Search Results - "Phung, Dinh"
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Labeled Random Finite Sets and the Bayes Multi-Target Tracking Filter
Published in IEEE transactions on signal processing (15-12-2014)“…An analytic solution to the multi-target Bayes recursion known as the δ-Generalized Labeled Multi-Bernoulli ( δ-GLMB) filter has been recently proposed by Vo…”
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Guidelines for Developing and Reporting Machine Learning Predictive Models in Biomedical Research: A Multidisciplinary View
Published in Journal of medical Internet research (16-12-2016)“…As more and more researchers are turning to big data for new opportunities of biomedical discoveries, machine learning models, as the backbone of big data…”
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Learning vector representation of medical objects via EMR-driven nonnegative restricted Boltzmann machines (eNRBM)
Published in Journal of biomedical informatics (01-04-2015)“…[Display omitted] •We introduce a novel framework called eNRBM to model electronic medical records.•Medical objects such as disease and intervention are…”
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4
An effective spatial-temporal attention based neural network for traffic flow prediction
Published in Transportation research. Part C, Emerging technologies (01-11-2019)“…Due to its importance in Intelligent Transport Systems (ITS), traffic flow prediction has been the focus of many studies in the last few decades. Existing…”
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5
VulExplainer: A Transformer-based Hierarchical Distillation for Explaining Vulnerability Types
Published in IEEE transactions on software engineering (01-10-2023)“…Deep learning-based vulnerability prediction approaches are proposed to help under-resourced security practitioners to detect vulnerable functions. However,…”
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Stable feature selection for clinical prediction: Exploiting ICD tree structure using Tree-Lasso
Published in Journal of biomedical informatics (01-02-2015)“…[Display omitted] •We model new application of Tree-Lasso for stable feature selection in healthcare.•Tree-Lasso finds more stable features compared to other…”
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Improving kernel online learning with a snapshot memory
Published in Machine learning (01-03-2022)“…We propose in this paper the Stochastic Variance-reduced Gradient Descent for Kernel Online Learning (DualSVRG), which obtains the ε -approximate linear…”
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Affective and Content Analysis of Online Depression Communities
Published in IEEE transactions on affective computing (01-07-2014)“…A large number of people use online communities to discuss mental health issues, thus offering opportunities for new understanding of these communities. This…”
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Collaborative filtering via sparse Markov random fields
Published in Information sciences (10-11-2016)“…Recommender systems play a central role in providing individualized access to information and services. This paper focuses on collaborative filtering, an…”
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Hierarchical Bayesian nonparametric models for knowledge discovery from electronic medical records
Published in Knowledge-based systems (01-05-2016)“…Electronic Medical Record (EMR) has established itself as a valuable resource for large scale analysis of health data. A hospital EMR dataset typically…”
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LTARM: A novel temporal association rule mining method to understand toxicities in a routine cancer treatment
Published in Knowledge-based systems (01-12-2018)“…Cancer is a worldwide problem and one of the leading causes of death. Increasing prevalence of cancer, particularly in developing countries, demands better…”
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A Framework for Mixed-Type Multioutcome Prediction With Applications in Healthcare
Published in IEEE journal of biomedical and health informatics (01-07-2017)“…Health analysis often involves prediction of multiple outcomes of mixed type. The existing work is restrictive to either a limited number or specific outcome…”
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13
Multiple task transfer learning with small sample sizes
Published in Knowledge and information systems (01-02-2016)“…Prognosis, such as predicting mortality, is common in medicine. When confronted with small numbers of samples, as in rare medical conditions, the task is…”
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14
Streaming clustering with Bayesian nonparametric models
Published in Neurocomputing (Amsterdam) (04-10-2017)“…Bayesian nonparametric (BNP) models are theoretically suitable for learning streaming data due to their complexity relaxation to growing data observed over…”
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15
Robust Variational Learning for Multiclass Kernel Models With Stein Refinement
Published in IEEE transactions on knowledge and data engineering (01-09-2022)“…Kernel-based models have a strong generalization ability, but most, including SVM, are vulnerable to the curse of kernelization. Moreover, their predictive…”
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A Framework for Classifying Online Mental Health-Related Communities With an Interest in Depression
Published in IEEE journal of biomedical and health informatics (01-07-2016)“…Mental illness has a deep impact on individuals, families, and by extension, society as a whole. Social networks allow individuals with mental disorders to…”
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17
Discovering topic structures of a temporally evolving document corpus
Published in Knowledge and information systems (01-06-2018)“…In this paper we describe a novel framework for the discovery of the topical content of a data corpus, and the tracking of its complex structural changes…”
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18
Risk stratification using data from electronic medical records better predicts suicide risks than clinician assessments
Published in BMC psychiatry (14-03-2014)“…To date, our ability to accurately identify patients at high risk from suicidal behaviour, and thus to target interventions, has been fairly limited. This…”
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Room-temperature NO2 sensor based on a hybrid nanomaterial of methylammonium tin iodide submicron spheres and tin dioxide nanowires
Published in Scripta materialia (01-11-2020)“…Perovskite halide materials are currently attracting considerable attention owing to their superior optical and electrical properties. This study proposes a…”
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Monitoring fine root growth to identify optimal fertilization timing in a forest plantation: A case study in Northeast Vietnam
Published in PloS one (25-11-2019)“…Fertilizer is applied widely to improve the productivity of plantations. Traditionally, fertilization is conducted in spring and/or in the early rainy season,…”
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