Tópico 27

Palavras

learn ( 2355 )
train ( 1041 )
set ( 1003 )
data ( 828 )
classif ( 717 )
algorithm ( 697 )
perform ( 692 )
machin ( 675 )
class ( 662 )
label ( 618 )
classifi ( 441 )
dataset ( 414 )
problem ( 402 )
kernel ( 381 )
supervis ( 370 )
sampl ( 332 )
propos ( 303 )
task ( 290 )
approach ( 283 )
vector ( 259 )
represent ( 203 )
experi ( 195 )
combin ( 189 )
benchmark ( 187 )
techniqu ( 186 )
instanc ( 176 )
outperform ( 157 )
method ( 155 )
dimension ( 148 )
competit ( 137 )
multipl ( 133 )
exampl ( 133 )
extens ( 129 )
better ( 128 )
annot ( 125 )
binari ( 117 )
realworld ( 111 )
adapt ( 111 )
stateoftheart ( 110 )
framework ( 107 )
obtain ( 97 )
novel ( 96 )
space ( 86 )
incorpor ( 85 )
linear ( 72 )
show ( 71 )
exploit ( 69 )
lead ( 69 )
contain ( 64 )
specif ( 60 )
explicit ( 60 )
largescal ( 59 )
complex ( 54 )
simpl ( 51 )
reli ( 43 )
embed ( 43 )
object ( 41 )
empir ( 39 )
unlik ( 37 )
popular ( 35 )
kind ( 30 )
larg ( 28 )
sens ( 27 )
explor ( 27 )
first ( 25 )
achiev ( 24 )
discov ( 23 )
true ( 22 )
sequenti ( 17 )
often ( 16 )
less ( 16 )
manner ( 16 )
valid ( 15 )
concept ( 14 )
name ( 13 )
subsequ ( 12 )
success ( 12 )
varieti ( 12 )
artifact ( 12 )
avoid ( 12 )
common ( 12 )
investig ( 11 )
test ( 10 )
repeat ( 10 )
eight ( 10 )
handl ( 10 )
hybrid ( 10 )
deal ( 10 )
hand ( 9 )
may ( 9 )
articl ( 9 )
boundari ( 9 )
minim ( 8 )
number ( 8 )
partial ( 8 )
flow ( 8 )
suffici ( 7 )
procedur ( 7 )
effici ( 7 )
generic ( 7 )

Resumos

IEEE Trans Image Process - Structured max-margin learning for inter-related classifier training and multilabel image annotation. ( 47 )
IEEE Trans Image Process - Active learning for solving the incomplete data problem in facial age classification by the furthest nearest-neighbor criterion. ( 46 )
J Am Med Inform Assoc - Learning classification models with soft-label information. ( 46 )
J Biomed Inform - Portable automatic text classification for adverse drug reaction detection via multi-corpus training. ( 46 )
J Biomed Inform - Semi-supervised clinical text classification with Laplacian SVMs: an application to cancer case management. ( 45 )
J Biomed Inform - Multi-label classification of chronically ill patients with bag of words and supervised dimensionality reduction algorithms. ( 40 )
IEEE J Biomed Health Inform - Systematic Poisoning Attacks on and Defenses for Machine Learning in Healthcare. ( 38 )
J Biomed Inform - Learning classification models from multiple experts. ( 38 )
BMC Med Inform Decis Mak - Recognizing clinical entities in hospital discharge summaries using Structural Support Vector Machines with word representation features. ( 37 )
Artif Intell Med - Screening nonrandomized studies for medical systematic reviews: a comparative study of classifiers. ( 36 )
J Chem Inf Model - Training based on ligand efficiency improves prediction of bioactivities of ligands and drug target proteins in a machine learning approach. ( 36 )
Comput Math Methods Med - On multilabel classification methods of incompletely labeled biomedical text data. ( 34 )
IEEE Trans Image Process - Improving Web image search by bag-based reranking. ( 34 )
J Biomed Inform - Active learning strategies for the deduplication of electronic patient data using classification trees. ( 33 )
J Biomed Inform - Applying active learning to assertion classification of concepts in clinical text. ( 33 )
Neural Comput - Computing sparse representations of multidimensional signals using Kronecker bases. ( 33 )
BMC Med Inform Decis Mak - Learning to improve medical decision making from imbalanced data without a priori cost. ( 32 )
Int J Neural Syst - Structurally enhanced incremental neural learning for image classification with subgraph extraction. ( 32 )
J. Comput. Biol. - Imbalanced class learning in epigenetics. ( 32 )
Artif Intell Med - A classifier ensemble approach for the missing feature problem. ( 31 )
Artif Intell Med - Exploiting the systematic review protocol for classification of medical abstracts. ( 31 )
IEEE Trans Neural Netw Learn Syst - A Kernel Classification Framework for Metric Learning. ( 31 )
J Am Med Inform Assoc - Active learning for clinical text classification: is it better than random sampling? ( 31 )
J Biomed Inform - Incremental Gaussian Discriminant Analysis based on Graybill and Deal weighted combination of estimators for brain tumour diagnosis. ( 31 )
IEEE Trans Image Process - Task-specific image partitioning. ( 30 )
IEEE Trans Image Process - Cooperative sparse representation in two opposite directions for semi-supervised image annotation. ( 30 )
IEEE Trans Image Process - Saliency and gist features for target detection in satellite images. ( 29 )
IEEE Trans Image Process - Self-supervised online metric learning with low rank constraint for scene categorization. ( 28 )
J Am Med Inform Assoc - Supervised embedding of textual predictors with applications in clinical diagnostics for pediatric cardiology. ( 28 )
J Med Syst - 3D similarity-dissimilarity plot for high dimensional data visualization in the context of biomedical pattern classification. ( 28 )
Neural Comput - Metacognitive learning in a fully complex-valued radial basis function neural network. ( 28 )
Neural Comput - Reduction from cost-sensitive ordinal ranking to weighted binary classification. ( 28 )
Artif Intell Med - A fuzzy-based data transformation for feature extraction to increase classification performance with small medical data sets. ( 27 )
Artif Intell Med - Fuzzy logic-based diagnostic algorithm for implantable cardioverter defibrillators. ( 27 )
IEEE Trans Image Process - Cross-Device Automated Prostate Cancer Localization With Multiparametric MRI. ( 27 )
IEEE Trans Image Process - Manifold regularized multitask learning for semi-supervised multilabel image classification. ( 27 )
IEEE Trans Pattern Anal Mach Intell - Distance-Based Image Classification: Generalizing to New Classes at Near Zero Cost. ( 27 )
BMC Med Inform Decis Mak - Decision tree-based learning to predict patient controlled analgesia consumption and readjustment. ( 25 )
Artif Intell Med - Multi-objective evolutionary algorithms for fuzzy classification in survival prediction. ( 25 )
IEEE Trans Neural Netw Learn Syst - Adaptive Batch Mode Active Learning. ( 25 )
IEEE Trans Image Process - Decomposition-based transfer distance metric learning for image classification. ( 25 )
AMIA Annu Symp Proc - Sample-efficient learning with auxiliary class-label information. ( 24 )
Comput Methods Programs Biomed - Comparison of machine learning methods for classifying aphasic and non-aphasic speakers. ( 24 )
IEEE Trans Pattern Anal Mach Intell - Trainable Convolution Filters and Their Application to Face Recognition. ( 24 )
Int J Med Inform - An exploratory study of a text classification framework for Internet-based surveillance of emerging epidemics. ( 24 )
Int J Neural Syst - Online semi-supervised growing neural gas. ( 24 )
IEEE Trans Neural Netw Learn Syst - ML-Tree: a tree-structure-based approach to multilabel learning. ( 23 )
IEEE Trans Image Process - Multiview Hessian regularization for image annotation. ( 23 )
IEEE Trans Image Process - Conjunctive patches subspace learning with side information for collaborative image retrieval. ( 23 )
IEEE Trans Image Process - Incremental training of a detector using online sparse eigendecomposition. ( 23 )
J Biomed Inform - Preparing an annotated gold standard corpus to share with extramural investigators for de-identification research. ( 23 )
Neural Comput - Representing objects, relations, and sequences. ( 23 )
Artif Intell Med - A preclustering-based ensemble learning technique for acute appendicitis diagnoses. ( 22 )
BMC Med Inform Decis Mak - Towards case-based medical learning in radiological decision making using content-based image retrieval. ( 22 )
IEEE Trans Image Process - A linear support higher-order tensor machine for classification. ( 22 )
IEEE Trans Neural Netw Learn Syst - Partially shared latent factor learning with multiview data. ( 22 )
IEEE Trans Image Process - Learning discriminative dictionary for group sparse representation. ( 22 )
IEEE Trans Pattern Anal Mach Intell - Facial Age Estimation by Learning from Label Distributions. ( 22 )
Int J Comput Assist Radiol Surg - Statistical shape model of a liver for autopsy imaging. ( 22 )
J Chem Inf Model - Learning to predict chemical reactions. ( 22 )
Neural Comput - Guaranteed classification via regularized similarity learning. ( 22 )
AMIA Annu Symp Proc - Part-of-speech tagging for clinical text: wall or bridge between institutions? ( 21 )
Comput Methods Programs Biomed - Modified CC-LR algorithm with three diverse feature sets for motor imagery tasks classification in EEG based brain-computer interface. ( 21 )
Comput Methods Programs Biomed - A machine learning approach to multi-level ECG signal quality classification. ( 21 )
Comput. Biol. Med. - Sparse Manifold Clustering and Embedding to discriminate gene expression profiles of glioblastoma and meningioma tumors. ( 21 )
IEEE Trans Neural Netw Learn Syst - A Hybrid Constructive Algorithm for Single-Layer Feedforward Networks Learning. ( 21 )
IEEE Trans Image Process - Joint segmentation of images and scanned point cloud in large-scale street scenes with low-annotation cost. ( 21 )
IEEE Trans Image Process - Sparse representation with kernels. ( 21 )
J Chem Inf Model - Modeling and benchmark data set for the inhibition of c-Jun N-terminal kinase-3. ( 21 )
Med Decis Making - The Impact of Oversampling with SMOTE on the Performance of 3 Classifiers in Prediction of Type 2 Diabetes. ( 21 )
Neural Comput - Multiple spectral kernel learning and a gaussian complexity computation. ( 21 )
Neural Comput - Adaptive metric learning vector quantization for ordinal classification. ( 21 )
AMIA Annu Symp Proc - Learning medical diagnosis models from multiple experts. ( 20 )
Artif Intell Med - Vicinal support vector classifier using supervised kernel-based clustering. ( 20 )
Comput Math Methods Med - Correlation kernels for support vector machines classification with applications in cancer data. ( 20 )
IEEE Trans Image Process - A sparse embedding and least variance encoding approach to hashing. ( 20 )
IEEE Trans Pattern Anal Mach Intell - Weakly Supervised Recognition of Daily Life Activities with Wearable Sensors. ( 20 )
IEEE Trans Pattern Anal Mach Intell - Feature Selection with Conjunctions of Decision Stumps and Learning from Microarray Data. ( 20 )
Int J Neural Syst - Linear time relational prototype based learning. ( 20 )
J Biomed Inform - An SVM-based high-quality article classifier for systematic reviews. ( 20 )
J Biomed Inform - Supervised methods for symptom name recognition in free-text clinical records of traditional Chinese medicine: an empirical study. ( 20 )
J Am Med Inform Assoc - Supervised machine learning and active learning in classification of radiology reports. ( 20 )
IEEE Trans Pattern Anal Mach Intell - Label Consistent K-SVD: Learning A Discriminative Dictionary for Recognition. ( 20 )
Artif Intell Med - Prediction of human major histocompatibility complex class II binding peptides by continuous kernel discrimination method. ( 19 )
Artif Intell Med - Kernel machines for epilepsy diagnosis via EEG signal classification: a comparative study. ( 19 )
IEEE Trans Neural Netw Learn Syst - Online Sequential Extreme Learning Machine With Kernels. ( 19 )
IEEE Trans Image Process - Hyperspectral image classification through bilayer graph-based learning. ( 19 )
IEEE Trans Pattern Anal Mach Intell - Scene-Specific Pedestrian Detection for Static Video Surveillance. ( 19 )
IEEE Trans Image Process - Geodesic propagation for semantic labeling. ( 19 )
IEEE Trans Pattern Anal Mach Intell - Improved Object Categorization and Detection Using Comparative Object Similarity. ( 19 )
J Am Med Inform Assoc - A sequence labeling approach to link medications and their attributes in clinical notes and clinical trial announcements for information extraction. ( 19 )
Methods Inf Med - Probability machines: consistent probability estimation using nonparametric learning machines. ( 19 )
Neural Comput - Learning active fusion of multiple experts' decisions: an attention-based approach. ( 19 )
Neural Comput - Foundations of support constraint machines. ( 19 )
Artif Intell Med - Machine learning of clinical performance in a pancreatic cancer database. ( 18 )
Comput Methods Programs Biomed - Biomedical system based on the Discrete Hidden Markov Model using the Rocchio-Genetic approach for the classification of internal carotid artery Doppler signals. ( 18 )
Comput Methods Programs Biomed - Human-robot skills transfer interfaces for a flexible surgical robot. ( 18 )
Comput. Biol. Med. - Robust prediction of protein subcellular localization combining PCA and WSVMs. ( 18 )
Comput Math Methods Med - A novel multiinstance learning approach for liver cancer recognition on abdominal CT images based on CPSO-SVM and IO. ( 18 )
IEEE Trans Image Process - Artistic image analysis using graph-based learning approaches. ( 18 )