Dimensionality Reduction

Paper Group ANR 400

Paper Group ANR 400

July 28, 2019

Mechanisms of dimensionality reduction and decorrelation in deep neural networks. Motion Deblurring in the Wild. Estimation of a Low-rank Topic-Based Model for Information Cascades. Development and analysis of a Bayesian water balance model for large lake systems. How Should a Robot Assess Risk? Towards an Axiomatic Theory of Risk in Robotics. Atte …
Paper Group ANR 414

Paper Group ANR 414

July 28, 2019

Non-stationary Stochastic Optimization under $L_{p,q}$-Variation Measures. A Variational Approach to Shape-from-shading Under Natural Illumination. A Geometric Approach to Harmonic Color Palette Design. Simultaneously Learning Neighborship and Projection Matrix for Supervised Dimensionality Reduction. Differentially Private Dropout. Identification …
Paper Group ANR 420

Paper Group ANR 420

July 28, 2019

A Simple Text Analytics Model To Assist Literary Criticism: comparative approach and example on James Joyce against Shakespeare and the Bible. Learning Deep Networks from Noisy Labels with Dropout Regularization. Space-Filling Curve Indices as Acceleration Structure for Exemplar-Based Inpainting. Particle Optimization in Stochastic Gradient MCMC. L …
Paper Group ANR 424

Paper Group ANR 424

July 28, 2019

DLVM: A modern compiler infrastructure for deep learning systems. Bayesian Unification of Gradient and Bandit-based Learning for Accelerated Global Optimisation. A Fusion-based Gender Recognition Method Using Facial Images. The Forgettable-Watcher Model for Video Question Answering. Semi-Automatic Segmentation and Ultrasonic Characterization of Sol …
Paper Group ANR 425

Paper Group ANR 425

July 28, 2019

A large comparison of feature-based approaches for buried target classification in forward-looking ground-penetrating radar. The Eigenoption-Critic Framework. Exploring Temporal Preservation Networks for Precise Temporal Action Localization. Gabor Filter Assisted Energy Efficient Fast Learning Convolutional Neural Networks. Convergence Rates for De …
Paper Group ANR 431

Paper Group ANR 431

July 28, 2019

Weighted Data Normalization Based on Eigenvalues for Artificial Neural Network Classification. Soft Label Memorization-Generalization for Natural Language Inference. Feature-Guided Black-Box Safety Testing of Deep Neural Networks. Modeling the Resource Requirements of Convolutional Neural Networks on Mobile Devices. Multi-task Neural Networks for P …
Paper Group ANR 436

Paper Group ANR 436

July 28, 2019

Dimensionality reduction methods for molecular simulations. Multitask Learning using Task Clustering with Applications to Predictive Modeling and GWAS of Plant Varieties. A decentralized proximal-gradient method with network independent step-sizes and separated convergence rates. PlatEMO: A MATLAB Platform for Evolutionary Multi-Objective Optimizat …
Paper Group ANR 441

Paper Group ANR 441

July 28, 2019

Natasha: Faster Non-Convex Stochastic Optimization Via Strongly Non-Convex Parameter. Feasibility of Principal Component Analysis in hand gesture recognition system. Comparative analysis of criteria for filtering time series of word usage frequencies. On the approximation by single hidden layer feedforward neural networks with fixed weights. Regula …
Paper Group ANR 445

Paper Group ANR 445

July 28, 2019

A wake-sleep algorithm for recurrent, spiking neural networks. On Quadratic Penalties in Elastic Weight Consolidation. A Generative Approach to Question Answering. Segmentation of Intracranial Arterial Calcification with Deeply Supervised Residual Dropout Networks. LDMNet: Low Dimensional Manifold Regularized Neural Networks. Recent Progress of Fac …
Paper Group ANR 453

Paper Group ANR 453

July 28, 2019

Linear Differential Constraints for Photo-polarimetric Height Estimation. On the Use of Machine Translation-Based Approaches for Vietnamese Diacritic Restoration. Exploring the Use of Shatter for AllSAT Through Ramsey-Type Problems. Multi-level computational methods for interdisciplinary research in the HathiTrust Digital Library. Approximate Kerne …
Paper Group ANR 455

Paper Group ANR 455

July 28, 2019

Markov chain Hebbian learning algorithm with ternary synaptic units. Enriching Complex Networks with Word Embeddings for Detecting Mild Cognitive Impairment from Speech Transcripts. Towards Automatic Learning of Heuristics for Mechanical Transformations of Procedural Code. Scalable Object Detection for Stylized Objects. Smart Augmentation - Learnin …
Paper Group ANR 458

Paper Group ANR 458

July 28, 2019

Regression-aware decompositions. Learning Detection with Diverse Proposals. Unbiasing Truncated Backpropagation Through Time. Causality Refined Diagnostic Prediction. Planecell: Representing the 3D Space with Planes. Streaming Small-Footprint Keyword Spotting using Sequence-to-Sequence Models. Hemingway: Modeling Distributed Optimization Algorithms …
Paper Group ANR 467

Paper Group ANR 467

July 27, 2019

Listening while Speaking: Speech Chain by Deep Learning. Private federated learning on vertically partitioned data via entity resolution and additively homomorphic encryption. Ease.ml: Towards Multi-tenant Resource Sharing for Machine Learning Workloads. Deep Tensor Encoding. Explainable Entity-based Recommendations with Knowledge Graphs. Zero-Shot …
Paper Group ANR 470

Paper Group ANR 470

July 27, 2019

Multivariate Dependency Measure based on Copula and Gaussian Kernel. Look, Imagine and Match: Improving Textual-Visual Cross-Modal Retrieval with Generative Models. Group-based Sparse Representation for Image Compressive Sensing Reconstruction with Non-Convex Regularization. Modular Learning Component Attacks: Today’s Reality, Tomorrow’s Challenge. …
Paper Group ANR 472

Paper Group ANR 472

July 27, 2019

Variational Inference for Gaussian Process Models with Linear Complexity. Boltzmann Exploration Done Right. Fully Convolutional Neural Networks for Dynamic Object Detection in Grid Maps (Masters Thesis). Hypothesis Testing for High-Dimensional Multinomials: A Selective Review. Towards Building Large Scale Multimodal Domain-Aware Conversation System …
Paper Group ANR 485

Paper Group ANR 485

July 27, 2019

Unsupervised Transformation Learning via Convex Relaxations. Phase Diagram of Restricted Boltzmann Machines and Generalised Hopfield Networks with Arbitrary Priors. Guided Machine Learning for power grid segmentation. Theoretical and Computational Guarantees of Mean Field Variational Inference for Community Detection. Robust Photometric Stereo Usin …
Paper Group ANR 507

Paper Group ANR 507

July 27, 2019

Differential Evolution for Quantum Robust Control: Algorithm, Applications and Experiments. Variational Inference for Logical Inference. MobiRNN: Efficient Recurrent Neural Network Execution on Mobile GPU. Differentially Private Bayesian Learning on Distributed Data. Lower Bounds on the Bayes Risk of the Bayesian BTL Model with Applications to Comp …
Paper Group ANR 530

Paper Group ANR 530

July 27, 2019

Butterfly Effect: Bidirectional Control of Classification Performance by Small Additive Perturbation. Hierarchical and Interpretable Skill Acquisition in Multi-task Reinforcement Learning. An Analysis of 1-to-First Matching in Iris Recognition. Unsupervised and Semi-supervised Anomaly Detection with LSTM Neural Networks. Character Distributions of …
Paper Group ANR 536

Paper Group ANR 536

July 27, 2019

A Parallel Best-Response Algorithm with Exact Line Search for Nonconvex Sparsity-Regularized Rank Minimization. Extracting low-dimensional dynamics from multiple large-scale neural population recordings by learning to predict correlations. False arrhythmia alarm reduction in the intensive care unit. Developing a concept-level knowledge base for sen …
Paper Group ANR 552

Paper Group ANR 552

July 27, 2019

Multi-Stage Feature Selection Based Intelligent Classifier for Classification of Incipient Stage Fire in Building. Detecting the Moment of Completion: Temporal Models for Localising Action Completion. Counterfactual Causality from First Principles?. Picasso, Matisse, or a Fake? Automated Analysis of Drawings at the Stroke Level for Attribution and …
Paper Group ANR 557

Paper Group ANR 557

July 27, 2019

Predicting Yelp Star Reviews Based on Network Structure with Deep Learning. Bidirectional American Sign Language to English Translation. A case study on using speech-to-translation alignments for language documentation. Discriminative convolutional Fisher vector network for action recognition. Neural network augmented inverse problems for PDEs. Fin …
Paper Group ANR 559

Paper Group ANR 559

July 27, 2019

Comments on the proof of adaptive submodular function minimization. Statistical inference for high dimensional regression via Constrained Lasso. Deep Ordinal Ranking for Multi-Category Diagnosis of Alzheimer’s Disease using Hippocampal MRI data. Minimum Energy Quantized Neural Networks. A description length approach to determining the number of k-m …
Paper Group ANR 560

Paper Group ANR 560

July 27, 2019

New efficient algorithms for multiple change-point detection with kernels. Policy Gradient Methods for Reinforcement Learning with Function Approximation and Action-Dependent Baselines. On (Commercial) Benefits of Automatic Text Summarization Systems in the News Domain: A Case of Media Monitoring and Media Response Analysis. Traffic Sign Timely Vis …
Paper Group ANR 564

Paper Group ANR 564

July 27, 2019

A Tribe Competition-Based Genetic Algorithm for Feature Selection in Pattern Classification. Restoration of Images with Wavefront Aberrations. Automatic Taxonomy Generation - A Use-Case in the Legal Domain. Online Tool Condition Monitoring Based on Parsimonious Ensemble+. Exact Topology Reconstruction of Radial Dynamical Systems with Applications t …
Paper Group ANR 567

Paper Group ANR 567

July 27, 2019

Aperture Supervision for Monocular Depth Estimation. A reinforcement learning algorithm for building collaboration in multi-agent systems. Serious Games Application for Memory Training Using Egocentric Images. SafePredict: A Meta-Algorithm for Machine Learning That Uses Refusals to Guarantee Correctness. Object Classification in Images of Neoclassi …
Paper Group ANR 574

Paper Group ANR 574

July 27, 2019

Agent based Tools for Modeling and Simulation of Self-Organization in Peer-to-Peer, Ad-Hoc and other Complex Networks. Accumulated Gradient Normalization. Don’t relax: early stopping for convex regularization. Using Task Descriptions in Lifelong Machine Learning for Improved Performance and Zero-Shot Transfer. LinXGBoost: Extension of XGBoost to Ge …
Paper Group ANR 580

Paper Group ANR 580

July 27, 2019

Non-parametric estimation of Jensen-Shannon Divergence in Generative Adversarial Network training. Variational inference for the multi-armed contextual bandit. Convergence analysis of the information matrix in Gaussian belief propagation. A Random Block-Coordinate Douglas-Rachford Splitting Method with Low Computational Complexity for Binary Logist …
Paper Group ANR 589

Paper Group ANR 589

July 27, 2019

Convex Optimization with Unbounded Nonconvex Oracles using Simulated Annealing. Deep View-Sensitive Pedestrian Attribute Inference in an end-to-end Model. SIMLR: A Tool for Large-Scale Genomic Analyses by Multi-Kernel Learning. ClustGeo: an R package for hierarchical clustering with spatial constraints. Cultivating DNN Diversity for Large Scale Vid …