output
20032026
most citedLSTM: A Search Space Odyssey

7.1k citations

Showing 2017Show all

14 papers · 1 filter

stat.ML2017★ 10 cited

Practical Hash Functions for Similarity Estimation and Dimensionality Reduction

Søren Dahlgaard, Mathias Bæk Tejs Knudsen, Mikkel Thorup

Hashing is a basic tool for dimensionality reduction employed in several aspects of machine learning. However, the perfomance analysis is often carried out under the abstract assum…

cs.CV2017★ 11 cited

Saliency-based Sequential Image Attention with Multiset Prediction

Sean Welleck, Jialin Mao, Kyunghyun Cho +1

Humans process visual scenes selectively and sequentially using attention. Central to models of human visual attention is the saliency map. We propose a hierarchical visual archite…

cs.CY2017★ 1 cited

Predictors of Re-admission for Homeless Families in New York City: The Case of the Win Shelter Network

Constantine Kontokosta, Boyeong Hong, Awais Malik +5

New York City faces the challenge of an ever-increasing homeless population with almost 60,000 people currently living in city shelters. In 2015, approximately 25% of families stay…

cs.HC2017★ 9 cited

When Simpler Data Does Not Imply Less Information: A Study of User Profiling Scenarios with Constrained View of Mobile HTTP(S) Traffic

Souneil Park, Aleksandar Matic, Kamini Garg +1

The exponential growth in smartphone adoption is contributing to the availability of vast amounts of human behavioral data. This data enables the development of increasingly accura…

math.ST2017★ 2 cited

Rigorous Analysis for Efficient Statistically Accurate Algorithms for Solving Fokker-Planck Equations in Large Dimensions

Nan Chen, Andrew J. Majda, Xin T. Tong

This article presents a rigorous analysis for efficient statistically accurate algorithms for solving the Fokker-Planck equations associated with high-dimensional nonlinear turbule…

stat.ML2017★ 23 cited

Hierarchical Multinomial-Dirichlet model for the estimation of conditional probability tables

L. Azzimonti, G. Corani, M. Zaffalon

We present a novel approach for estimating conditional probability tables, based on a joint, rather than independent, estimate of the conditional distributions belonging to the sam…

cond-mat.mtrl-sci2017

Anisotropy-driven quantum capacitance in multi-layered black phosphorus

Parijat Sengupta, Shaloo Rakheja

We report analytic results on quantum capacitance (C) measurements and their optical tuning in dual-gated device with potassium-doped multi-layered black phosphorous (BP) as…

cs.DS2017★ 4 cited

A Nearly Instance Optimal Algorithm for Top-k Ranking under the Multinomial Logit Model

Xi Chen, Yuanzhi Li, Jieming Mao

We study the active learning problem of top- ranking from multi-wise comparisons under the popular multinomial logit model. Our goal is to identify the top- items with high p…

cs.LG2017★ 7 cited

Adaptive Multiple-Arm Identification

Jiecao Chen, Xi Chen, Qin Zhang +1

We study the problem of selecting arms with the highest expected rewards in a stochastic -armed bandit game. This problem has a wide range of applications, e.g., A/B testing…

stat.ML2017

An Unsupervised Method for Estimating the Global Horizontal Irradiance from Photovoltaic Power Measurements

Lorenzo Nespoli, Vasco Medici

In this paper, we present a method to determine the global horizontal irradiance (GHI) from the power measurements of one or more PV systems, located in the same neighborhood. The…

eess.SY2017★ 90 cited

Unsupervised Disaggregation of PhotoVoltaic Production from Composite Power Flow Measurements of Heterogeneous Prosumers

Fabrizio Sossan, Lorenzo Nespoli, Vasco Medici +1

We consider the problem of estimating the unobserved amount of photovoltaic (PV) generation and demand in a power distribution network starting from measurements of the aggregated…

math.NA2017★ 9 cited

A constructive approach to Schaeffer's conjecture

Oleg Szehr, Rachid Zarouf

J.J. Schaeffer proved that for induced matrix norm and invertible the inequality \[\left|\det T\right|\left\Vert T^{-1}\right\Vert \leq\mathcal{S}\left\Vert T\…

cs.CC2017

An Improved Dictatorship Test with Perfect Completeness

Amey Bhangale, Subhash Khot, Devanathan Thiruvenkatachari

A Boolean function is called a dictator if it depends on exactly one variable i.e for some . In this wor…

math.AG2017

Dominant classes of projective varieties

Federico Buonerba, Fedor Bogomolov

We give evidence for a uniformization-type conjecture, that any algebraic variety can be altered into a variety endowed with a tower of smooth fibrations of relative dimension one.