Statistics

Authors and titles for August 2020

[1201] arXiv:2008.12916 (cross-list from cs.SI) [pdf, other]

Title: Random Surfing Revisited: Generalizing PageRank's Teleportation Model

Athanasios N. Nikolakopoulos

Comments: 34 pages, 11 figures; Preliminary versions of (part of) this work have been presented as an ACM WSDM conference paper (this https URL), as well as in arXiv:1506.00092 (This article supersedes arXiv:1506.00092) v2: corrected numerical example

Subjects: Social and Information Networks (cs.SI); Information Retrieval (cs.IR); Machine Learning (stat.ML)

[1202] arXiv:2008.12925 (cross-list from cs.LG) [pdf, other]

Title: GRAFFL: Gradient-free Federated Learning of a Bayesian Generative Model

Seok-Ju Hahn, Junghye Lee

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

[1203] arXiv:2008.12952 (cross-list from cs.LG) [pdf, other]

Title: Efficient Robustness Certificates for Discrete Data: Sparsity-Aware Randomized Smoothing for Graphs, Images and More

Aleksandar Bojchevski, Johannes Gasteiger, Stephan Günnemann

Comments: Proceedings of the 37th International Conference on Machine Learning (ICML 2020)

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

[1204] arXiv:2008.12967 (cross-list from eess.IV) [pdf, other]

Title: Unpaired Deep Learning for Accelerated MRI using Optimal Transport Driven CycleGAN

Gyutaek Oh, Byeongsu Sim, Hyungjin Chung, Leonard Sunwoo, Jong Chul Ye

Comments: Accepted for IEEE Transactions on Computational Imaging

Subjects: Image and Video Processing (eess.IV); Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG); Machine Learning (stat.ML)

[1205] arXiv:2008.12987 (cross-list from cs.LG) [pdf, other]

Title: AI-based Modeling and Data-driven Evaluation for Smart Manufacturing Processes

Mohammadhossein Ghahramani, Yan Qiao, MengChu Zhou, Adrian OHagan, James Sweeney

Comments: 13 pages, 7 figures. To appear in IEEE/CAA JAS

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

[1206] arXiv:2008.12997 (cross-list from cs.LG) [pdf, other]

Title: Improving Resistance to Adversarial Deformations by Regularizing Gradients

Pengfei Xia, Bin Li

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

[1207] arXiv:2008.13044 (cross-list from cs.LG) [pdf, other]

Title: Reinforcement Learning with Feedback-modulated TD-STDP

Stephen Chung, Robert Kozma

Comments: 17 pages, 4 figures

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

[1208] arXiv:2008.13064 (cross-list from cs.LG) [pdf, other]

Title: Towards Demystifying Dimensions of Source Code Embeddings

Md Rafiqul Islam Rabin, Arjun Mukherjee, Omprakash Gnawali, Mohammad Amin Alipour

Comments: 1st ACM SIGSOFT International Workshop on Representation Learning for Software Engineering and Program Languages, Co-located with ESEC/FSE (RL+SE&PL'20)

Subjects: Machine Learning (cs.LG); Programming Languages (cs.PL); Software Engineering (cs.SE); Machine Learning (stat.ML)

[1209] arXiv:2008.13065 (cross-list from eess.IV) [pdf, other]

Title: Unsupervised MRI Reconstruction with Generative Adversarial Networks

Elizabeth K. Cole, John M. Pauly, Shreyas S. Vasanawala, Frank Ong

Subjects: Image and Video Processing (eess.IV); Machine Learning (cs.LG); Machine Learning (stat.ML)

[1210] arXiv:2008.13072 (cross-list from cs.LG) [pdf, other]

Title: Adversarial Privacy Preserving Graph Embedding against Inference Attack

Kaiyang Li, Guangchun Luo, Yang Ye, Wei Li, Shihao Ji, Zhipeng Cai

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

[1211] arXiv:2008.13096 (cross-list from eess.SP) [pdf, other]

Title: Blind Determination of the Number of Sources Using Distance Correlation

Amir Weiss, Arie Yeredor

Journal-ref: in IEEE Signal Processing Letters, vol. 26, no. 6, pp. 828-832, June 2019

Subjects: Signal Processing (eess.SP); Applications (stat.AP)

[1212] arXiv:2008.13099 (cross-list from cs.DL) [pdf, other]

Title: Pairwise Learning for Name Disambiguation in Large-Scale Heterogeneous Academic Networks

Qingyun Sun, Hao Peng, Jianxin Li, Senzhang Wang, Xiangyu Dong, Liangxuan Zhao, Philip S. Yu, Lifang He

Comments: accepted by ICDM 2020 as regular paper

Subjects: Digital Libraries (cs.DL); Machine Learning (cs.LG); Social and Information Networks (cs.SI); Machine Learning (stat.ML)

[1213] arXiv:2008.13114 (cross-list from cs.LG) [pdf, other]

Title: A Novel Multiple Ensemble Learning Models Based on Different Datasets for Software Defect Prediction

Ali Nawaz, Attique Ur Rehman, Muhammad Abbas

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

[1214] arXiv:2008.13122 (cross-list from cs.LG) [pdf, other]

Title: Adversarial Learning for Counterfactual Fairness

Vincent Grari, Sylvain Lamprier, Marcin Detyniecki

Comments: 11 pages, 5 figures

Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI); Computers and Society (cs.CY); Machine Learning (stat.ML)

[1215] arXiv:2008.13128 (cross-list from cs.LG) [pdf, other]

Title: Optimal Quantization for Batch Normalization in Neural Network Deployments and Beyond

Dachao Lin, Peiqin Sun, Guangzeng Xie, Shuchang Zhou, Zhihua Zhang

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

[1216] arXiv:2008.13162 (cross-list from cs.LG) [pdf, other]

Title: MementoML: Performance of selected machine learning algorithm configurations on OpenML100 datasets

Wojciech Kretowicz, Przemysław Biecek

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

[1217] arXiv:2008.13189 (cross-list from eess.SP) [pdf, other]

Title: Performance Analysis of the Gaussian Quasi-Maximum Likelihood Approach for Independent Vector Analysis

Amir Weiss, Sher Ali Cheema, Martin Haardt, Arie Yeredor

Journal-ref: in IEEE Trans. on Signal Process., vol. 66, no. 19, pp. 5000-5013, 1 Oct.1, 2018

Subjects: Signal Processing (eess.SP); Applications (stat.AP)

[1218] arXiv:2008.13199 (cross-list from eess.SP) [pdf, other]

Title: The Extended "Sequentially Drilled" Joint Congruence Transformation and its Application in Gaussian Independent Vector Analysis

Amir Weiss, Arie Yeredor, Sher Ali Cheema, Martin Haardt

Journal-ref: IEEE Transactions on Signal Processing, vol. 65, no. 23, pp. 6332-6344, 1 Dec.1, 2017

Subjects: Signal Processing (eess.SP); Applications (stat.AP)

[1219] arXiv:2008.13210 (cross-list from cs.LG) [pdf, other]

Title: Multiway $p$-spectral graph cuts on Grassmann manifolds

Dimosthenis Pasadakis, Christie Louis Alappat, Olaf Schenk, Gerhard Wellein

Journal-ref: Mach Learn (2021)

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

[1220] arXiv:2008.13221 (cross-list from cs.LG) [pdf, other]

Title: Human-in-the-Loop Methods for Data-Driven and Reinforcement Learning Systems

Vinicius G. Goecks

Comments: PhD thesis, Aerospace Engineering, Texas A&M (2020). For more information, see this https URL

Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI); Human-Computer Interaction (cs.HC); Robotics (cs.RO); Machine Learning (stat.ML)

[1221] arXiv:2008.13225 (cross-list from cs.LG) [pdf, other]

Title: SOLAR: Sparse Orthogonal Learned and Random Embeddings

Tharun Medini, Beidi Chen, Anshumali Shrivastava

Comments: Under review at NeurIPS 2020

Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI); Distributed, Parallel, and Cluster Computing (cs.DC); Information Retrieval (cs.IR); Machine Learning (stat.ML)

[1222] arXiv:2008.13235 (cross-list from cs.LG) [pdf, other]

Title: An Objective for Hierarchical Clustering in Euclidean Space and its Connection to Bisecting K-means

Benjamin Moseley, Yuyan Wang

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

[1223] arXiv:2008.13261 (cross-list from cs.LG) [pdf, other]

Title: Benchmarking adversarial attacks and defenses for time-series data

Shoaib Ahmed Siddiqui, Andreas Dengel, Sheraz Ahmed

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

[1224] arXiv:2008.13265 (cross-list from cs.LG) [pdf, other]

Title: A Meta-Learning Control Algorithm with Provable Finite-Time Guarantees

Deepan Muthirayan, Pramod Khargonekar

Comments: The problem formulation considered has a trivial solution and does not require the elaborate approach proposed in this paper. Moreover the assumptions made are very restrictive. We direct the reader to our next version titled: 'Meta-Learning Guarantees for Online Receding Horizon Learning Control'

Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI); Systems and Control (eess.SY); Machine Learning (stat.ML)

[1225] arXiv:2008.13293 (cross-list from cs.LG) [pdf, other]

Title: Sharp finite-sample concentration of independent variables

Akshay Balsubramani

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

[1226] arXiv:2008.13306 (cross-list from cs.LG) [pdf, other]

Title: Relationship-aware Multivariate Sampling Strategy for Scientific Simulation Data

Subhashis Hazarika, Ayan Biswas, Phillip J. Wolfram, Earl Lawrence, Nathan Urban

Comments: To appear as IEEE Vis 2020 Shortpaper

Subjects: Machine Learning (cs.LG); Graphics (cs.GR); Human-Computer Interaction (cs.HC); Machine Learning (stat.ML)

[1227] arXiv:2008.13319 (cross-list from cs.LG) [pdf, other]

Title: Efficient Reinforcement Learning in Factored MDPs with Application to Constrained RL

Xiaoyu Chen, Jiachen Hu, Lihong Li, Liwei Wang

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

[1228] arXiv:2008.13351 (cross-list from cs.LG) [pdf, other]

Title: Learning Adaptive Embedding Considering Incremental Class

Yang Yang, Zhen-Qiang Sun, HengShu Zhu, Yanjie Fu, Hui Xiong, Jian Yang

Comments: 15 pages, 11 figures

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

[1229] arXiv:2008.13361 (cross-list from cs.LG) [pdf, other]

Title: Multi-Scale One-Class Recurrent Neural Networks for Discrete Event Sequence Anomaly Detection

Zhiwei Wang, Zhengzhang Chen, Jingchao Ni, Hui Liu, Haifeng Chen, Jiliang Tang

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

[1230] arXiv:2008.13363 (cross-list from cs.LG) [pdf, other]

Title: Extreme Memorization via Scale of Initialization

Harsh Mehta, Ashok Cutkosky, Behnam Neyshabur

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

[1231] arXiv:2008.13374 (cross-list from cs.LG) [pdf, other]

Title: Active Local Learning

Arturs Backurs, Avrim Blum, Neha Gupta

Comments: Published at COLT 2020

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

[1232] arXiv:2008.13429 (cross-list from cs.LG) [pdf, other]

Title: Structured Graph Learning for Clustering and Semi-supervised Classification

Zhao Kang, Chong Peng, Qiang Cheng, Xinwang Liu, Xi Peng, Zenglin Xu, Ling Tian

Comments: Appear in Pattern Recognition

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

[1233] arXiv:2008.13454 (cross-list from cs.LG) [pdf, other]

Title: Complex-valued embeddings of generic proximity data

Maximilian Münch, Michiel Straat, Michael Biehl, Frank-Michael Schleif

Comments: Proximity learning, embedding, complex values, complex-valued embedding, learning vector quantization

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

[1234] arXiv:2008.13485 (cross-list from cs.LG) [pdf, other]

Title: ROS-Neuro Integration of Deep Convolutional Autoencoders for EEG Signal Compression in Real-time BCIs

Andrea Valenti, Michele Barsotti, Raffaello Brondi, Davide Bacciu, Luca Ascari

Comments: Accepted at the IEEE International Conference on Systems, Man, and Cybernetics (SMC 2020)

Subjects: Machine Learning (cs.LG); Signal Processing (eess.SP); Machine Learning (stat.ML)

[1235] arXiv:2008.13516 (cross-list from cs.IR) [pdf, other]

Title: Towards Comprehensive Recommender Systems: Time-Aware UnifiedcRecommendations Based on Listwise Ranking of Implicit Cross-Network Data

Dilruk Perera, Roger Zimmermann

Journal-ref: Association for the Advancement of Artificial Intelligence, 2020 (AAAI'20)

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

[1236] arXiv:2008.13517 (cross-list from cs.IR) [pdf, other]

Title: GraphSAIL: Graph Structure Aware Incremental Learning for Recommender Systems

Yishi Xu, Yingxue Zhang, Wei Guo, Huifeng Guo, Ruiming Tang, Mark Coates

Comments: Accepted by CIKM2020 Applied Research Track

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

[1237] arXiv:2008.13526 (cross-list from cs.IR) [pdf, other]

Title: Theoretical Modeling of the Iterative Properties of User Discovery in a Collaborative Filtering Recommender System

Sami Khenissi, Mariem Boujelbene, Olfa Nasraoui

Comments: Accepted in Recsys2020. Code available at: this https URL

Subjects: Information Retrieval (cs.IR); Artificial Intelligence (cs.AI); Human-Computer Interaction (cs.HC); Machine Learning (cs.LG); Machine Learning (stat.ML)

[1238] arXiv:2008.13527 (cross-list from cs.IR) [pdf, other]

Title: Review Regularized Neural Collaborative Filtering

Zhimeng Pan, Wenzheng Tao, Qingyao Ai

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

[1239] arXiv:2008.13532 (cross-list from cs.IR) [pdf, other]

Title: Auto-Surprise: An Automated Recommender-System (AutoRecSys) Library with Tree of Parzens Estimator (TPE) Optimization

Rohan Anand, Joeran Beel

Comments: To be presented at RecSys '20 Fourteenth ACM Conference on Recommender Systems, September 21-26, 2020, Virtual Event

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

[1240] arXiv:2008.13533 (cross-list from cs.CL) [pdf, other]

Title: Generative Models are Unsupervised Predictors of Page Quality: A Colossal-Scale Study

Dara Bahri, Yi Tay, Che Zheng, Donald Metzler, Cliff Brunk, Andrew Tomkins

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

[1241] arXiv:2008.13535 (cross-list from cs.IR) [pdf, other]

Title: DCN V2: Improved Deep & Cross Network and Practical Lessons for Web-scale Learning to Rank Systems

Ruoxi Wang, Rakesh Shivanna, Derek Z. Cheng, Sagar Jain, Dong Lin, Lichan Hong, Ed H. Chi

Journal-ref: In Proceedings of the Web Conference 2021 (WWW '21)

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

[1242] arXiv:2008.13537 (cross-list from cs.IR) [pdf, other]

Title: Neural Topic Model via Optimal Transport

He Zhao, Dinh Phung, Viet Huynh, Trung Le, Wray Buntine

Comments: Published in ICLR 2021, link: this https URL, code: this https URL

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

[1243] arXiv:2008.13539 (cross-list from cs.LG) [pdf, other]

Title: Multi-View Spectral Clustering with High-Order Optimal Neighborhood Laplacian Matrix

Weixuan Liang, Sihang Zhou, Jian Xiong, Xinwang Liu, Siwei Wang, En Zhu, Zhiping Cai, Xin Xu

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

[1244] arXiv:2008.13544 (cross-list from cs.CL) [pdf, other]

Title: I-AID: Identifying Actionable Information from Disaster-related Tweets

Hamada M. Zahera, Rricha Jalota, Mohamed A. Sherif, Axel N. Ngomo

Subjects: Computation and Language (cs.CL); Artificial Intelligence (cs.AI); Information Retrieval (cs.IR); Machine Learning (cs.LG); Machine Learning (stat.ML)

[1245] arXiv:2008.13548 (cross-list from cs.CY) [pdf, other]

Title: Towards Game Design via Creative Machine Learning (GDCML)

Anurag Sarkar, Seth Cooper

Comments: 6 pages, 4 figures, IEEE Conference on Games (CoG) 2020

Subjects: Computers and Society (cs.CY); Artificial Intelligence (cs.AI); Machine Learning (cs.LG); Machine Learning (stat.ML)

[1246] arXiv:2008.13575 (cross-list from cs.CY) [pdf, other]

Title: Entropy of Co-Enrolment Networks Reveal Disparities in High School STEM Participation

Steven Martin Turnbull, Dion R.J. O'Neale

Comments: 29 pages, 9 figures, 2 tables

Subjects: Computers and Society (cs.CY); Applications (stat.AP)

[1247] arXiv:2008.13578 (cross-list from cs.LG) [pdf, other]

Title: Against Membership Inference Attack: Pruning is All You Need

Yijue Wang, Chenghong Wang, Zigeng Wang, Shanglin Zhou, Hang Liu, Jinbo Bi, Caiwen Ding, Sanguthevar Rajasekaran

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

Journal-ref: IJCAI, 2021

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

[1248] arXiv:2008.13600 (cross-list from cs.LG) [pdf, other]

Title: $\beta$-Cores: Robust Large-Scale Bayesian Data Summarization in the Presence of Outliers

Dionysis Manousakas, Cecilia Mascolo

Comments: 25 pages, 5 figures, Accepted at the 14th ACM International Conference on Web Search and Data Mining

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

[1249] arXiv:2008.13607 (cross-list from cs.LG) [pdf, other]

Title: Ranking Policy Decisions

Hadrien Pouget, Hana Chockler, Youcheng Sun, Daniel Kroening

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

[1250] arXiv:2008.13625 (cross-list from q-bio.NC) [pdf, other]

Title: Transfer entropy applied on EEG in depression reveals aberrated dynamics

Milena Cukic, Slavoljub Radenkovic, Miodrag Stokic, Danka Savic

Comments: 23 pages, 1 figure

Subjects: Neurons and Cognition (q-bio.NC); Machine Learning (cs.LG); Machine Learning (stat.ML)