Inductive Logic Programming

30th International Conference, ILP 2021, Virtual Event, October 25–27, 2021, Proceedings

Häftad, Engelska, 2022

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This book constitutes the refereed conference proceedings of the 30th International Conference on Inductive Logic Programming, ILP 2021, held in October 2021.

Produktinformation

Utgivningsdatum2022-02-24
Mått155 x 235 x 17 mm
Vikt452 g
FormatHäftad
SpråkEngelska
SerieLecture Notes in Computer Science
Antal sidor283
FörlagSpringer Nature Switzerland AG
ISBN9783030974534

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Embedding Models for Knowledge Graphs Induced by Clusters of Relations and Background Knowledge.- Fanizzi Automatic Conjecturing of P-Recursions Using Lifted Inference.- Machine learning of microbial interactions using Abductive ILP and Hypothesis Frequency/Compression Estimation.- Answer-Set Programs for Reasoning about Counterfactual Interventions and Responsibility Scores for Classification.- Reyes Synthetic Datasets and Evaluation Tools for Inductive Neural Reasoning.- Using Domain-Knowledge to Assist Lead Discovery in Early-Stage Drug Design.- Non-Parametric Learning of Embeddings for Relational Data using Gaifman Locality Theorem.- Ontology Graph Embeddings and ILP for Financial Forecasting.- Transfer learning for boosted relational dependency networks through genetic algorithm.- Online Learning of Logic Based Neural Network Structures.- Programmatic policy extraction by iterative local search.- Mapping across relational domains for transfer learning with word embeddings-based similarity.- A First Step Towards Even More Sparse Encodings of Probability Distributions.- Feature Learning by Least Generalization.- Learning Logic Programs Using Neural Networks by Exploiting Symbolic Invariance.- Learning and revising dynamic temporal theories in the full Discrete Event Calculus.- Human-like rule learning from images using one-shot hypothesis derivation.- Generative Clausal Networks: Relational Decision Trees as Probabilistic Circuits.- A Simulated Annealing Meta-heuristic for Concept Learning in Description Logics.