A survey on dataset quality in machine learning

Gong, Youdi, Liu, Guangzhen, Xue, Yunzhi, Li, Rui, Meng, Lingzhong·2023·Information and Software Technology

Cited by (353)

Items 301–353 of 353

  1. Cascaded deep neural network framework for fixed-wing UAVs maneuvering simulation model
    Weilong Yang, Ye Ji, Dongao Zhou, Xunyun Liu · 2026 · Complex & Intelligent Systems
  2. A hybrid transformer-BiLSTM model optimized with Firefly Algorithm for network traffic anomaly detection
    Debiao Luo, Weijie Wang, Xinyue Liu, Wen Yang, Ke Hu, Jia Zhang · 2026 · PLoS ONE
  3. A geometric and deep learning reproducible pipeline for monitoring floating anthropogenic debris in urban rivers using in situ cameras
    Gauthier Grimmer, Romain Wenger, Clément Flint, Germain Forestier, Gilles Rixhon, Valentin Chardon · 2026 · ISPRS Open Journal of Photogrammetry and Remote Sensing
  4. An Automated Framework for Dataset Quality Assessment and Meta-Learning-Driven Prediction of Machine Learning Performance
    G. Prasad Babu, Meeravali Shaik, Anantha Jhansi Bhavanasi, Dhillerao Kotilingala · 2026 · International Conference on Inventive Research in Computing Applications (ICIRCA)
  5. A Review of Machine Learning Applications in Mechanical Metamaterial Design
    Galymzhan Turysbekov, Ulanbek Auyeskhan, Andrei Yankin, Asma Perveen, Didier Talamona · 2026 · Materials
  6. Effect of activation function and model optimizer on the performance of human activity recognition system using various deep learning models
    Subrata Kumer Paul, Dewan Nafiul Islam Noor, Rakhi Rani Paul, Ekramul Hamid, Fahmid Al Farid, Hezerul Abdul Karim, Md. Al Hossain Prince, Abu Saleh Musa Miah · 2026 · Discover Computing
  7. Application of Deterministic and AI-Based Methods to Accelerate Component-Level Development in Electric Vehicles: A High-Voltage Wiring Harness Case Study
    Jana Pascal Bode, Sarah Kroll, Nikolaus Vohwinkel, Kristin Paetzold-Byhain · 2026 · SAE technical papers on CD-ROM/SAE technical paper series
  8. Leveraging Hybrid and Synthetic Data for Object Classification and Detection: CNN vs. Transformer Architectures in Autonomous Robotic Sanding
    Felix Straub, Moritz Schmidt, Simon Dietrich · 2025 · IEEE International Conference on Cybernetics, Cognition and Machine Learning Applications (ICCCMLA)
  9. Feature Selection Method Based on Secure MultiParty Computation and Its Application in State Evaluation
    Binyu Xie, Hao Shi, Zehui Zhang, Yibo Zhu, Xinghua Zhou · 2026 · International Conference on Robotics, Automation and Intelligent Transportation Systems (RAITS)
  10. Engineering resource circularity through AI-assisted microalgae-based sustainable wastewater valorization and green energy recovery
    Sandeep Prajapati, Ashish Tripathi, Rickwinder Singh, Aryan Prajapati, Manish Singh Rajput, Ravish Singh Rajput, Nidhi Pareek, Ganesh Dattatraya Saratale, Vivekanand Vivekanand · 2026 · Chemical Engineering Journal Green and Sustainable
  11. Systematic Evaluation of Dataset Watermarking for Intellectual Protection
    Zhen Lu, Boyu Kuang, Peng Wang, Yifeng Zheng, Anmin Fu, Yansong Gao · 2026 · IEEE Transactions on Dependable and Secure Computing
  12. An Instrument for Human-Based Evaluation of GenAI Educational Alignment
    Hesham Ahmed, Sonsoles López‐Pernas, Leonie V. D. E. Vogelsmeier, Markku Tukiainen, Mohammed Saqr · 2026 · Technology Knowledge and Learning
  13. Application and challenges of artificial intelligence technology in ODS steel research: A review
    Yuanchen Su, Conghui Zhang, Shuaiyang Liu, Wenguang Zhu · 2026 · Review of Materials Research
  14. SCADA Data Analysis with Decision Trees for Fault Prediction in Wheel Rim Molding
    İnanç Kabasakal, Haluk Soyuer · 2026 · Lecture notes in mechanical engineering
  15. GAN-augmented machine learning enables accurate band gap prediction for 2D lead iodide perovskites with limited data
    Zehao Zhang, Jiayi Li, Kunlun Jiang, Weiwei Li, Jiandong Fan · 2026 · Physical Chemistry Chemical Physics
  16. A value-chain perspective of artificial intelligence in public services
    Karl Löfgren, C William R Webster · 2026 · Global Public Policy and Governance
  17. A fluorescence biosensor based on iron ball-enhanced microdroplet generation system and deep learning for fast and sensitive detection of foodborne pathogens
    Xinyang Zhang, Nana Jin, Yuanhong Tang, Yanbin Li, Jianhan Lin, Yuanjie Liu · 2026 · Microchemical Journal
  18. AI-Based User Experience Improvement of Online Book Retail Platforms
    Xianting Ma, Apple Hiu Ching Lam, Dickson K.W. Chiu · 2026 · Advances in computational intelligence and robotics book series
  19. Beyond one drug–one target: AI-guided discovery of multi-target antiviral therapeutics
    Vrinda Gupta, Sahil Sharma, Vikrant Abbot, Rohit Bhatia, Neeraj Choudhary, Dinesh Kumar · 2026 · Frontiers in Virology
  20. EtherMark: A Novel Architecture for Mobile-Traffic Dataset Creation with Perfect Labeling
    Giovanni Pimpinella, Angelo Spognardi · 2026 · IEEE International Symposium on a World of Wireless, Mobile and Multimedia Networks (WoWMoM)
  21. Synthetic Data-Driven Learning for IoMT Applications
    Ilvico Sonata · 2026 · International Conference on Smart Computing, IoT and Machine Learning (SIML)
  22. Advanced Data-Driven Methodology Integrating Predictive Machine Learning Models with Evolutionary Algorithm Optimization for Accurate Prediction and Control of Electrospun Polymer Nanofiber Fabrication
    Balakrishnan Subeshan, Ramazan Asmatulu, Eylem Asmatulu · 2026 · Information
  23. The Main Challenges in Standardizing Logistics Procedures in an Organization from the Amazon Region
    Samuel Lima Rozendo, Gilbert Breves Martins, Márison Luiz Soares, Alexandre Jorge Gaia Cardoso, Daniel Nascimento-e-Silva · 2026 · Revista Multidisciplinar do Nordeste Mineiro
  24. An inverse physics-aware neural network with adaptive residual learning (IPANet-AR) for impact load identification
    Ahmad Zareei, Xueqian Zhou, Zhongjun Ding · 2026 · Thin-Walled Structures
  25. Artificial Intelligence revolutionizing plant biotechnology research: current breakthroughs and future outlooks
    Saikat Sena, Grace Gudu Joseph, Vijay Kumar · 2026 · Plant Cell Tissue and Organ Culture (PCTOC)
  26. VISHOD - Visual Dataset Scraping and Hybrid Outlier Detection
    Flávio Rafael Trindade Moura, Vitor Melo, André Alves, Lyanh Vinicios Lopes Pinto, Walter Júnior, Adriano Santos, Roberto Oliveira, Diego L. Cardoso, Marcos César da Rocha Seruffo · 2026
  27. FedAugment: Table Augmentation Search over Decentralized Data Repositories
    Lennart Behme, Emil Badura, Leonard Geißler, Matthias Böehm, Ziawasch Abedjan, Volker Markl · 2026 · Proceedings of the VLDB Endowment
  28. Hydrochemical Evolution and Predictive Modeling of Chloride‐Dominated Groundwater Salinization in Northern Kuwait
    Abdullah A. Alsumaiei, Mosaed S. Alrashidi · 2026 · Water Environment Research
  29. Data-Driven Optimization of Coagulant Dosing and Cost Control in a Full-Scale Drinking Water Treatment Plant: A Case Study in Xiangtan, China
    Yizhou Long, Haiquan Fang, Baolin Hou, Guocheng Zhu, Andrew S. Hursthouse · 2026 · Processes
  30. Predictive Artificial Intelligence Models for Mycotoxin Surveillance and Mitigation in Poultry Production Systems
    Padmini Vaka, Laharika Kappari, Gokul V. Selvaraj, Ramesh K. Selvaraj, Todd Jay Applegate, Revathi Shanmugasundaram · 2026 · Toxins
  31. Data-Centric ML for Regulatory Compliance: A Survey and Taxonomy
    Danilo Brajovic, Marco F. Huber · 2026 · Lecture notes in networks and systems
  32. A PRISMA-Derived Deterministic Scoring Framework for Intrusion Detection Dataset Evaluation
    S. M. Aminur Rahman, Abu Barkat Ullah, Masoud Mohammadian, Yibeltal F. Alem · 2026 · Applied Sciences
  33. Descriptor: Periodontal Bone-Loss Assessment of Panoramic Radiograph Dataset (BoneLoss-PAN769)
    Thiago Vieira Alves Vieira de Matos, Caio Uehara Martins, João Donato Bauman, Lopes Julia Maria Ramos, Antônio J.R. Castro, Thais Cristina da Cunha Vitareli, Camila Tirapelli, Alessandra Alaniz Macedo · 2026 · IEEE data descriptions.
  34. Virtual screening of promising high-performance fused nitrogen-rich heterocyclic energetic compounds via machine learning
    Ying Wang, Jiaru Sun, Zhongyang Li, Xiangyi Dong, Luyang Zhang, Lijun Zhao, JunFang Jia, Junxia Guan, Jing Yu, Jing Yang et al. · 2026 · New Journal of Chemistry
  35. AI-driven prediction and optimisation of thermophysical properties of ZnO-TiO2-SiC ternary nanofluids for thermal energy systems
    Md. Munirul Hasan, Md. Mustafizur Rahman, Lubna Jahan Tasrin Ananna, AL MAHMUD SURUJ, Md Zannatul Arif, Tarek Khalifa, Hassan Kanj, Md. Shofiqul Islam · 2026 · Array
  36. Large Language Model-Assisted Development of Reliable Machine Learning Models for Hydrogen Evolution Reaction Catalysts
    Lanxin Guo, Haoyu Yang, Chi‐Yang Li, Ahmed Badreldin, Shengyao Wang, Rebecca Eason, Ying Li, Qingsheng Wang · 2026 · ACS Sustainable Chemistry & Engineering
  37. AIL: Integrating LLM Capacity Awareness, Legal Intuition, and Lexis Understanding into Legal Information Extraction
    Yuhong Zhang, Zhe Li, Ziyan Kong, Huiyuan Xie · 2026 · Research Square
  38. From Crown Delineation to CEJ–Alveolar Ridge Assessment: A Framework for Multi-Task Panoramic Radiographic Segmentation
    Thiago Vieira Alves Vieira de Matos, Caio Uehara Martins, João Donato Bauman, Camila Tirapelli, Alessandra Alaniz Macedo · 2026 · Proceedings - IEEE Symposium on Computer-Based Medical Systems
  39. Data Quality: Models, Measures, and Tools
    Haihua Chen, 沙科伟, Yuhan Zhou, Fengjiao Tu · 2026 · Springer handbooks
  40. Data Quality and Predictive Reliability in AI-Enabled Aviation Energy Management: Physics-Informed Sensitivity Analysis with Open-Data Validation
    Ewa Maria Stawiarska · 2026 · Energies
  41. Predictive Analytics for Non-Performing Asset Forecasting
    Subhash Kumar Verma, Preeti Tuli, Zokir Mamadiyarov, Amit Dhidariya, Roza Ramazanova, Bekbergenov Saparbay Yernazarovich · 2026 · International Conference on Computer, Mechatronics, Robotics & Artificial Intelligence (ICCMRAI)
  42. CRISPR genome editing in food and feed crops: intellectual property challenges, global accessibility, and the Indian perspective
    Harshit Mangal, Shivangi Mathur, Anurag Chaurasia, Soumya Sharma, Sunil Kumar, Rajiv Ranjan · 2026 · Transgenic Research
  43. MRA-SAM: Multiscale rectangle adapter based on SAM for few-shot catastrophic optical damage detection in infrared images of DFB laser chip
    Shuai Guo, Chuandong Zhang, Dengao Li, Biao Luo, Minfu Zhang, Jumin Zhao, Tang Bao · 2026 · Infrared Physics & Technology
  44. Machine learning-based concentrate grade prediction in froth flotation: a review of data representation, model development, and evaluation challenges
    Zhiping Wen, Tan Yuhang, Maiqiang Zhou, Sijie Yang, Changchun Zhou · 2026 · Minerals Engineering
  45. Probabilistic Unlearning-Based Defense for Robust and Efficient Edge Learning
    Ava Emami, Quanling Zhao, Jiaying Yang, Flavio Ponzina, Fatemeh Asgarinejad, Tajana Rosing, Barış Akşanlı · 2026 · Electronics
  46. Evaluation of Outlier Detection Datasets: ground-truth label quality assessment and best practices for data collection and preprocessing
    Felippe P. Ferreira, Robson L. F. Cordeiro · 2026 · SSRN Electronic Journal
  47. AI-driven style transfer for enhancing cultural experience in Yangliuqing new year prints
    Bolun Zhang, Han Cheng · 2026 · Discover Artificial Intelligence
  48. Data-driven discovery of water-splitting electrocatalysts: From predictive machine learning to autonomous optimization
    Mahalakshmi Vedanarayanan, Chandrasekaran Pitchai, Chia‐Yu Chen, Utkarsh Kumar, Liu Heng-Jui · 2026 · Artificial Intelligence Chemistry
  49. Can small language models be trusted for aviation safety analysis? A benchmark study across model sizes using real-world incident narratives
    Gaurab Chhetri, Subasish Das · 2026 · Advanced Engineering Informatics
  50. Machine learning for intelligent microgrid operation: fundamentals, challenges, and advanced techniques
    Nima Khosravi, Abdelhakim Tighirt, Doğan Çelık, Hassan Bevrani, Hamid Reza Abdolmohammadi · 2026 · International Journal of Electrical Power & Energy Systems
  51. Artificial intelligence in interventional cardiology: present landscape and future directions
    Jiayuan Li, Yufei Li, Qifeng Zhu, Xianbao Liu · 2026 · Vessel Plus
  52. Von menschzentrierter KI zu nachhaltigen autonomen Systemen: eine soziotechnische Forschungs- und Entwicklungsagenda
    Christian Zinke-Wehlmann, Sandra Schumann · 2026 · Springer eBooks
  53. Advanced nanotherapeutics for wound healing: integrating artificial intelligence, machine learning, and nanorobotics
    Md Ali Mujtaba, Jailani Shiekmydeen, Akshay Kumar, Devesh Kumar, Syed Salman Ali, Amit Bhatia, Mohit Agrawal · 2026 · Journal of Materials Science