Understanding Machine Learning: From Theory To Algorithms

• A Generalization Bound for a Family of Implicit Networks

  2025 SSRN Electronic Journal preprint Computer Science Stochastic Gradient Optimization Techniques Open access

  0

  citations
• Methods and Instruments | Machine Learning

  2024 Elsevier eBooks reference-entry Engineering Advanced Battery Technologies Research

  0

  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
• Stable recovery of entangled weights: Towards robust identification of deep neural networks from minimal samples

  2022 Applied and Computational Harmonic Analysis article Computer Science Neural Networks and Applications Open access

  6

  citations
• On the Parameterized Complexity of Learning First-Order Logic

  2022 ACM SIGMOD-SIGACT-SIGAI Symposium on Principles of Database Systems (PODS) conference-paper Computer Science Advanced Graph Theory Research

  3

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

  2021 Springer eBooks book-chapter Neuroscience Functional Brain Connectivity Studies

  4

  citations
• Learning Concepts Described By Weight Aggregation Logic

  2020 arXiv (Cornell University) preprint Mathematics Advanced Topology and Set Theory Open access

  5

  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

12 results