Statistics

Authors and titles for May 2019

[1501] arXiv:1905.11741 (cross-list from cs.LG) [pdf, other]

Title: Variational Information Bottleneck for Unsupervised Clustering: Deep Gaussian Mixture Embedding

Yigit Ugur, George Arvanitakis, Abdellatif Zaidi

Comments: accepted for publication in Entropy, Special Issue on Information Theory for Data Communications and Processing

Subjects: Machine Learning (cs.LG); Information Theory (cs.IT); Machine Learning (stat.ML)

[1502] arXiv:1905.11742 (cross-list from cs.LG) [pdf, other]

Title: Overlearning Reveals Sensitive Attributes

Congzheng Song, Vitaly Shmatikov

Subjects: Machine Learning (cs.LG); Neural and Evolutionary Computing (cs.NE); Machine Learning (stat.ML)

[1503] arXiv:1905.11744 (cross-list from cs.LG) [pdf, other]

Title: Evaluating time series forecasting models: An empirical study on performance estimation methods

Vitor Cerqueira, Luis Torgo, Igor Mozetic

Journal-ref: Machine Learning 109:1997-2028, 2020

Subjects: Machine Learning (cs.LG); Machine Learning (stat.ML)

[1504] arXiv:1905.11769 (cross-list from cs.LG) [pdf, other]

Title: Accelerating Extreme Classification via Adaptive Feature Agglomeration

Ankit Jalan, Purushottam Kar

Comments: A version of this paper without the appendices will appear at the 28th International Joint Conference on Artificial Intelligence (IJCAI 2019). Code for this paper is available at this https URL

Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI); Machine Learning (stat.ML)

[1505] arXiv:1905.11775 (cross-list from cs.LG) [pdf, other]

Title: Importance of user inputs while using incremental learning to personalize human activity recognition models

Pekka Siirtola, Heli Koskimäki, Juha Röning

Comments: European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN) 2019, pages 449-454

Subjects: Machine Learning (cs.LG); Computer Vision and Pattern Recognition (cs.CV); Human-Computer Interaction (cs.HC); Machine Learning (stat.ML)

[1506] arXiv:1905.11780 (cross-list from cs.HC) [pdf, other]

Title: Effect of context in swipe gesture-based continuous authentication on smartphones

Pekka Siirtola, Jukka Komulainen, Vili Kellokumpu

Comments: European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN) 2018, pages 639-644

Subjects: Human-Computer Interaction (cs.HC); Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG); Machine Learning (stat.ML)

[1507] arXiv:1905.11786 (cross-list from cs.LG) [pdf, other]

Title: Putting An End to End-to-End: Gradient-Isolated Learning of Representations

Sindy Löwe, Peter O'Connor, Bastiaan S. Veeling

Comments: Honorable Mention for Outstanding New Directions Paper Award at NeurIPS 2019

Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI); Machine Learning (stat.ML)

[1508] arXiv:1905.11796 (cross-list from eess.AS) [pdf, other]

Title: Self-supervised audio representation learning for mobile devices

Marco Tagliasacchi, Beat Gfeller, Félix de Chaumont Quitry, Dominik Roblek

Subjects: Audio and Speech Processing (eess.AS); Machine Learning (cs.LG); Sound (cs.SD); Machine Learning (stat.ML)

[1509] arXiv:1905.11797 (cross-list from cs.LG) [pdf, other]

Title: ROI Maximization in Stochastic Online Decision-Making

Nicolò Cesa-Bianchi, Tommaso Cesari, Yishay Mansour, Vianney Perchet

Subjects: Machine Learning (cs.LG); Machine Learning (stat.ML)

[1510] arXiv:1905.11804 (cross-list from cs.AI) [pdf, other]

Title: Prediction of Construction Cost for Field Canals Improvement Projects in Egypt

Haytham H. Elmousalami

Subjects: Artificial Intelligence (cs.AI); Machine Learning (cs.LG); Machine Learning (stat.ML)

[1511] arXiv:1905.11814 (cross-list from cs.CR) [pdf, other]

Title: Shredder: Learning Noise Distributions to Protect Inference Privacy

Fatemehsadat Mireshghallah, Mohammadkazem Taram, Prakash Ramrakhyani, Dean Tullsen, Hadi Esmaeilzadeh

Comments: Presented in ASPLOS 2020

Subjects: Cryptography and Security (cs.CR); Machine Learning (cs.LG); Machine Learning (stat.ML)

[1512] arXiv:1905.11817 (cross-list from cs.LG) [pdf, other]

Title: Connections Between Mirror Descent, Thompson Sampling and the Information Ratio

Julian Zimmert, Tor Lattimore

Subjects: Machine Learning (cs.LG); Machine Learning (stat.ML)

[1513] arXiv:1905.11824 (cross-list from cs.LG) [pdf, other]

Title: Attacker Behaviour Profiling using Stochastic Ensemble of Hidden Markov Models

Soham Deshmukh, Rahul Rade, Faruk Kazi

Subjects: Machine Learning (cs.LG); Cryptography and Security (cs.CR); Applications (stat.AP); Machine Learning (stat.ML)

[1514] arXiv:1905.11830 (cross-list from cs.LG) [pdf, other]

Title: A Graph Theoretic Additive Approximation of Optimal Transport

Nathaniel Lahn, Deepika Mulchandani, Sharath Raghvendra

Comments: Final version to appear in NeurIPS

Subjects: Machine Learning (cs.LG); Data Structures and Algorithms (cs.DS); Machine Learning (stat.ML)

[1515] arXiv:1905.11831 (cross-list from cs.LG) [pdf, other]

Title: Adversarial Attacks on Remote User Authentication Using Behavioural Mouse Dynamics

Yi Xiang Marcus Tan, Alfonso Iacovazzi, Ivan Homoliak, Yuval Elovici, Alexander Binder

Comments: Accepted in 2019 International Joint Conference on Neural Networks (IJCNN). Update of DOI

Subjects: Machine Learning (cs.LG); Cryptography and Security (cs.CR); Machine Learning (stat.ML)

[1516] arXiv:1905.11832 (cross-list from cs.LG) [pdf, other]

Title: Snooping Attacks on Deep Reinforcement Learning

Matthew Inkawhich, Yiran Chen, Hai Li

Comments: 13 pages, 12 figures

Subjects: Machine Learning (cs.LG); Computer Vision and Pattern Recognition (cs.CV); Machine Learning (stat.ML)

[1517] arXiv:1905.11837 (cross-list from cs.LG) [pdf, other]

Title: Supervised Discriminative Sparse PCA for Com-Characteristic Gene Selection and Tumor Classification on Multiview Biological Data

Chun-Mei Feng, Yong Xu, Jin-Xing Liu, Ying-Lian Gao, Chun-Hou Zheng

Comments: This paper has been published on TNNLS

Subjects: Machine Learning (cs.LG); Machine Learning (stat.ML)

[1518] arXiv:1905.11852 (cross-list from cs.LG) [pdf, other]

Title: EDUCE: Explaining model Decisions through Unsupervised Concepts Extraction

Diane Bouchacourt, Ludovic Denoyer

Subjects: Machine Learning (cs.LG); Machine Learning (stat.ML)

[1519] arXiv:1905.11866 (cross-list from cs.LG) [pdf, other]

Title: When can unlabeled data improve the learning rate?

Christina Göpfert, Shai Ben-David, Olivier Bousquet, Sylvain Gelly, Ilya Tolstikhin, Ruth Urner

Comments: Small correction in proof of Theorem 1

Journal-ref: Proceedings of the Thirty-Second Conference on Learning Theory, PMLR 99:1500-1518, 2019

Subjects: Machine Learning (cs.LG); Machine Learning (stat.ML)

[1520] arXiv:1905.11867 (cross-list from cs.LG) [pdf, other]

Title: Interactive Teaching Algorithms for Inverse Reinforcement Learning

Parameswaran Kamalaruban, Rati Devidze, Volkan Cevher, Adish Singla

Comments: IJCAI'19 paper (extended version)

Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI); Machine Learning (stat.ML)

[1521] arXiv:1905.11885 (cross-list from cs.LG) [pdf, other]

Title: Differentiable Ranks and Sorting using Optimal Transport

Marco Cuturi, Olivier Teboul, Jean-Philippe Vert

Subjects: Machine Learning (cs.LG); Machine Learning (stat.ML)

[1522] arXiv:1905.11887 (cross-list from cs.LG) [pdf, other]

Title: On Dropout and Nuclear Norm Regularization

Poorya Mianjy, Raman Arora

Journal-ref: Proceedings of the 36th International Conference on Machine Learning, PMLR 97:4575-4584, 2019

Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI); Machine Learning (stat.ML)

[1523] arXiv:1905.11893 (cross-list from cs.LG) [pdf, other]

Title: BreizhCrops: A Time Series Dataset for Crop Type Mapping

Marc Rußwurm, Charlotte Pelletier, Maximilian Zollner, Sébastien Lefèvre, Marco Körner

Comments: accepted to ISPRS Archives 2020

Subjects: Machine Learning (cs.LG); Computer Vision and Pattern Recognition (cs.CV); Machine Learning (stat.ML)

[1524] arXiv:1905.11902 (cross-list from cs.LG) [pdf, other]

Title: Correlation Clustering with Adaptive Similarity Queries

Marco Bressan, Nicolò Cesa-Bianchi, Andrea Paudice, Fabio Vitale

Subjects: Machine Learning (cs.LG); Machine Learning (stat.ML)

[1525] arXiv:1905.11910 (cross-list from cs.LG) [pdf, other]

Title: RecNets: Channel-wise Recurrent Convolutional Neural Networks

George Retsinas, Athena Elafrou, Georgios Goumas, Petros Maragos

Subjects: Machine Learning (cs.LG); Machine Learning (stat.ML)

[1526] arXiv:1905.11911 (cross-list from cs.LG) [pdf, other]

Title: Controlling Neural Level Sets

Matan Atzmon, Niv Haim, Lior Yariv, Ofer Israelov, Haggai Maron, Yaron Lipman

Comments: NeurIPS 2019

Subjects: Machine Learning (cs.LG); Machine Learning (stat.ML)

[1527] arXiv:1905.11926 (cross-list from cs.LG) [pdf, other]

Title: Network Deconvolution

Chengxi Ye, Matthew Evanusa, Hua He, Anton Mitrokhin, Tom Goldstein, James A. Yorke, Cornelia Fermüller, Yiannis Aloimonos

Comments: ICLR 2020

Subjects: Machine Learning (cs.LG); Computer Vision and Pattern Recognition (cs.CV); Neural and Evolutionary Computing (cs.NE); Machine Learning (stat.ML)

[1528] arXiv:1905.11930 (cross-list from cs.LG) [pdf, other]

Title: Efficient Kirszbraun Extension with Applications to Regression

Hanan Zaichyk, Armin Biess, Aryeh Kontorovich, Yury Makarychev

Subjects: Machine Learning (cs.LG); Machine Learning (stat.ML)

[1529] arXiv:1905.11931 (cross-list from cs.LG) [pdf, other]

Title: Adversarial Domain Adaptation Being Aware of Class Relationships

Zeya Wang, Baoyu Jing, Yang Ni, Nanqing Dong, Pengtao Xie, Eric P. Xing

Journal-ref: 24th European Conference on Artificial Intelligence (ECAI), 2020

Subjects: Machine Learning (cs.LG); Computer Vision and Pattern Recognition (cs.CV); Machine Learning (stat.ML)

[1530] arXiv:1905.11946 (cross-list from cs.LG) [pdf, other]

Title: EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks

Mingxing Tan, Quoc V. Le

Comments: ICML 2019

Journal-ref: International Conference on Machine Learning, 2019

Subjects: Machine Learning (cs.LG); Computer Vision and Pattern Recognition (cs.CV); Machine Learning (stat.ML)

[1531] arXiv:1905.11947 (cross-list from cs.DS) [pdf, other]

Title: Private Identity Testing for High-Dimensional Distributions

Clément L. Canonne, Gautam Kamath, Audra McMillan, Jonathan Ullman, Lydia Zakynthinou

Comments: Discussing a mistake in the proof of one of the algorithms (Theorem 1.2, computationally inefficient tester), and pointing to follow-up work by Narayanan (2022) who improves upon our results and fixes this mistake

Subjects: Data Structures and Algorithms (cs.DS); Cryptography and Security (cs.CR); Information Theory (cs.IT); Machine Learning (cs.LG); Machine Learning (stat.ML)

[1532] arXiv:1905.11957 (cross-list from math.OC) [pdf, other]

Title: Sample Complexity of Sample Average Approximation for Conditional Stochastic Optimization

Yifan Hu, Xin Chen, Niao He

Comments: Typo corrected. Reference added. Revision comments handled

Journal-ref: SIAM Journal on Optimization, 2020

Subjects: Optimization and Control (math.OC); Machine Learning (stat.ML)

[1533] arXiv:1905.11963 (cross-list from cs.LG) [pdf, other]

Title: Sublinear Update Time Randomized Algorithms for Dynamic Graph Regression

Mostafa Haghir Chehreghani

Journal-ref: Appl. Math. Comput. 410: 126434 (2021)

Subjects: Machine Learning (cs.LG); Discrete Mathematics (cs.DM); Machine Learning (stat.ML)

[1534] arXiv:1905.11971 (cross-list from cs.LG) [pdf, other]

Title: ME-Net: Towards Effective Adversarial Robustness with Matrix Estimation

Yuzhe Yang, Guo Zhang, Dina Katabi, Zhi Xu

Comments: ICML 2019

Subjects: Machine Learning (cs.LG); Computer Vision and Pattern Recognition (cs.CV); Machine Learning (stat.ML)

[1535] arXiv:1905.11978 (cross-list from cs.LG) [pdf, other]

Title: Better Long-Range Dependency By Bootstrapping A Mutual Information Regularizer

Yanshuai Cao, Peng Xu

Comments: Camera-ready for AISTATS 2020

Subjects: Machine Learning (cs.LG); Computation and Language (cs.CL); Machine Learning (stat.ML)

[1536] arXiv:1905.11979 (cross-list from cs.LG) [pdf, other]

Title: Causal Confusion in Imitation Learning

Pim de Haan, Dinesh Jayaraman, Sergey Levine

Comments: Published at NeurIPS 2019 9 pages, plus references and appendices

Subjects: Machine Learning (cs.LG); Machine Learning (stat.ML)

[1537] arXiv:1905.12006 (cross-list from cs.LG) [pdf, other]

Title: Learning Portable Representations for High-Level Planning

Steven James, Benjamin Rosman, George Konidaris

Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI); Machine Learning (stat.ML)

[1538] arXiv:1905.12009 (cross-list from cs.LG) [pdf, other]

Title: A General Markov Decision Process Framework for Directly Learning Optimal Control Policies

Yingdong Lu, Mark S. Squillante, Chai Wah Wu

Subjects: Machine Learning (cs.LG); Optimization and Control (math.OC); Machine Learning (stat.ML)

[1539] arXiv:1905.12019 (cross-list from cs.LG) [pdf, other]

Title: Unified Probabilistic Deep Continual Learning through Generative Replay and Open Set Recognition

Martin Mundt, Iuliia Pliushch, Sagnik Majumder, Yongwon Hong, Visvanathan Ramesh

Comments: Special Issue on Continual Learning in Computer Vision: Theory and Applications

Journal-ref: Journal of Imaging. 2022; 8(4):93

Subjects: Machine Learning (cs.LG); Computer Vision and Pattern Recognition (cs.CV); Neural and Evolutionary Computing (cs.NE); Machine Learning (stat.ML)

[1540] arXiv:1905.12020 (cross-list from econ.EM) [pdf, other]

Title: Matching on What Matters: A Pseudo-Metric Learning Approach to Matching Estimation in High Dimensions

Gentry Johnson, Brian Quistorff, Matt Goldman

Subjects: Econometrics (econ.EM); Machine Learning (cs.LG); Machine Learning (stat.ML)

[1541] arXiv:1905.12032 (cross-list from cs.LG) [pdf, other]

Title: Fault Sneaking Attack: a Stealthy Framework for Misleading Deep Neural Networks

Pu Zhao, Siyue Wang, Cheng Gongye, Yanzhi Wang, Yunsi Fei, Xue Lin

Comments: Accepted by the 56th Design Automation Conference (DAC 2019)

Subjects: Machine Learning (cs.LG); Cryptography and Security (cs.CR); Computer Vision and Pattern Recognition (cs.CV); Machine Learning (stat.ML)

[1542] arXiv:1905.12034 (cross-list from cs.LG) [pdf, other]

Title: Exploring Interpretable LSTM Neural Networks over Multi-Variable Data

Tian Guo, Tao Lin, Nino Antulov-Fantulin

Comments: Accepted to International Conference on Machine Learning (ICML), 2019

Subjects: Machine Learning (cs.LG); Machine Learning (stat.ML)

[1543] arXiv:1905.12044 (cross-list from cs.LG) [pdf, other]

Title: Generation of Policy-Level Explanations for Reinforcement Learning

Nicholay Topin, Manuela Veloso

Comments: Accepted to Proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence (2019)

Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI); Machine Learning (stat.ML)

[1544] arXiv:1905.12052 (cross-list from cs.LG) [pdf, other]

Title: A New Distribution on the Simplex with Auto-Encoding Applications

Andrew Stirn, Tony Jebara, David A Knowles

Comments: 15 pages, 6 figures, 1 tables

Subjects: Machine Learning (cs.LG); Machine Learning (stat.ML)

[1545] arXiv:1905.12080 (cross-list from cs.LG) [pdf, other]

Title: Non-normal Recurrent Neural Network (nnRNN): learning long time dependencies while improving expressivity with transient dynamics

Giancarlo Kerg, Kyle Goyette, Maximilian Puelma Touzel, Gauthier Gidel, Eugene Vorontsov, Yoshua Bengio, Guillaume Lajoie

Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI); Machine Learning (stat.ML)

[1546] arXiv:1905.12091 (cross-list from cs.LG) [pdf, other]

Title: Approximate Guarantees for Dictionary Learning

Aditya Bhaskara, Wai Ming Tai

Comments: Accepted for presentation at the Conference on Learning Theory (COLT) 2019

Subjects: Machine Learning (cs.LG); Machine Learning (stat.ML)

[1547] arXiv:1905.12101 (cross-list from cs.LG) [pdf, other]

Title: Differential Privacy Has Disparate Impact on Model Accuracy

Eugene Bagdasaryan, Vitaly Shmatikov

Subjects: Machine Learning (cs.LG); Cryptography and Security (cs.CR); Machine Learning (stat.ML)

[1548] arXiv:1905.12105 (cross-list from cs.LG) [pdf, other]

Title: Certifiably Robust Interpretation in Deep Learning

Alexander Levine, Sahil Singla, Soheil Feizi

Subjects: Machine Learning (cs.LG); Machine Learning (stat.ML)

[1549] arXiv:1905.12106 (cross-list from cs.LG) [pdf, other]

Title: EM Converges for a Mixture of Many Linear Regressions

Jeongyeol Kwon, Constantine Caramanis

Comments: SNR, initialization conditions improved from previous version

Subjects: Machine Learning (cs.LG); Machine Learning (stat.ML)

[1550] arXiv:1905.12116 (cross-list from cs.LG) [pdf, other]

Title: Harnessing Slow Dynamics in Neuromorphic Computation

Tianlin Liu

Comments: Master thesis of Tianlin Liu

Subjects: Machine Learning (cs.LG); Neural and Evolutionary Computing (cs.NE); Machine Learning (stat.ML)