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Precision and Recall

User’s Choice of Precision and Recall in Named Entity Recognition

User’s Choice of Precision and Recall in Named Entity Recognition

... data, precision as well as recall can be increased at the ex- pense of the other measure: The starting point is an F 1 measure of ...a precision of 0.88 and a recall of ...possible ...

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Boosting Precision and Recall of Dictionary Based Protein Name Recognition

Boosting Precision and Recall of Dictionary Based Protein Name Recognition

... Dictionary-based protein name recogni- tion is the first step for practical infor- mation extraction from biomedical doc- uments because it provides ID informa- tion of recognized terms unlike machine learning based ...

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Precision-Recall versus Accuracy and the Role of Large Data Sets

Precision-Recall versus Accuracy and the Role of Large Data Sets

... In spite of the seemingly complete theoretical picture that these theorems paint, practitioners in data mining in par- ticular have been long concerned with the effects of class imbalance or rarity of classes in training ...

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Achieving High Recall and Precision with HTLM Documents: An Innovation Approach in Information Retrieval

Achieving High Recall and Precision with HTLM Documents: An Innovation Approach in Information Retrieval

... enhance precision and recall of retrieved ...of recall and ...that precision and recall of the retrieved documents by the proposed method outperforms these two ...

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Boosting Precision and Recall of Hyponymy Relation Acquisition from Hierarchical Layouts in Wikipedia

Boosting Precision and Recall of Hyponymy Relation Acquisition from Hierarchical Layouts in Wikipedia

... accuracy, precision, recall, and F 1 -measure cal- culated on each subset of the test ...the precision of the acquired hy- ponymy relations above ...the recall of hy- ponymy relations acquired ...

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High-Precision-And-Recall Network Anomaly Detection using Continuous Stream Processing

High-Precision-And-Recall Network Anomaly Detection using Continuous Stream Processing

... the precision-and-recall issues such as higher false- positives, alert proliferation, insensitivity to low foot-print intrusions, offline data processing, ...these precision- and-recall ...

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Phrase Table Training for Precision and Recall: What Makes a Good Phrase and a Good Phrase Pair?

Phrase Table Training for Precision and Recall: What Makes a Good Phrase and a Good Phrase Pair?

... 6 Conclusions In this paper, the problem of extracting phrase trans- lation is formulated as an information retrieval pro- cess implemented with a log-linear model aiming for a balanced precision and ...

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Precision and recall oncology: combining multiple gene mutations for improved identification of drug-sensitive tumours

Precision and recall oncology: combining multiple gene mutations for improved identification of drug-sensitive tumours

... ABSTRACT Cancer drug therapies are only effective in a small proportion of patients. To make things worse, our ability to identify these responsive patients before administering a treatment is generally very limited. The ...

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Improving ontology and precision recall using ontology model, genetic, greedy algorithm semantic similarity calculation and ontology graph

Improving ontology and precision recall using ontology model, genetic, greedy algorithm semantic similarity calculation and ontology graph

... 1 PROBLEM IDENTIFICATION The existing system deals with the fuzzy logic based system where automatic genetic based objects are constructed. The main drawback of this system is the accuracy of the relevant measurement is ...

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CiteSeerX — Nonparametric Estimation of the Precision-Recall Curve

CiteSeerX — Nonparametric Estimation of the Precision-Recall Curve

... the Precision- Recall (PR) curve has recently received much atten- tion in the machine-learning literature, through the development of statistical learning procedures tailored for the bipartite ranking ...

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CiteSeerX — Expected Precision-Recall with User Modelling (EPRUM

CiteSeerX — Expected Precision-Recall with User Modelling (EPRUM

... mentioned precision- recall limitations while maintaining a simple ...the recall base: As for the EPRUM relevance model, xCG relies on the definition of a set of non overlapping ideal ...

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Binormal Precision-Recall and ROC Classification and Variable Selection

Binormal Precision-Recall and ROC Classification and Variable Selection

... Binormal Precision-Recall and ROC Classification and Variable ...and Precision-Recall (PR) curve are highly informative, and the areas under these curves are used as popular measurement for ...

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PORT: a Precision Order Recall MT Evaluation Metric for Tuning

PORT: a Precision Order Recall MT Evaluation Metric for Tuning

... In this work, our goal is to devise a metric that, like BLEU, is computationally cheap and language-independent, but that yields better MT systems than BLEU when used for tuning. We tried out different combinations of ...

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Precision and Relative Recall of Search Engines: A Comparative Study of Google and Yahoo

Precision and Relative Recall of Search Engines: A Comparative Study of Google and Yahoo

... powerful search capabilities of various types, the lack of comprehensive coverage, the inability to predict the quality of retrieved results, and the absence of controlled vocabularies make it difficult for users to use ...

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Google Scholar as replacement for systematic literature searches: good relative recall and precision are not enough

Google Scholar as replacement for systematic literature searches: good relative recall and precision are not enough

... larger recall than ...higher recall by experimentally including different terms in the disjunctive ...for precision, but how Google Scholar would perform under the assumption of real world systematic ...

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Bayes Test of Precision, Recall, and F1 Measure for Comparison of Two Natural Language Processing Models

Bayes Test of Precision, Recall, and F1 Measure for Comparison of Two Natural Language Processing Models

... the precision (P), recall (R), and F 1 measure of t- wo natural language processing (NLP) models on a common test corpus is unreasonable and results in less replicable conclusions due to a lack of a ...

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A  ANALYSIS OF GOOGLE, YAHOO AND BING WEB SEARCH ENGINE IN PERFORMANCE PARAMETER OF PRECISION AND RELATIVE RECALL

A ANALYSIS OF GOOGLE, YAHOO AND BING WEB SEARCH ENGINE IN PERFORMANCE PARAMETER OF PRECISION AND RELATIVE RECALL

... the precision and relative recall for some selected search keyword between November 2015 to January ...on precision and relative recall of present time ...

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Quantitative evaluation of recall and precision of CAT Crawler, a search engine specialized on retrieval of Critically Appraised Topics

Quantitative evaluation of recall and precision of CAT Crawler, a search engine specialized on retrieval of Critically Appraised Topics

... number of volunteers could be recruited, repetition of this evaluation might yield interesting results. Other approaches have been spawned to evaluating sys- tem effectiveness in order to minimize these problems with ...

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Comparing the coverage, recall, and precision of searches for 120 systematic reviews in Embase, MEDLINE, and Google Scholar: a prospective study

Comparing the coverage, recall, and precision of searches for 120 systematic reviews in Embase, MEDLINE, and Google Scholar: a prospective study

... ’ recall was better than GS, even when taking into account included references listed beyond the first 1000 search ...Finally, precision of the first 1000 references of GS is comparable to searches in ...

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Using LSA and Noun Coordination Information to Improve the Recall and Precision of Automatic Hyponymy Extraction

Using LSA and Noun Coordination Information to Improve the Recall and Precision of Automatic Hyponymy Extraction

... reporting precision, in which scores of 4 and 3 are deemed correct and scores of 2, 1, and 0 are deemed incorrect, we found that inter-annotator agreement across all relations annotated (in- cluding those from ...

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