Del 13191 - Lecture Notes in Computer Science

Inductive Logic Programming

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

Häftad, Engelska, 2022

939 kr

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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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Systemvetenskap och AI inom Data och IT
Programmeringsböcker inom Data och IT
Hårdvara inom Data och IT
Artificiell intelligens inom Data och IT

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.

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Inductive Logic Programming

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

Produktinformation

Tillhör följande kategorier

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