Inductive Logic Programming
Springer Berlin (Verlag)
978-3-540-64738-6 (ISBN)
Attribute-value learning versus inductive logic programming: The missing links.- Advances in ILP theory and implementations.- Application of ILP to problems in chemistry and biology.- Relational reinforcement learning.- Learning first-order acyclic Horn programs from entailment.- Combining statistical and relational methods for learning in hypertext domains.- Application of inductive logic programming to discover rules governing the three-dimensional topology of protein structure.- Term comparisons in first-order similarity measures.- Stochastic propositionalization of non-determinate background knowledge.- A stochastic simple similarity.- Using prior probabilities and density estimation for relational classification.- Induction of Constraint Grammar-rules using Progol.- A hybrid approach to word segmentation.- Learning multilingual morphology with Clog.- Using ILP-systems for verification and validation of multi-agent systems.- Inducing shogi heuristics using inductive logic programming.- Repeat learning using predicate invention.- Normal programs and multiple predicate learning.- Strongly typed inductive concept learning.- Function-free Horn clauses are hard to approximate.- DOGMA: A GA-based relational learner.- Generalization under implication by ?-subsumption.- Prolog, refinements and RLGG's.- Learning structurally indeterminate clauses.- Completing Inverse Entailment.- Distances and limits on Herbrand interpretations.- Relational distance-based clustering.- A framework for defining distances between first-order logic objects.- Detecting traffic problems with ILP.- A comparison of ILP and propositional systems on propositional traffic data.
Erscheint lt. Verlag | 8.7.1998 |
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Reihe/Serie | Lecture Notes in Artificial Intelligence | Lecture Notes in Computer Science |
Zusatzinfo | VIII, 308 p. |
Verlagsort | Berlin |
Sprache | englisch |
Maße | 155 x 235 mm |
Gewicht | 412 g |
Themenwelt | Mathematik / Informatik ► Informatik ► Betriebssysteme / Server |
Mathematik / Informatik ► Informatik ► Software Entwicklung | |
Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik | |
Schlagworte | Algorithmic Learning • classification • Hardcover, Softcover / Informatik, EDV/Informatik • HC/Informatik, EDV/Informatik • Heuristics • Inductive Logic Programming • Induktive Logik • learning • Logic • machine learning • Maschinelles Lernen • multi-agent system • Programmierung • programming • Reinforcement Learning • Statistical Learning • verification |
ISBN-10 | 3-540-64738-4 / 3540647384 |
ISBN-13 | 978-3-540-64738-6 / 9783540647386 |
Zustand | Neuware |
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