Understanding Machine Learning

• Recursive Querying of Neural Networks via Weighted Structures

  2026 Proceedings of the ACM on Management of Data article Computer Science Logic, Reasoning, and Knowledge

  0

  citations
• Deconstructing deep imbalanced regression: a comprehensive review and experimental evaluation

  2026 Artificial Intelligence Review article Computer Science Imbalanced Data Classification Techniques Open access

  1

  citations
• Double Descent in Quantum Kernel Methods

  2025 PRX Quantum article Computer Science Quantum Computing Algorithms and Architecture Open access

  1

  citations
• Some Thoughts on Graph Similarity

  2024 Lecture notes in computer science conference-paper Computer Science Graph Theory and Algorithms

  0

  citations
• Finite-Time Analysis of Natural Actor-Critic for POMDPs

  2024 SIAM Journal on Mathematics of Data Science article Computer Science Reinforcement Learning in Robotics Open access

  2

  citations
• Von der Kunst des Lernens

  2024 Digitale Soziologie book-chapter Computer Science Machine Learning and Algorithms Open access

  0

  citations
• Convergence of Entropy-Regularized Natural Policy Gradient with Linear Function Approximation

  2024 SIAM Journal on Optimization article Computer Science Reinforcement Learning in Robotics Open access

  10

  citations
• Order Optimal Bounds for One-Shot Federated Learning Over Non-Convex Loss Functions

  2023 IEEE Transactions on Information Theory article Computer Science Privacy-Preserving Technologies in Data

  2

  citations
• Generalization error bounds for iterative recovery algorithms unfolded as neural networks

  2023 Information and Inference A Journal of the IMA article Engineering Sparse and Compressive Sensing Techniques Open access

  6

  citations
• Stable Tuple Embeddings for Dynamic Databases

  2023 Proceedings - International Conference on Data Engineering conference-paper Computer Science Advanced Graph Neural Networks

  1

  citations
• A training strategy for hybrid models to break the curse of dimensionality

  2022 PLoS ONE article Health Professions Artificial Intelligence in Healthcare Open access

  11

  citations
• Smaller generalization error derived for a deep residual neural network compared with shallow networks

  2022 IMA Journal of Numerical Analysis article Computer Science Stochastic Gradient Optimization Techniques Open access

  4

  citations
• Path classification by stochastic linear recurrent neural networks

  2022 Advances in Continuous and Discrete Models article Computer Science Neural Networks and Applications Open access

  3

  citations
• Visualizing Street Pavement Anomalies through Fog Computing V2I Networks and Machine Learning

  2022 Sensors article Engineering Infrastructure Maintenance and Monitoring Open access

  33

  citations
• Compressive Sensing and Neural Networks from a Statistical Learning Perspective

  2022 Applied and numerical harmonic analysis book-chapter Engineering Sparse and Compressive Sensing Techniques Open access

  12

  citations
• The no-free-lunch theorems of supervised learning

  2021 Synthese article Computer Science Machine Learning and Algorithms Open access

  93

  citations
• Derivation of Constituent Problem Characteristics for the Application of Machine Learning Systems

  2021 International Conference on Information and Computer Technologies (ICICT) conference-paper Computer Science Artificial Intelligence Applications

  0

  citations
• Single-subject Prediction: A Statistical Paradigm for Precision Psychiatry

  2021 Springer eBooks book-chapter Neuroscience Functional Brain Connectivity Studies

  4

  citations
• Patterns of autism symptoms: hidden structure in the ADOS and ADI-R instruments

  2020 Translational Psychiatry article Neuroscience Autism Spectrum Disorder Research Open access

  35

  citations
• word2vec, node2vec, graph2vec, X2vec: Towards a Theory of Vector Embeddings of Structured Data

  2020 ACM SIGMOD-SIGACT-SIGAI Symposium on Principles of Database Systems (PODS) conference-paper Computer Science Advanced Graph Neural Networks Open access cited by 2 patents

  179

  citations

20 results