speech Recognition
Automatic Speech Recognition
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Additional NLS Tools PowerPoint PPT Presentation
Additional NLS Tools - Create a TokenizeAPI object == TokenizeAPI tokenizer = new TokenizeAPI( argv ) ... object == LexicalLookupAPI look = new LexicalLookupAPI(argv) ...
Create a TokenizeAPI object == TokenizeAPI tokenizer = new TokenizeAPI( argv ) ... object == LexicalLookupAPI look = new LexicalLookupAPI(argv) ...
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Creating Map-Reduce Programs Using Hadoop PowerPoint PPT Presentation
Creating Map-Reduce Programs Using Hadoop - Creating Map-Reduce Programs Using Hadoop * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * Major example: N ...
Creating Map-Reduce Programs Using Hadoop * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * * Major example: N ...
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Indonesian English Parallel Texts for StatisticalMachineTranslation PowerPoint PPT Presentation
Indonesian English Parallel Texts for StatisticalMachineTranslation - Archipelago of 13,000 islands that spread over an area of 1,900,000 ... Calculate the test data perplexity using the trained language model. Training corpus ...
Archipelago of 13,000 islands that spread over an area of 1,900,000 ... Calculate the test data perplexity using the trained language model. Training corpus ...
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Co-developing access to the UK Web Archive PowerPoint PPT Presentation
Co-developing access to the UK Web Archive - Co-developing access to the UK Web Archive Helen Hockx-Yu Head of Web Archiving, British Library Ten years of archiving the UK Web Archive Started web archiving in ...
Co-developing access to the UK Web Archive Helen Hockx-Yu Head of Web Archiving, British Library Ten years of archiving the UK Web Archive Started web archiving in ...
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Creating MapReduce Programs Using Hadoop PowerPoint PPT Presentation
Creating MapReduce Programs Using Hadoop - step-by-step assembly of this map-reduce job. Design questions to ask when creating your own ... Executor class. What information do my map/reduce classes need? ...
step-by-step assembly of this map-reduce job. Design questions to ask when creating your own ... Executor class. What information do my map/reduce classes need? ...
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The Semantic Retrieval System: Real-time System for Classifying and Retrieving Unstructured Pediatric Clinical Annotations PowerPoint PPT Presentation
The Semantic Retrieval System: Real-time System for Classifying and Retrieving Unstructured Pediatric Clinical Annotations - The Semantic Retrieval System: Real-time System for Classifying and Retrieving Unstructured Pediatric Clinical Annotations Charlotte Andersen John Pestian
The Semantic Retrieval System: Real-time System for Classifying and Retrieving Unstructured Pediatric Clinical Annotations Charlotte Andersen John Pestian
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METEOR-S%20WEB%20SERVICE%20ANNOTATION%20FRAMEWORK%20(MWSAF) PowerPoint PPT Presentation
METEOR-S%20WEB%20SERVICE%20ANNOTATION%20FRAMEWORK%20(MWSAF) - rosetta:PurchaseOrderStatusResponse org/TR/wsdl20-patterns ... input messageLabel = 'qRequest' element = 'rosetta:#QuoteRequest' ...
rosetta:PurchaseOrderStatusResponse org/TR/wsdl20-patterns ... input messageLabel = 'qRequest' element = 'rosetta:#QuoteRequest' ...
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The Practical Value of Statistics for Sentence Generation: The Perspective of the Nitrogen System PowerPoint PPT Presentation
The Practical Value of Statistics for Sentence Generation: The Perspective of the Nitrogen System - A three-way dependency He planned increase in sales. Part-of-speech ambiguity A tourist who admire Mt. Fuji... Long-distance dependency A dog eat/eats bone. ...
A three-way dependency He planned increase in sales. Part-of-speech ambiguity A tourist who admire Mt. Fuji... Long-distance dependency A dog eat/eats bone. ...
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Advanced word vector representations PowerPoint PPT Presentation
Advanced word vector representations - Title: Last modified by: Windows Document presentation format: (4:3) Other titles: Arial Calibri Tahoma ...
Title: Last modified by: Windows Document presentation format: (4:3) Other titles: Arial Calibri Tahoma ...
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Information Retrieval and the Semantic Web PowerPoint PPT Presentation
Information Retrieval and the Semantic Web - Anonymous, 2001. U M B C. AN HONORS UNIVERSITY IN MARYLAND. tell. register. U M B C ... A term is a non-anonymous RDF resource which is the URI reference of either a ...
Anonymous, 2001. U M B C. AN HONORS UNIVERSITY IN MARYLAND. tell. register. U M B C ... A term is a non-anonymous RDF resource which is the URI reference of either a ...
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A Web Application To Support Consumer Health Vocabulary Development PowerPoint PPT Presentation
A Web Application To Support Consumer Health Vocabulary Development - 1Decision Systems Group, Brigham & Women's Hospital and Harvard Medical School ... Allows reviewers to browse and search for expressions not mapped to UMLS terms. ...
1Decision Systems Group, Brigham & Women's Hospital and Harvard Medical School ... Allows reviewers to browse and search for expressions not mapped to UMLS terms. ...
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Efficient Minimal Perfect Hash Language Models PowerPoint PPT Presentation
Efficient Minimal Perfect Hash Language Models - Efficient Minimal Perfect Hash Language Models David Guthrie, Mark Hepple, Wei Liu University of Sheffield
Efficient Minimal Perfect Hash Language Models David Guthrie, Mark Hepple, Wei Liu University of Sheffield
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Research Topics in Business Process Management PowerPoint PPT Presentation
Research Topics in Business Process Management - BPEL, State Machines, YAWL. Data types, conditions, data mappings, fault handling... to-Petri nets, BPMN-to-YAWL. For analysis & verification. Quick BPMN ...
BPEL, State Machines, YAWL. Data types, conditions, data mappings, fault handling... to-Petri nets, BPMN-to-YAWL. For analysis & verification. Quick BPMN ...
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Automatic Speech Recognition: An Overview PowerPoint PPT Presentation
Automatic Speech Recognition: An Overview - Speech Recognition: the Early Years. 1952 Automatic Digit ... 1969 Whither Speech Recognition? General purpose speech recognition seems far away. ...
Speech Recognition: the Early Years. 1952 Automatic Digit ... 1969 Whither Speech Recognition? General purpose speech recognition seems far away. ...
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Information extraction from HTML product catalogues PowerPoint PPT Presentation
Information extraction from HTML product catalogues - Machine Learning for the Semantic Web, Feb 14th 2005 ... Martin Labsk 1, Vojtech ... extractor of summarizing sentences (bootstrapped indicator keywords) ...
Machine Learning for the Semantic Web, Feb 14th 2005 ... Martin Labsk 1, Vojtech ... extractor of summarizing sentences (bootstrapped indicator keywords) ...
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CrossLingual IR PowerPoint PPT Presentation
CrossLingual IR - 1 TB Mem, 1000 TB disk, 1B users, 1T ... Synonyms. Translation. Probabilistic Models of IR ... synonyms. Wordnet. ontologies. hidden: topics, top N docs, ...
1 TB Mem, 1000 TB disk, 1B users, 1T ... Synonyms. Translation. Probabilistic Models of IR ... synonyms. Wordnet. ontologies. hidden: topics, top N docs, ...
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CS276: Information Retrieval and Web Search PowerPoint PPT Presentation
CS276: Information Retrieval and Web Search - CS276: Information Retrieval and Web Search Christopher Manning and Pandu Nayak Spelling Correction
CS276: Information Retrieval and Web Search Christopher Manning and Pandu Nayak Spelling Correction
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Computational%20Tools%20for%20Linguists PowerPoint PPT Presentation
Computational%20Tools%20for%20Linguists - Computational Tools for Linguists
Computational Tools for Linguists
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The Semantic Retrieval System: Real-time System for Classifying and Retrieving Unstructured Pediatric Clinical Annotations PowerPoint PPT Presentation
The Semantic Retrieval System: Real-time System for Classifying and Retrieving Unstructured Pediatric Clinical Annotations - Title: Slide 1 Author: Lukasz Itert Last modified by: Wlodzislaw Duch Created Date: 5/14/2004 4:49:42 PM Document presentation format: Pokaz na ekranie
Title: Slide 1 Author: Lukasz Itert Last modified by: Wlodzislaw Duch Created Date: 5/14/2004 4:49:42 PM Document presentation format: Pokaz na ekranie
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Word clusters and the idiomaticity of learner English PowerPoint PPT Presentation
Word clusters and the idiomaticity of learner English - How a chunk is calculated? Based on frequency ... you're having a discussion with your boyfriend or girlfriend and your opinions are different. ...
How a chunk is calculated? Based on frequency ... you're having a discussion with your boyfriend or girlfriend and your opinions are different. ...
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Basic Parsing with Context-Free Grammars PowerPoint PPT Presentation
Basic Parsing with Context-Free Grammars - Basic Parsing with Context-Free Grammars
Basic Parsing with Context-Free Grammars
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