On the public citation graph
Taxonomy of machine learning paradigms: A data‐centric perspective
0 signed · 154 inferred · view as graph
Inferred edges come from two machine sources: sweeps of open repository metadata (mostly SSRN and Zenodo), and a bulk OpenAlex citation snapshot. Every row below is labelled with the one it came from. Neither is a complete citation index — absence here is not evidence of absence.
Is this your work? Sign in with ORCID and put your name on the
claims that are yours.
Reference health. See whether every reference in this work resolves to a
known work and none has been retracted — and get a dated CiteStamped
badge you can embed.
What this work says
Outgoing claims: the papers this work cites, builds on, or argues with.
inferredcites →https://doi.org/10.1002/2211-5463.12652openalex-snapshot
Comparing deep belief networks with support vector machines for classifying gene expression data from complex disorders
inferredcites →https://doi.org/10.1002/minf.201800108openalex-snapshot
A Survey of Multi‐task Learning Methods in Chemoinformatics
inferredcites →https://doi.org/10.1002/widm.1139openalex-snapshot
Multi‐label learning: a review of the state of the art and ongoing research
inferredcites →https://doi.org/10.1007/3-540-44794-6_4openalex-snapshot
Knowledge Discovery in Multi-label Phenotype Data
inferredcites →https://doi.org/10.1007/978-0-387-45528-0openalex-snapshot
Pattern Recognition and Machine Learning
inferredcites →https://doi.org/10.1007/978-0-387-84858-7openalex-snapshot
The Elements of Statistical Learning: Data Mining, Inference, and Prediction
inferredcites →https://doi.org/10.1007/978-1-4757-2440-0openalex-snapshot
The Nature of Statistical Learning Theory
inferredcites →https://doi.org/10.1007/978-3-030-16657-1_10openalex-snapshot
Review and Analysis of Zero, One and Few Shot Learning Approaches
inferredcites →https://doi.org/10.1007/978-3-031-01548-9openalex-snapshot
Introduction to Semi-Supervised Learning
inferredcites →https://doi.org/10.1007/978-3-540-73499-4_43openalex-snapshot
PE-PUC: A Graph Based PU-Learning Approach for Text Classification
inferredcites →https://doi.org/10.1007/978-3-540-87479-9_26openalex-snapshot
An Improved Multi-task Learning Approach with Applications in Medical Diagnosis
inferredcites →https://doi.org/10.1007/978-3-642-21735-7_44openalex-snapshot
Semi-supervised Learning for WLAN Positioning
inferredcites →https://doi.org/10.1007/978-3-642-27645-3_1openalex-snapshot
Reinforcement Learning and Markov Decision Processes
inferredcites →https://doi.org/10.1007/s00521-017-2872-4openalex-snapshot
RETRACTED ARTICLE: Leakage detection and localization on water transportation pipelines: a multi-label classification approach
inferredcites →https://doi.org/10.1007/s10994-008-5064-8openalex-snapshot
Multilabel classification via calibrated label ranking
inferredcites →https://doi.org/10.1007/s10994-011-5256-5openalex-snapshot
Classifier chains for multi-label classification
inferredcites →https://doi.org/10.1007/s10994-019-05855-6openalex-snapshot
A survey on semi-supervised learning
inferredcites →https://doi.org/10.1007/s10994-020-05877-5openalex-snapshot
Learning from positive and unlabeled data: a survey
inferredcites →https://doi.org/10.1007/s11042-018-5772-4openalex-snapshot
Few-shot learning for short text classification
inferredcites →https://doi.org/10.1007/s11042-018-6463-xopenalex-snapshot
A brief review on multi-task learning
inferredcites →https://doi.org/10.1016/0893-6080(95)00120-4openalex-snapshot
Network constraints and multi-objective optimization for one-class classification
inferredcites →https://doi.org/10.1016/j.chemolab.2016.10.002openalex-snapshot
Rigorous and compliant approaches to one-class classification
inferredcites →https://doi.org/10.1016/j.eswa.2019.06.070openalex-snapshot
Few-shot learning-based human activity recognition
inferredcites →https://doi.org/10.1016/j.ibmed.2020.100005openalex-snapshot
Zero-shot learning and its applications from autonomous vehicles to COVID-19 diagnosis: A review
inferredcites →https://doi.org/10.1016/j.ins.2021.11.061openalex-snapshot
A data-centric review of deep transfer learning with applications to text data
inferredcites →https://doi.org/10.1016/j.jmsy.2018.01.003openalex-snapshot
Deep learning for smart manufacturing: Methods and applications
inferredcites →https://doi.org/10.1016/j.neucom.2020.05.114openalex-snapshot
A concise review of recent few-shot meta-learning methods
inferredcites →https://doi.org/10.1016/j.patcog.2006.12.019openalex-snapshot
ML-KNN: A lazy learning approach to multi-label learning
inferredcites →https://doi.org/10.1016/j.patcog.2015.01.022openalex-snapshot
Multi-label learning with missing labels for image annotation and facial action unit recognition
inferredcites →https://doi.org/10.1016/j.patrec.2013.06.010openalex-snapshot
A bagging SVM to learn from positive and unlabeled examples
inferredcites →https://doi.org/10.1016/j.sigpro.2013.12.026openalex-snapshot
A review of novelty detection
inferredcites →https://doi.org/10.1016/s0749-2081(00)80008-xopenalex-snapshot
New opportunities for nurses as patient advocates
inferredcites →https://doi.org/10.1016/s0898-1221(96)90463-0openalex-snapshot
Advances in neural information processing systems 7
inferredcites →https://doi.org/10.1017/s026988891300043xopenalex-snapshot
One-class classification: taxonomy of study and review of techniques
inferredcites →https://doi.org/10.1021/acscentsci.6b00367openalex-snapshot
Low Data Drug Discovery with One-Shot Learning
inferredcites →https://doi.org/10.1023/a:1007649029923openalex-snapshot
BoosTexter: A Boosting-based System for Text Categorization
inferredcites →https://doi.org/10.1038/nrg3920openalex-snapshot
Machine learning applications in genetics and genomics
inferredcites →https://doi.org/10.1038/s41573-019-0024-5openalex-snapshot
Applications of machine learning in drug discovery and development
inferredcites →https://doi.org/10.1046/j.1440-1614.2002.t01-5-01102a.xopenalex-snapshot
The Structure of Scientific Revolutions
inferredcites →https://doi.org/10.1049/cp:19950597openalex-snapshot
Novelty detection for the identification of masses in mammograms
inferredcites →https://doi.org/10.1080/21693277.2016.1192517openalex-snapshot
Machine learning in manufacturing: advantages, challenges, and applications
inferredcites →https://doi.org/10.1093/bioinformatics/btr502openalex-snapshot
Semi-supervised learning improves gene expression-based prediction of cancer recurrence
inferredcites →https://doi.org/10.1093/bioinformatics/btz682openalex-snapshot
BioBERT: a pre-trained biomedical language representation model for biomedical text mining
inferredcites →https://doi.org/10.1093/bioinformatics/btz781openalex-snapshot
Exploiting transfer learning for the reconstruction of the human gene regulatory network
inferredcites →https://doi.org/10.1093/nsr/nwx105openalex-snapshot
An overview of multi-task learning
inferredcites →https://doi.org/10.1109/adprl.2011.5967372openalex-snapshot
Reinforcement learning algorithms for solving classification problems
inferredcites →https://doi.org/10.1109/cvpr.2005.117openalex-snapshot
Cross-Generalization: Learning Novel Classes from a Single Example by Feature Replacement
inferredcites →https://doi.org/10.1109/cvpr.2010.5540120openalex-snapshot
Multimodal semi-supervised learning for image classification
inferredcites →https://doi.org/10.1109/iisa.2019.8900698openalex-snapshot
Positive And Unlabeled Learning Algorithms And Applications: A Survey
inferredcites →https://doi.org/10.1109/isip.2008.79openalex-snapshot
Learning from Positive and Unlabeled Examples: A Survey
inferredcites →https://doi.org/10.1109/jproc.2012.2197809openalex-snapshot
Robust and Scalable Graph-Based Semisupervised Learning
inferredcites →https://doi.org/10.1109/jproc.2020.3004555openalex-snapshot
A Comprehensive Survey on Transfer Learning
inferredcites →https://doi.org/10.1109/jstsp.2016.2535972openalex-snapshot
One-Class Classification-Based Real-Time Activity Error Detection in Smart Homes
inferredcites →https://doi.org/10.1109/lgrs.2020.2989497openalex-snapshot
Landslide Susceptibility Modeling Using Bagging-Based Positive-Unlabeled Learning
inferredcites →https://doi.org/10.1109/tcbb.2011.73openalex-snapshot
Drosophila Gene Expression Pattern Annotation through Multi-Instance Multi-Label Learning
inferredcites →https://doi.org/10.1109/tkde.2010.164openalex-snapshot
Random k-Labelsets for Multilabel Classification
inferredcites →https://doi.org/10.1109/tkde.2013.39openalex-snapshot
A Review on Multi-Label Learning Algorithms
inferredcites →https://doi.org/10.1109/tpami.2006.79openalex-snapshot
One-shot learning of object categories
inferredcites →https://doi.org/10.1109/tpami.2017.2738004openalex-snapshot
Heterogeneous Face Attribute Estimation: A Deep Multi-Task Learning Approach
inferredcites →https://doi.org/10.1126/science.aaa8415openalex-snapshot
Machine learning: Trends, perspectives, and prospects
inferredcites →https://doi.org/10.1137/1.9781611972795.23openalex-snapshot
Positive Unlabeled Learning for Data Stream Classification
inferredcites →https://doi.org/10.1145/1015330.1015448openalex-snapshot
Authorship verification as a one-class classification problem
inferredcites →https://doi.org/10.1145/1099554.1099591openalex-snapshot
Collective multi-label classification
inferredcites →https://doi.org/10.1145/345508.345608openalex-snapshot
Document classification on neural networks using only positive examples (poster session)
inferredcites →https://doi.org/10.1146/annurev-clinpsy-032816-045037openalex-snapshot
Machine Learning Approaches for Clinical Psychology and Psychiatry
inferredcites →https://doi.org/10.1147/rd.33.0210openalex-snapshot
Some Studies in Machine Learning Using the Game of Checkers
inferredcites →https://doi.org/10.1186/1752-0509-4-s2-s6openalex-snapshot
Semi-supervised drug-protein interaction prediction from heterogeneous biological spaces
inferredcites →https://doi.org/10.1186/s40537-016-0043-6openalex-snapshot
A survey of transfer learning
inferredcites →https://doi.org/10.1371/journal.pone.0097079openalex-snapshot
Ensemble Positive Unlabeled Learning for Disease Gene Identification
inferredcites →https://doi.org/10.1609/aaai.v25i1.8090openalex-snapshot
Heterogeneous Transfer Learning for Image Classification
inferredcites →https://doi.org/10.1613/jair.678openalex-snapshot
Value-Function Approximations for Partially Observable Markov Decision Processes
inferredcites →https://doi.org/10.2307/1521798openalex-snapshot
The Web of Life: A New Scientific Understanding of Living Systems
inferredcites →https://doi.org/10.2307/2981753openalex-snapshot
Understanding Robust and Exploratory Data Analysis.
inferredcites →https://doi.org/10.24963/ijcai.2018/312openalex-snapshot
Generative Adversarial Positive-Unlabelled Learning
inferredcites →https://doi.org/10.3390/make1030054openalex-snapshot
Understanding Statistical Hypothesis Testing: The Logic of Statistical Inference
inferredcites →https://doi.org/10.3390/socsci8090255openalex-snapshot
Pragmatism as a Research Paradigm and Its Implications for Social Work Research
inferredcites →https://doi.org/10.4230/lipics.cosit.2022.18openalex-snapshot
AI-Assisted Pipeline for Dynamic Generation of Trustworthy Health Supplement Content at Scale
inferredcites →https://doi.org/10.48550/arxiv.1603.03130openalex-snapshot
Theoretical Comparisons of Positive-Unlabeled Learning against Positive-Negative Learning
inferredcites →https://doi.org/10.48550/arxiv.1806.02426openalex-snapshot
Deep Variational Reinforcement Learning for POMDPs
inferredcites →https://doi.org/10.5281/zenodo.1081841openalex-snapshot
One-Class Support Vector Machines For Protein-Protein Interactions Prediction
inferredcites →https://doi.org/10.5591/978-1-57735-516-8/ijcai11-328openalex-snapshot
Transfer learning for activity recognition via sensor mapping
inferredcites →https://doi.org/10.7551/mitpress/1120.003.0092openalex-snapshot
A Kernel Method for Multi-Labelled Classification
inferredcites →https://doi.org/10.7551/mitpress/3917.003.0017openalex-snapshot
Reinforcement Learning
inferredcites →https://doi.org/10.7551/mitpress/9780262033589.001.0001openalex-snapshot
Semi-Supervised Learning
What points at this work
Incoming claims: where this work appears in other papers’ reference lists and arguments.
inferred← citeshttps://doi.org/10.1002/cpe.70815openalex-snapshot
A Novel Conviction‐Driven Meta‐Learning Framework for Label‐Dependent Multi‐Label Classification
inferred← citeshttps://doi.org/10.1002/pat.70627openalex-snapshot
Towards a Scalable, AI‐Augmented Purification Platform for Amphetamine‐Type Stimulants: From Nanopolymer Synthesis to Predictive Process Simulation
inferred← citeshttps://doi.org/10.1002/smtd.202400305openalex-snapshot
Integrating Machine Learning in Metabolomics: A Path to Enhanced Diagnostics and Data Interpretation
inferred← citeshttps://doi.org/10.1002/widm.1570openalex-snapshot
Knowledge Graph for Solubility Big Data: Construction and Applications
inferred← citeshttps://doi.org/10.1002/widm.70058openalex-snapshot
Critical Review for One‐Class Classification: Recent Advances and Reality Behind Them
inferred← citeshttps://doi.org/10.1007/978-3-031-13339-8_17openalex-snapshot
Foundations of Learning from Data
inferred← citeshttps://doi.org/10.1007/s10845-024-02490-4openalex-snapshot
Best practices for machine learning strategies aimed at process parameter development in powder bed fusion additive manufacturing
inferred← citeshttps://doi.org/10.1007/s11783-024-1789-2openalex-snapshot
Application of machine learning models in groundwater quality assessment and prediction: progress and challenges
inferred← citeshttps://doi.org/10.1007/s42438-026-00690-0openalex-snapshot
A Taxonomy of LLM-Supported Tasks for Critical AI Literacy in Journalism
inferred← citeshttps://doi.org/10.1007/s42452-024-06390-3openalex-snapshot
A comparative analysis of fault detection and process diagnosis methods based on a signal processing paradigm
inferred← citeshttps://doi.org/10.1007/s42452-025-07133-8openalex-snapshot
Machine learning techniques in monitoring and controlling friction stir welding process: a critical review
inferred← citeshttps://doi.org/10.1016/b978-0-443-22256-6.00003-8openalex-snapshot
Enabling knowledge discovery from data
inferred← citeshttps://doi.org/10.1016/j.chemosphere.2022.137044openalex-snapshot
Modeling, optimization and understanding of adsorption process for pollutant removal via machine learning: Recent progress and future perspectives
inferred← citeshttps://doi.org/10.1016/j.dwt.2024.100536openalex-snapshot
Aqueous arsenic (III) removal using a novel solid waste based porous filter media block: Traditional and machine learning (ML) approaches
inferred← citeshttps://doi.org/10.1016/j.elerap.2026.101604openalex-snapshot
Uncovering financial statement fraud detection with multi-modal positive-unlabeled contrastive learning
inferred← citeshttps://doi.org/10.1016/j.ijmachtools.2025.104344openalex-snapshot
Machine learning applications in welding processes: Progresses and opportunities
inferred← citeshttps://doi.org/10.1016/j.ins.2025.122060openalex-snapshot
One-class graph autoencoder: A new end-to-end, low-dimensional, and interpretable approach for node classification
inferred← citeshttps://doi.org/10.1016/j.ins.2025.122526openalex-snapshot
The fusion of hyperparameter candidates for one-class classification problems
inferred← citeshttps://doi.org/10.1016/j.jcomc.2024.100513openalex-snapshot
A review of AI for optimization of 3D printing of sustainable polymers and composites
inferred← citeshttps://doi.org/10.1016/j.jenvman.2023.119968openalex-snapshot
AI-enhanced adsorption modeling: Challenges, applications, and bibliographic analysis
inferred← citeshttps://doi.org/10.1016/j.knosys.2023.111286openalex-snapshot
Optimal performance of Binary Relevance CNN in targeted multi-label text classification
inferred← citeshttps://doi.org/10.1016/j.measurement.2025.117707openalex-snapshot
A survey on machine learning approaches for vital sign monitoring using radar
inferred← citeshttps://doi.org/10.1016/j.nmni.2026.101757openalex-snapshot
Advances in mosquito-borne disease surveillance using machine learning
inferred← citeshttps://doi.org/10.1016/j.patter.2022.100602openalex-snapshot
Modern views of machine learning for precision psychiatry
inferred← citeshttps://doi.org/10.1016/j.procir.2023.09.146openalex-snapshot
Unsupervised anomaly detection in unbalanced time series data from screw driving processes using k-means clustering
inferred← citeshttps://doi.org/10.1016/j.seppur.2025.135452openalex-snapshot
What governs phosphorus adsorption on biochar-supported layered double hydroxides? A data-driven analysis of parameter interactions
inferred← citeshttps://doi.org/10.1021/acs.energyfuels.6c01436openalex-snapshot
Machine Learning-Based Threshold Segmentation Method for Deriving Methane Hydrate Saturation in Synchrotron Radiation CT Images
inferred← citeshttps://doi.org/10.1021/acs.iecr.5c05343openalex-snapshot
Predicting Material Wear and Degradation: Challenges in Standardizing Data Modalities for AI-Enabled Generative Design
inferred← citeshttps://doi.org/10.1038/s41598-025-23346-8openalex-snapshot
Explainable AI for post-hoc and pseudo-post-hoc predictive maintenance of governor valve actuators
inferred← citeshttps://doi.org/10.1063/5.0147592openalex-snapshot
Machine learning for modern power distribution systems: Progress and perspectives
inferred← citeshttps://doi.org/10.1063/5.0272428openalex-snapshot
Unlocking Terahertz technology with machine learning: A comprehensive review
inferred← citeshttps://doi.org/10.1109/access.2023.3309157openalex-snapshot
Threshold-Learned CNN for Multi-Label Text Classification of Electronic Health Records
inferred← citeshttps://doi.org/10.1109/globecom54140.2023.10437042openalex-snapshot
DeTrAP: A Novel AI/ML V2X 5G NR Adaptive Physical Layer Configuration
inferred← citeshttps://doi.org/10.1109/icca62237.2024.10927796openalex-snapshot
Machine Learning Techniques for Detecting Abnormal Behaviors in Blockchain Technologies: A Methodological Review
inferred← citeshttps://doi.org/10.1109/icdate58146.2023.10248548openalex-snapshot
Transceiver Design for Secure Wireless Communication Networks with IRS using Deep Learning: A Survey
inferred← citeshttps://doi.org/10.1109/icmla58977.2023.00163openalex-snapshot
AssistTaxi: A Comprehensive Dataset for Taxiway Analysis and Autonomous Operations
inferred← citeshttps://doi.org/10.1109/sbac-padw69789.2025.00028openalex-snapshot
One-Class Lightweight Interpretable Filtering For Academic Profiles and Strategic Themes Affinity
inferred← citeshttps://doi.org/10.1145/3617023.3617041openalex-snapshot
On the Use of Early Fusion Operators on Heterogeneous Graph Neural Networks for One-Class Learning
inferred← citeshttps://doi.org/10.1145/3736731.3746141openalex-snapshot
Reproducibility for HPC and Distributed Environments: Committees, Nondeterminism, Performance and Workflows
inferred← citeshttps://doi.org/10.1145/3828164openalex-snapshot
Time Series Forecasting Methods: A Systematic Review from Classical Models to Deep Learning
inferred← citeshttps://doi.org/10.1609/aaai.v38i15.29600openalex-snapshot
PDE+: Enhancing Generalization via PDE with Adaptive Distributional Diffusion
inferred← citeshttps://doi.org/10.1613/jair.1.15642openalex-snapshot
Experimental Design of Extractive Question-Answering Systems: Influence of Error Scores and Answer Length
inferred← citeshttps://doi.org/10.20517/wecn.2024.70openalex-snapshot
Prediction of arsenic (III) adsorption from aqueous solution using non-neural network algorithms
inferred← citeshttps://doi.org/10.2196/preprints.89370openalex-snapshot
Artificial Intelligence in Diabetes Mellitus: A Tertiary Review of the Current Landscape and Future Research Directions (Preprint)
inferred← citeshttps://doi.org/10.26599/nre.2026.9120242openalex-snapshot
Machine learning in sodium-ion battery development: Critical perspectives on design innovation and applications
inferred← citeshttps://doi.org/10.31083/ko53184openalex-snapshot
Automatic Classification of Records and Archives as Data: A Survey of Experiments Using Machine Learning
inferred← citeshttps://doi.org/10.3390/electronics13112156openalex-snapshot
A Data-Centric AI Paradigm for Socio-Industrial and Global Challenges
inferred← citeshttps://doi.org/10.3390/electronics13234763openalex-snapshot
A Retrospective Analysis of Automated Image Labeling for Eyewear Detection Using Zero-Shot Object Detectors
inferred← citeshttps://doi.org/10.3390/electronics15132804openalex-snapshot
A Tri-Axis Systematic Literature Review of AI-Powered Cyber Defense: ATT&CK-Aligned Analysis of Cyberattacks, Machine Learning Methods, and Datasets
inferred← citeshttps://doi.org/10.3390/en18174779openalex-snapshot
Machine Learning-Based Electric Vehicle Charging Demand Forecasting: A Systematized Literature Review
inferred← citeshttps://doi.org/10.3390/ijms26020477openalex-snapshot
Overview and Prospects of DNA Sequence Visualization
inferred← citeshttps://doi.org/10.3390/make5030054openalex-snapshot
Defining a Digital Twin: A Data Science-Based Unification
inferred← citeshttps://doi.org/10.3390/s24237697openalex-snapshot
Diverse Dataset for Eyeglasses Detection: Extending the Flickr-Faces-HQ (FFHQ) Dataset
inferred← citeshttps://doi.org/10.5753/jis.2024.4109openalex-snapshot
Unsupervised Heterogeneous Graph Neural Networks for One-Class Tasks: Exploring Early Fusion Operators
inferred← citeshttps://doi.org/10.5753/kdmile.2022.227954openalex-snapshot
Unsupervised Heterogeneous Graph Neural Network for Hit Song Prediction through One Class Learning
inferred← citeshttps://doi.org/10.5772/intechopen.1016188openalex-snapshot
Comprehensive Analysis of Machine Learning Methods for Large Data Mining
inferred← citeshttps://doi.org/10.70675/d528b852zf86az48d4za8a5zfe0718051719openalex-snapshot
Allocation des ressources radio dans les communications 5G-NR V2V
inferred← citeshttps://doi.org/10.7717/peerj-cs.3905openalex-snapshot
A systematic review and unified multi-perspective conceptual synthesis of contemporary machine learning paradigms
Editorial review for independent work. ICSAC — the Institute for Complexity
Science and Advanced Computing — runs a structured editorial panel for researchers
publishing outside journals, and publishes on CiteStamp rails. Submission is free
and goes through ORCID: icsacinstitute.org/submit.