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Progress in Pattern ­Recognition, Image Analysis,­ Computer Vision, and ­Applications
23rd Iberoamerican Congress, CIARP 2018, Madrid, Spain, November 19-22, 2018, Proceedings (Lecture Notes in Computer Science)
By Ruben Vera-Rodriguez (Edited by), Julian Fierrez (Edited by), Aythami Morales (Edited by)

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Format
Paperback, 987 pages
Published
Switzerland, 1 March 2019

Machine Learning.- Data Augmentation via Variational Auto-Encoders.- LSTM-based Multi-scale Model for WindSpeed Forecasting.-Using deep learning to classify class imbalanced gene-expression microarrays datasets.-A data representation approach to support imbalanced data classification beased in TWSVM.- Improving regression models by dissimilarity representation of bio-chemical data.- A Comparative Study on Unsupervised Domain Adaption for Coffee Crop Mapping.- Analytical Comparison of Histogram Distance Measures.- Gaussian processes regression with multiple annotors.- Linear projection learned from hybrid CKA for enhancing distance-based classifiers.- Evaluation of Bag-of-Word performance for time series classification using discriminative SIFT-based mid-level representations.- Color classification methods for perennial weed detection in cereal crops.- Hierarchical graph-based segmentation in detection of object-related regions.- Dealing with heterogeneous Google Earth images on Building Area Detection task.- Evaluation of scale-aware realignments of hierarchical image segmentation.


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Product Description

Machine Learning.- Data Augmentation via Variational Auto-Encoders.- LSTM-based Multi-scale Model for WindSpeed Forecasting.-Using deep learning to classify class imbalanced gene-expression microarrays datasets.-A data representation approach to support imbalanced data classification beased in TWSVM.- Improving regression models by dissimilarity representation of bio-chemical data.- A Comparative Study on Unsupervised Domain Adaption for Coffee Crop Mapping.- Analytical Comparison of Histogram Distance Measures.- Gaussian processes regression with multiple annotors.- Linear projection learned from hybrid CKA for enhancing distance-based classifiers.- Evaluation of Bag-of-Word performance for time series classification using discriminative SIFT-based mid-level representations.- Color classification methods for perennial weed detection in cereal crops.- Hierarchical graph-based segmentation in detection of object-related regions.- Dealing with heterogeneous Google Earth images on Building Area Detection task.- Evaluation of scale-aware realignments of hierarchical image segmentation.

Product Details
EAN
9783030134686
ISBN
3030134687
Other Information
272 Illustrations, color; 313 Illustrations, black and white; XXIII, 987 p. 585 illus., 272 illus. in color.
Dimensions
23.4 x 15.6 x 5.1 centimeters (1.52 kg)

Table of Contents

Machine Learning.- Data Augmentation via Variational Auto-Encoders.- LSTM-based Multi-scale Model for WindSpeed Forecasting.-Using deep learning to classify class imbalanced gene-expression microarrays datasets.-A data representation approach to support imbalanced data classification beased in TWSVM.- Improving regression models by dissimilarity representation of bio-chemical data.- A Comparative Study on Unsupervised Domain Adaption for Coffee Crop Mapping.- Analytical Comparison of Histogram Distance Measures.- Gaussian processes regression with multiple annotors.- Linear projection learned from hybrid CKA for enhancing distance-based classifiers.- Evaluation of Bag-of-Word performance for time series classification using discriminative SIFT-based mid-level representations.-  Color classification methods for perennial weed detection in cereal crops.-  Hierarchical graph-based segmentation in detection of object-related regions.-   Dealingwith heterogeneous Google Earth images on Building Area Detection task.- Evaluation of scale-aware realignments of hierarchical image segmentation.   

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