Machine Learning

Authors and titles for September 2021

[1651] arXiv:2109.09026 (cross-list from cs.SD) [pdf, other]

Title: Hybrid Data Augmentation and Deep Attention-based Dilated Convolutional-Recurrent Neural Networks for Speech Emotion Recognition

Nhat Truong Pham, Duc Ngoc Minh Dang, Sy Dzung Nguyen

Comments: 12 pages, 16 figures, 6 tables

Subjects: Sound (cs.SD); Human-Computer Interaction (cs.HC); Machine Learning (cs.LG); Audio and Speech Processing (eess.AS)

[1652] arXiv:2109.09061 (cross-list from stat.ML) [pdf, other]

Title: Model-Based Approach for Measuring the Fairness in ASR

Zhe Liu, Irina-Elena Veliche, Fuchun Peng

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

[1653] arXiv:2109.09063 (cross-list from cs.CV) [pdf, other]

Title: Ontology-based n-ball Concept Embeddings Informing Few-shot Image Classification

Mirantha Jayathilaka, Tingting Mu, Uli Sattler

Journal-ref: The Combination of Symbolic and Sub-symbolic Methods and their Applications (CSSA @ ECML PDKK 2021)

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

[1654] arXiv:2109.09077 (cross-list from astro-ph.IM) [pdf, other]

Title: DECORAS: detection and characterization of radio-astronomical sources using deep learning

S.Rezaei, J.P.McKean, M.Biehl, A.Javadpour

Comments: submitted to MNRAS

Subjects: Instrumentation and Methods for Astrophysics (astro-ph.IM); Astrophysics of Galaxies (astro-ph.GA); Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG)

[1655] arXiv:2109.09105 (cross-list from cs.CL) [pdf, other]

Title: What BERT Based Language Models Learn in Spoken Transcripts: An Empirical Study

Ayush Kumar, Mukuntha Narayanan Sundararaman, Jithendra Vepa

Comments: BlackboxNLP @ EMNLP 2021 (15 pages, includes Appendix)

Subjects: Computation and Language (cs.CL); Artificial Intelligence (cs.AI); Machine Learning (cs.LG); Audio and Speech Processing (eess.AS)

[1656] arXiv:2109.09120 (cross-list from cs.CV) [pdf, other]

Title: ComicGAN: Text-to-Comic Generative Adversarial Network

Ben Proven-Bessel, Zilong Zhao, Lydia Chen

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

[1657] arXiv:2109.09151 (cross-list from math-ph) [pdf, other]

Title: Locally-symplectic neural networks for learning volume-preserving dynamics

Jānis Bajārs

Journal-ref: Journal of Computational Physics 476 (2023) 111911

Subjects: Mathematical Physics (math-ph); Machine Learning (cs.LG)

[1658] arXiv:2109.09164 (cross-list from stat.ML) [pdf, other]

Title: Optimal Ensemble Construction for Multi-Study Prediction with Applications to COVID-19 Excess Mortality Estimation

Gabriel Loewinger, Rolando Acosta Nunez, Rahul Mazumder, Giovanni Parmigiani

Comments: Manuscript: 27 pages, 6 figures, 4 tables; Supplement: 18 pages, 11 figures, 10 tables

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

[1659] arXiv:2109.09165 (cross-list from cs.CV) [pdf, other]

Title: Traffic-Net: 3D Traffic Monitoring Using a Single Camera

Mahdi Rezaei, Mohsen Azarmi, Farzam Mohammad Pour Mir

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

[1660] arXiv:2109.09190 (cross-list from cs.SI) [pdf, other]

Title: Harnessing the Power of Ego Network Layers for Link Prediction in Online Social Networks

Mustafa Toprak, Chiara Boldrini, Andrea Passarella, Marco Conti

Comments: This work was partially funded by the following projects. European Union's Horizon 2020 research and innovation programme: SoBigData++ (No 871042), HumaneAI-Net (No 952026), MARVEL (No 957337). Italian PON-MISE program: OK-INSAID project (No ARS01 00917). CHIST-ERA program: SAI project (grant CHIST-ERA-19-XAI-010, funded by MUR, grant number not yet available). in IEEE Transactions on Computational Social Systems, 2022

Subjects: Social and Information Networks (cs.SI); Artificial Intelligence (cs.AI); Machine Learning (cs.LG)

[1661] arXiv:2109.09193 (cross-list from cs.CL) [pdf, other]

Title: Towards Zero-Label Language Learning

Zirui Wang, Adams Wei Yu, Orhan Firat, Yuan Cao

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

[1662] arXiv:2109.09203 (cross-list from cond-mat.stat-mech) [pdf, other]

Title: Topology, Convergence, and Reconstruction of Predictive States

Samuel P. Loomis, James P. Crutchfield

Comments: 16 pages, 4 figures; this http URL

Subjects: Statistical Mechanics (cond-mat.stat-mech); Machine Learning (cs.LG); Dynamical Systems (math.DS); Statistics Theory (math.ST); Chaotic Dynamics (nlin.CD)

[1663] arXiv:2109.09227 (cross-list from cs.SD) [pdf, other]

Title: ARCA23K: An audio dataset for investigating open-set label noise

Turab Iqbal, Yin Cao, Andrew Bailey, Mark D. Plumbley, Wenwu Wang

Comments: Accepted to the Detection and Classification of Acoustic Scenes and Events 2021 Workshop (DCASE2021)

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

[1664] arXiv:2109.09232 (cross-list from cs.CL) [pdf, other]

Title: UPV at CheckThat! 2021: Mitigating Cultural Differences for Identifying Multilingual Check-worthy Claims

Ipek Baris Schlicht, Angel Felipe Magnossão de Paula, Paolo Rosso

Comments: 11 pages, 2 figures. Link to the original paper: this http URL

Journal-ref: published at CLEF 2021

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

[1665] arXiv:2109.09233 (cross-list from cs.CL) [pdf, other]

Title: Unified and Multilingual Author Profiling for Detecting Haters

Ipek Baris Schlicht, Angel Felipe Magnossão de Paula

Comments: 9 pages, 2 figures, see the original paper: this http URL

Journal-ref: Published at the CLEF 2021

Subjects: Computation and Language (cs.CL); Artificial Intelligence (cs.AI); Machine Learning (cs.LG)

[1666] arXiv:2109.09238 (cross-list from eess.SP) [pdf, other]

Title: A Data-Driven Convergence Bidding Strategy Based on Reverse Engineering of Market Participants' Performance: A Case of California ISO

Ehsan Samani, Mahdi Kohansal, Hamed Mohsenian-Rad

Comments: IEEE Transactions on Power Systems

Subjects: Signal Processing (eess.SP); Computer Science and Game Theory (cs.GT); Machine Learning (cs.LG); General Economics (econ.GN)

[1667] arXiv:2109.09241 (cross-list from eess.IV) [pdf, other]

Title: Robust Framework for COVID-19 Identification from a Multicenter Dataset of Chest CT Scans

Sadaf Khademi, Shahin Heidarian, Parnian Afshar, Nastaran Enshaei, Farnoosh Naderkhani, Moezedin Javad Rafiee, Anastasia Oikonomou, Akbar Shafiee, Faranak Babaki Fard, Konstantinos N. Plataniotis, Arash Mohammadi

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

[1668] arXiv:2109.09261 (cross-list from stat.ML) [pdf, other]

Title: Scalable Multi-Task Gaussian Processes with Neural Embedding of Coregionalization

Haitao Liu, Jiaqi Ding, Xinyu Xie, Xiaomo Jiang, Yusong Zhao, Xiaofang Wang

Comments: 29 pages, 9 figures, 4 tables, preprint under review

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

[1669] arXiv:2109.09283 (cross-list from eess.IV) [pdf, other]

Title: Automatic 3D Ultrasound Segmentation of Uterus Using Deep Learning

Bahareh Behboodi, Hassan Rivaz, Susan Lalondrelle, Emma Harris

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

[1670] arXiv:2109.09289 (cross-list from cs.CV) [pdf, other]

Title: TempNet -- Temporal Super Resolution of Radar Rainfall Products with Residual CNNs

Muhammed Sit, Bong-Chul Seo, Ibrahim Demir

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

[1671] arXiv:2109.09304 (cross-list from math.ST) [pdf, other]

Title: Deformed semicircle law and concentration of nonlinear random matrices for ultra-wide neural networks

Zhichao Wang, Yizhe Zhu

Comments: 49 pages, 5 figures

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

[1672] arXiv:2109.09349 (cross-list from cs.IR) [pdf, other]

Title: Grouping Search Results with Product Graphs in E-commerce Platforms

Suhas Ranganath, Shibsankar Das, Sanjay Thilaivasan, Shipra Agarwal, Varun Shrivastava

Journal-ref: ACM Web Conference 2021,Knowledge Management in e-Commerce Workshop

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

[1673] arXiv:2109.09363 (cross-list from physics.flu-dyn) [pdf, other]

Title: Performance and accuracy assessments of an incompressible fluid solver coupled with a deep Convolutional Neural Network

Ekhi Ajuria Illarramendi, Michaël Bauerheim, Bénédicte Cuenot

Subjects: Fluid Dynamics (physics.flu-dyn); Machine Learning (cs.LG)

[1674] arXiv:2109.09366 (cross-list from cs.CL) [pdf, other]

Title: Few-Shot Emotion Recognition in Conversation with Sequential Prototypical Networks

Gaël Guibon (LTCI, IP Paris), Matthieu Labeau (LTCI, IP Paris), Hélène Flamein, Luce Lefeuvre, Chloé Clavel (LTCI, IP Paris)

Journal-ref: The 2021 Conference on Empirical Methods in Natural Language Processing (EMNLP 2021), Nov 2021, Punta Cana, Dominican Republic

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

[1675] arXiv:2109.09376 (cross-list from cs.NI) [pdf, other]

Title: Predictive Quality of Service (PQoS): The Next Frontier for Fully Autonomous Systems

Mate Boban, Marco Giordani, Michele Zorzi

Comments: This paper has been accepted for publication in IEEE Network, 2021. 7 pages, 5 figures, 1 table

Subjects: Networking and Internet Architecture (cs.NI); Machine Learning (cs.LG)

[1676] arXiv:2109.09389 (cross-list from cs.CV) [pdf, other]

Title: Explaining Convolutional Neural Networks by Tagging Filters

Anna Nguyen, Daniel Hagenmayer, Tobias Weller, Michael Färber

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

[1677] arXiv:2109.09394 (cross-list from cond-mat.mtrl-sci) [pdf, other]

Title: Prediction of properties of metal alloy materials based on machine learning

Houchen Zuo, Yongquan Jiang, Yan Yang, Jie Hu

Subjects: Materials Science (cond-mat.mtrl-sci); Machine Learning (cs.LG); Computational Physics (physics.comp-ph)

[1678] arXiv:2109.09401 (cross-list from cs.CV) [pdf, other]

Title: Anomaly Detection in Radar Data Using PointNets

Thomas Griebel, Dominik Authaler, Markus Horn, Matti Henning, Michael Buchholz, Klaus Dietmayer

Comments: Accepted for presentation at the 2021 IEEE 24th International Conference on Intelligent Transportation Systems (ITSC), September 19-22, 2021, Indianapolis, USA

Subjects: Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG); Signal Processing (eess.SP)

[1679] arXiv:2109.09410 (cross-list from cs.CV) [pdf, other]

Title: Background-Foreground Segmentation for Interior Sensing in Automotive Industry

Claudia Drygala, Matthias Rottmann, Hanno Gottschalk, Klaus Friedrichs, Thomas Kurbiel

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

[1680] arXiv:2109.09417 (cross-list from stat.ML) [pdf, other]

Title: Barely Biased Learning for Gaussian Process Regression

David R. Burt, Artem Artemev, Mark van der Wilk

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

[1681] arXiv:2109.09436 (cross-list from eess.SY) [pdf, other]

Title: Towards Ubiquitous Indoor Positioning: Comparing Systems across Heterogeneous Datasets

Joaquín Torres-Sospedra, Ivo Silva, Lucie Klus, Darwin Quezada-Gaibor, Antonino Crivello, Paolo Barsocchi, Cristiano Pendão, Elena Simona Lohan, Jari Nurmi, Adriano Moreira

Comments: to appear in 2021 International Conference on Indoor Positioning and Indoor Navigation (IPIN), 29 Nov. - 2 Dec. 2021, Lloret de Mar, Spain

Subjects: Systems and Control (eess.SY); Machine Learning (cs.LG); Performance (cs.PF)

[1682] arXiv:2109.09463 (cross-list from eess.IV) [pdf, other]

Title: Predicting Visual Improvement after Macular Hole Surgery: a Cautionary Tale on Deep Learning with Very Limited Data

M. Godbout, A. Lachance, F. Antaki, A. Dirani, A. Durand

Comments: Machine Learning for Health (ML4H) - Extended Abstract

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

[1683] arXiv:2109.09475 (cross-list from cs.CL) [pdf, other]

Title: Knowledge Graph Question Answering via SPARQL Silhouette Generation

Sukannya Purkayastha, Saswati Dana, Dinesh Garg, Dinesh Khandelwal, G P Shrivatsa Bhargav

Comments: 7 + 6 pages, 10 figures

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

[1684] arXiv:2109.09487 (cross-list from cs.CV) [pdf, other]

Title: Dyadformer: A Multi-modal Transformer for Long-Range Modeling of Dyadic Interactions

David Curto, Albert Clapés, Javier Selva, Sorina Smeureanu, Julio C. S. Jacques Junior, David Gallardo-Pujol, Georgina Guilera, David Leiva, Thomas B. Moeslund, Sergio Escalera, Cristina Palmero

Comments: Accepted to the 2021 ICCV Workshop on Understanding Social Behavior in Dyadic and Small Group Interactions

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

[1685] arXiv:2109.09500 (cross-list from stat.ML) [pdf, other]

Title: Deep Learning-Based Estimation and Goodness-of-Fit for Large-Scale Confirmatory Item Factor Analysis

Christopher J. Urban, Daniel J. Bauer

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

[1686] arXiv:2109.09503 (cross-list from cs.IT) [pdf, other]

Title: Deep Reinforcement Learning Based Multidimensional Resource Management for Energy Harvesting Cognitive NOMA Communications

Zhaoyuan Shi, Xianzhong Xie, Huabing Lu, Helin Yang, Jun Cai, Zhiguo Ding

Comments: 35 pages, 12 figures

Subjects: Information Theory (cs.IT); Machine Learning (cs.LG); Networking and Internet Architecture (cs.NI); Signal Processing (eess.SP)

[1687] arXiv:2109.09504 (cross-list from eess.SP) [pdf, other]

Title: The Devil Is in the Details: An Efficient Convolutional Neural Network for Transport Mode Detection

Hugues Moreau, Andréa Vassilev, Liming Chen

Comments: 13 pages, 5 figures, 6 tables. Published in IEEE Transactions on Intelligent Transportation Systems

Journal-ref: IEEE Transactions on Intelligent Transportation Systems, 2021

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

[1688] arXiv:2109.09518 (cross-list from eess.IV) [pdf, other]

Title: Primary Tumor and Inter-Organ Augmentations for Supervised Lymph Node Colon Adenocarcinoma Metastasis Detection

Apostolia Tsirikoglou, Karin Stacke, Gabriel Eilertsen, Jonas Unger

Comments: International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2021

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

[1689] arXiv:2109.09521 (cross-list from eess.IV) [pdf, other]

Title: RibSeg Dataset and Strong Point Cloud Baselines for Rib Segmentation from CT Scans

Jiancheng Yang, Shixuan Gu, Donglai Wei, Hanspeter Pfister, Bingbing Ni

Comments: MICCAI 2021. The dataset, code, and model are available at this https URL

Subjects: Image and Video Processing (eess.IV); Artificial Intelligence (cs.AI); Computer Vision and Pattern Recognition (cs.CV); Graphics (cs.GR); Machine Learning (cs.LG)

[1690] arXiv:2109.09533 (cross-list from cs.CV) [pdf, other]

Title: Modeling Annotation Uncertainty with Gaussian Heatmaps in Landmark Localization

Franz Thaler, Christian Payer, Martin Urschler, Darko Stern

Comments: Accepted for publication at the Journal of Machine Learning for Biomedical Imaging (MELBA) this https URL

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

[1691] arXiv:2109.09534 (cross-list from eess.SP) [pdf, other]

Title: Accelerated Stochastic Gradient for Nonnegative Tensor Completion and Parallel Implementation

Ioanna Siaminou, Ioannis Marios Papagiannakos, Christos Kolomvakis, Athanasios P. Liavas

Comments: 5 pages, 4 figures, this work was accepted and presented at EUSIPCO 2021

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

[1692] arXiv:2109.09536 (cross-list from cs.CV) [pdf, other]

Title: Audio-Visual Speech Recognition is Worth 32$\times$32$\times$8 Voxels

Dmitriy Serdyuk, Otavio Braga, Olivier Siohan

Comments: 7 pages, 2 figures, 4 tables. A draft for a paper accepted to ASRU workshop

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

[1693] arXiv:2109.09559 (cross-list from cs.HC) [pdf, other]

Title: Contrastive Learning of Subject-Invariant EEG Representations for Cross-Subject Emotion Recognition

Xinke Shen, Xianggen Liu, Xin Hu, Dan Zhang, Sen Song

Comments: 23 pages, 13 figures, journal paper. IEEE Transactions on Affective Computing, 2022

Subjects: Human-Computer Interaction (cs.HC); Machine Learning (cs.LG); Signal Processing (eess.SP); Neurons and Cognition (q-bio.NC)

[1694] arXiv:2109.09566 (cross-list from cs.AI) [pdf, other]

Title: Combining Rules and Embeddings via Neuro-Symbolic AI for Knowledge Base Completion

Prithviraj Sen, Breno W. S. R. Carvalho, Ibrahim Abdelaziz, Pavan Kapanipathi, Francois Luus, Salim Roukos, Alexander Gray

Subjects: Artificial Intelligence (cs.AI); Machine Learning (cs.LG); Logic in Computer Science (cs.LO)

[1695] arXiv:2109.09587 (cross-list from cs.IR) [pdf, other]

Title: Recommender systems based on graph embedding techniques: A comprehensive review

Yue Deng

Journal-ref: in IEEE Access, vol. 10, pp. 51587-51633, 2022

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

[1696] arXiv:2109.09592 (cross-list from math.OC) [pdf, other]

Title: A Reinforcement Learning Approach to the Stochastic Cutting Stock Problem

Anselmo R. Pitombeira-Neto, Arthur H. Fonseca Murta

Comments: 22 pages, 6 figures

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

[1697] arXiv:2109.09628 (cross-list from cs.CV) [pdf, other]

Title: Advancing Self-supervised Monocular Depth Learning with Sparse LiDAR

Ziyue Feng, Longlong Jing, Peng Yin, Yingli Tian, Bing Li

Comments: Accepted by CoRL2021

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

[1698] arXiv:2109.09649 (cross-list from q-bio.QM) [pdf, other]

Title: Data Augmentation Through Monte Carlo Arithmetic Leads to More Generalizable Classification in Connectomics

Gregory Kiar, Yohan Chatelain, Ali Salari, Alan C. Evans, Tristan Glatard

Subjects: Quantitative Methods (q-bio.QM); Machine Learning (cs.LG)

[1699] arXiv:2109.09655 (cross-list from cond-mat.mtrl-sci) [pdf, other]

Title: Impact of Surface and Pore Characteristics on Fatigue Life of Laser Powder Bed Fusion Ti-6Al-4V Alloy Described by Neural Network Models

Seunghyun Moon, Ruimin Ma, Ross Attardo, Charles Tomonto, Mark Nordin, Paul Wheelock, Michael Glavicic, Maxwell Layman, Richard Billo, Tengfei Luo

Subjects: Materials Science (cond-mat.mtrl-sci); Machine Learning (cs.LG); Applied Physics (physics.app-ph)

[1700] arXiv:2109.09658 (cross-list from cs.CV) [pdf, html, other]

Title: FUTURE-AI: Guiding Principles and Consensus Recommendations for Trustworthy Artificial Intelligence in Medical Imaging

Karim Lekadir, Richard Osuala, Catherine Gallin, Noussair Lazrak, Kaisar Kushibar, Gianna Tsakou, Susanna Aussó, Leonor Cerdá Alberich, Kostas Marias, Manolis Tsiknakis, Sara Colantonio, Nickolas Papanikolaou, Zohaib Salahuddin, Henry C Woodruff, Philippe Lambin, Luis Martí-Bonmatí

Comments: Please refer to arXiv:2309.12325 for the latest FUTURE-AI framework for healthcare

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