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Results for the training dataset

Cross-Dataset Data Augmentation for Convolutional Neural Networks Training

Cross-Dataset Data Augmentation for Convolutional Neural Networks Training

... a dataset which is inherently unable to cover all the categories to be classified with a significant number of ...preliminary results of our paper are worth to produce a broader discussion on this ...

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A new formula to determine the optimal 
		dataset size for training neural networks

A new formula to determine the optimal dataset size for training neural networks

... a dataset size reduction formula that can provide suitable number of training dataset size for the neural networks and does not affect the accuracy ...of dataset with their data reduce from 0 ...

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Selecting an Optimal Training Dataset for Machine Learning based Atrial Fibrillation Detection

Selecting an Optimal Training Dataset for Machine Learning based Atrial Fibrillation Detection

... which dataset to be used in the learning process to reveal optimal ...Forest training validating and testing on specific selection of the three most popular publicly available electrocardiogram databases ...

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Enlarged Training Dataset by Pairwise GANs for Molecular-Based Brain Tumor Classification

Enlarged Training Dataset by Pairwise GANs for Molecular-Based Brain Tumor Classification

... As the 2D image-based classifier outputs the glioma sub- type for each image slice, it is necessary to make a patient- level decision based on all slice prediction results for each individual patient. Since the ...

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Dimension reduction aided hyperspectral image classification with a small-sized training dataset: experimental comparisons

Dimension reduction aided hyperspectral image classification with a small-sized training dataset: experimental comparisons

... sufficient training samples in many ...of training dataset, feature selection ...classification results over the classic SVM on a small training dataset, which makes it suitable ...

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Results of Fitted Neural Network Models on Malaysian Aggregate Dataset

Results of Fitted Neural Network Models on Malaysian Aggregate Dataset

... particular dataset of a certain scenario. If the training set is sufficiently large, ANN will generalise accurately and will produce accurate outputs for inputs not in the training ...

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Towards SMS Spam Filtering: Results under a New Dataset

Towards SMS Spam Filtering: Results under a New Dataset

... EM clustering works in the following way. Ini- tially the instances are randomly assigned to the clusters. Distributions for each cluster are learned from this starting point, and then the E and M step of the algorithm ...

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Removing the Training Wheels: A Coreference Dataset that Entertains Humans and Challenges Computers

Removing the Training Wheels: A Coreference Dataset that Entertains Humans and Challenges Computers

... report results with both models to see if the extra semantic features in Final are ex- pressive enough to capture quiz bowl’s inherently difficult ...Our results are ob- tained by running a five-fold ...

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EVALution 1 0: an Evolving Semantic Dataset for Training and Evaluation of Distributional Semantic Models

EVALution 1 0: an Evolving Semantic Dataset for Training and Evaluation of Distributional Semantic Models

... a dataset designed for the training and the evaluation of Distributional Semantic Models ...The dataset is enriched with a large amount of additional information ...The dataset is freely ...

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The EnMAP Contest: Developing and Comparing Classification Approaches for the Environmental Mapping and Analysis Programme - Dataset and First results

The EnMAP Contest: Developing and Comparing Classification Approaches for the Environmental Mapping and Analysis Programme - Dataset and First results

... contest dataset. The EnMAP contest dataset comprises 20 different land use classes, and it represents a typical scenario for modern remote sensing: high accuracy is aimed for, whereas only small ...

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Japanese Sentence Compression with a Large Training Dataset

Japanese Sentence Compression with a Large Training Dataset

... Table 2: Automatic evaluation. R-1, R-2, and R-L are ROUGE-1, ROUGE-2, and ROUGE-L score. R, P and F are recall, precision and F-measure. tion 2.4). The properties of the dataset in relation to θ are shown in ...

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EVALution MAN: A Chinese Dataset for the Training and Evaluation of DSMs

EVALution MAN: A Chinese Dataset for the Training and Evaluation of DSMs

... the training of the model or later in its ...a dataset for training and evaluating DSMs on semantic relations discrimination between words, in Mandarin, ...the dataset followed EVALution 1.0, ...

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Investigating the Image of Entities in Social Media: Dataset Design and First Results

Investigating the Image of Entities in Social Media: Dataset Design and First Results

... together with some statistics. Even though we are in- terested in studying various entities, we start from politi- cal data, which gets a great attention recently. Compared to other political datasets in opinion mining ...

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Virtual Training. Proven Results.

Virtual Training. Proven Results.

... EFFICIENT TRAINING The only VR system with published validation of skill transference to the OR, LapSim is also the only VR system that offers a fully customizable curriculum, allowing for thousands of unique ...

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Training Knowledge. Development. Results.

Training Knowledge. Development. Results.

... We constantly evolve our Science. Fera is committed to working in partnership, we believe long term strategic partnerships and shared goals deliver change at a faster pace. In this way, our partnership with you becomes ...

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Workforce Training Results Report

Workforce Training Results Report

... Although the evaluation results are generally positive, there are areas that could be stronger. Only 23 percent of students reported receiving math instruction as part of CTE. Just 21 percent received reading ...

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Building a Sentiment Analysis System Using Automatically Generated Training Dataset

Building a Sentiment Analysis System Using Automatically Generated Training Dataset

... a training data set to build our exper- imental sentiment analysis by using Naive Bayes algorithm and TF-IDF enhance- ...of training data for a highly inflected language is necessary to compensate for the ...

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A. Dataset and Metrics. B. Baselines Details. C. EpicKitchens-55 Full Results

A. Dataset and Metrics. B. Baselines Details. C. EpicKitchens-55 Full Results

... A. Dataset and Metrics We test on four datasets as described in the main pa- ...video dataset with 700 long unscripted videos of cooking activities totalling 100 ...The dataset is split in 75:10:15 ...

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Challenges of Malignant Small Bowel Obstruction – Results of a State Surgical Mortality Dataset

Challenges of Malignant Small Bowel Obstruction – Results of a State Surgical Mortality Dataset

... Our results also suggest patients with a malignant etiology were possibly healthier (younger, less likely to have comorbidities and lower ASA class) than those with a non-malignant ...

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Training Schedule Quality Service Superior Training Reliable Results.

Training Schedule Quality Service Superior Training Reliable Results.

... this training at your facility. Qualified Rigger Level 2 training provides the knowledge and skills necessary for a person to work as a journeyman level ...this training will understand their ...

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