Inductive Logic Programming: 28th International Conference, ILP 2018, Ferrara, Italy, September 2–4, 2018, Proceedings: Lecture Notes in Computer Science, cartea 11105
Editat de Fabrizio Riguzzi, Elena Bellodi, Riccardo Zeseen Limba Engleză Paperback – 24 aug 2018
The 10 full papers presented were carefully reviewed and selected from numerous submissions. Inductive Logic Programming (ILP) is a subfield of machine learning, which originally relied on logic programming as a uniform representation language for expressing examples, background knowledge and hypotheses. Due to its strong representation formalism, based on first-order logic, ILP provides an excellent means for multi-relational learning and data mining, and more generally for learning from structured data.
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Specificații
ISBN-13: 9783319999593
ISBN-10: 3319999591
Pagini: 150
Ilustrații: IX, 173 p. 201 illus., 20 illus. in color.
Dimensiuni: 155 x 235 mm
Greutate: 0.27 kg
Ediția:1st ed. 2018
Editura: Springer International Publishing
Colecția Springer
Seriile Lecture Notes in Computer Science, Lecture Notes in Artificial Intelligence
Locul publicării:Cham, Switzerland
ISBN-10: 3319999591
Pagini: 150
Ilustrații: IX, 173 p. 201 illus., 20 illus. in color.
Dimensiuni: 155 x 235 mm
Greutate: 0.27 kg
Ediția:1st ed. 2018
Editura: Springer International Publishing
Colecția Springer
Seriile Lecture Notes in Computer Science, Lecture Notes in Artificial Intelligence
Locul publicării:Cham, Switzerland
Cuprins
Derivation reduction of metarules in meta-interpretive learning.- Large-Scale Assessment of Deep Relational Machines.- How much can experimental cost be reduced in active learning of agent strategies?.- Diagnostics of Trains with Semantic Diagnostics Rules.- The game of Bridge: a challenge for ILP.- Sampling-Based SAT/ASP Multi-Model Optimization as a Framework for Probabilistic Inference.- Explaining Black-box Classifiers with ILP - Empowering LIME with Aleph to Approximate Non-linear Decisions with Relational Rules.- Learning Dynamics with Synchronous, Asynchronous and General Semantics.- Was the Year 2000 a Leap Year? Step-wise Narrowing Theories with Metagol.- Targeted End-to-end Knowledge Graph Decomposition.