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Learning logic programs from data
Inductive logic programming (ILP) is a subfield of symbolic artificial intelligence which uses logic programming as a uniform representation for examples
Inductive_logic_programming
Area of automatic programming
Inductive programming (IP) is a special area of automatic programming, covering research from artificial intelligence and programming, which addresses
Inductive_programming
Programming paradigm based on formal logic
Logic programming is a programming, database, and knowledge representation paradigm based on formal logic. A logic program is a set of sentences in logical
Logic_programming
Method of logical reasoning
Falsifiability Grammar induction Inductive logic programming Inductive probability Inductive programming Inductive reasoning aptitude Inductivism Inquiry
Inductive_reasoning
Programming paradigm
Probabilistic logic programming is a programming paradigm that combines logic programming with probabilities. Most approaches to probabilistic logic programming are
Probabilistic logic programming
Probabilistic_logic_programming
Inductive logic programming system
an inductive logic programming system introduced by Ashwin Srinivasan in 2001. As of 2022[update] it is still one of the most widely used inductive logic
Aleph_(ILP)
Progol is an implementation of inductive logic programming that combines inverse entailment with general-to-specific search through a refinement graph
Progol
Methods in artificial intelligence research
computer programming, and algebra to school children. Inductive logic programming was another approach to learning that allowed logic programs to be synthesized
Symbolic artificial intelligence
Symbolic_artificial_intelligence
Inductive logic programming algorithm
Golem is an inductive logic programming algorithm developed by Stephen Muggleton and Cao Feng in 1990. It uses the technique of relative least general
Golem_(ILP)
Alan Robinson in 1965 and has become a fundamental notion in inductive logic programming. Deciding whether a given clause θ-subsumes another is an NP-complete
Theta-subsumption
Subset of artificial intelligence
hypothesized logic program that entails all positive and no negative examples. Inductive programming is a related field that considers any kind of programming language
Machine_learning
Logic programming using abductive reasoning
Abductive logic programming (ALP) is a high-level knowledge-representation framework that can be used to solve problems declaratively, based on abductive
Abductive_logic_programming
Artificial intelligence researcher (born 1959)
into stereochemistry-based drug design using inductive logic programming". Inductive Logic Programming. Lecture Notes in Computer Science. Vol. 1314
Stephen_Muggleton
Programming paradigm based on modeling the logic of a computation
In computer science, declarative programming is a programming paradigm that expresses the logic of a computation without fully describing its control flow
Declarative_programming
Determining the probability of future events based on past events
theory Bayesian inference Information theory Inductive inference Inductive logic programming Inductive reasoning Learning Minimum message length Minimum
Inductive_probability
Topics referred to by the same term
set theory Aleph, an advanced system for inductive logic programming Aleph (Automated Library Expandable Program), software by Ex Libris Group Aleph, an
Aleph_(disambiguation)
Logical generalization for symbolic expressions
of two clause sets in first-order logic, which was the basis of the Golem approach to inductive logic programming. Jacobsen, Erik (Jun 1991), Unification
Anti-unification
In machine learning, first-order inductive learner (FOIL) is a rule-based learning algorithm. Developed in 1990 by Ross Quinlan, FOIL learns function-free
First-order_inductive_learner
Subdiscipline of artificial intelligence
to model the uncertainty; some also build upon the methods of inductive logic programming. Significant contributions to the field have been made since
Statistical relational learning
Statistical_relational_learning
Machine learning paradigm
Case-based reasoning Decision tree learning Inductive logic programming Gaussian process regression Genetic programming Group method of data handling Kernel
Supervised_learning
Overview of and topical guide to machine learning
Gaussian process regression Gene expression programming Group method of data handling (GMDH) Inductive logic programming Instance-based learning Lazy learning
Outline_of_machine_learning
Type theory created by Thierry Coquand
logic and computer science, the calculus of constructions (CoC) is a type theory created by Thierry Coquand. It can serve as both a typed programming
Calculus_of_constructions
Process of acquiring new knowledge
inference – Method of statistical inference Inductive logic programming – Learning logic programs from data Inductive probability – Determining the probability
Learning
Programming language
Haskell language. It merges elements of functional and logic programming, including constraint programming integration. It is nearly a superset of Haskell but
Curry_(programming_language)
Probabilistic logic programming language
Frasconi; Kristian Kersting; Stephen Muggleton (eds.). Probabilistic Inductive Logic Programming. Lecture Notes in Computer Science. Vol. 4911. Springer. pp. 222–243
ProbLog
Question of whether inductive reasoning leads to definitive knowledge
displaying short descriptions of redirect targets Inductive logic programming – Learning logic programs from data Intuitive statistics Inverse problem –
Problem_of_induction
Type of software system
integrated circuits, software programs, engineering designs, etc. Logic programs (LPs) are software programs written using programming languages whose primitives
Reasoning_system
Artificial intelligence project
Semantic Meta-Knowledge into Inductive Bias". In: Proceedings of the 15th International Conference on Inductive Logic Programming. Bonn, Germany, August 2005
Cyc
Scottish artificial intelligence laboratory
was Stephen Muggleton who was responsible for work developing inductive logic programming. Professor Jim Alty moved his Man Machine Interaction (HCI) group
Turing_Institute
Computer scientist
Learning, 5:239-266. ID3 algorithm C4.5 algorithm Data mining Inductive Logic Programming Data Mining From an AI Perspective "Elected AAAI Fellows". AAAI
Ross_Quinlan
Topics referred to by the same term
ILP can refer to: Inductive logic programming Information Leak Prevention Instruction-level parallelism Integer linear programming ilp., a 2013 album by
ILP
Predictive modelling technique
extended into diverse machine learning approaches, including inductive logic programming, Bayesian networks, Statistical relational learning, Support-vector
Uplift_modelling
Programming paradigm based on applying and composing functions
functional programming is a programming paradigm where programs are constructed by applying and composing functions. It is a declarative programming paradigm
Functional_programming
Professor at the University of Manchester
atoms and their bond connectivities to predict mutagenicity by inductive logic programming". Proceedings of the National Academy of Sciences of the United
Ross_D._King
Method of deriving conclusions
of mathematical logic Non-deductive arguments, by contrast, support the conclusion without ensuring that it is true, such as inductive and abductive reasoning
Rule_of_inference
Topics referred to by the same term
one stereoisomer over another Grammar induction Inductive bias Inductive probability Inductive programming Rule induction Word-sense induction Backward induction
Induction
Defining elements of a set in terms of other elements in the set
In mathematics and computer science, a recursive definition, or inductive definition, is used to define the elements in a set in terms of other elements
Recursive_definition
Inference rule in logic, proof theory, and automated theorem proving
detachment — an earlier version of resolution Inductive logic programming Inverse resolution Logic programming Method of analytic tableaux SLD resolution
Resolution_(logic)
Formal language used to construct ontologies
Applications) F-Logic (Frame Logic) FO-dot (First-order logic extended with types, arithmetic, aggregates and inductive definitions) KIF (Knowledge Interchange
Ontology_language
Academic journal
and Stephen Muggleton (2006). "Mathematical Applications of Inductive Logic Programming" (PDF). Machine Learning. 64 (1–3): 25–64. doi:10.1007/s10994-006-8259-x
Machine_Learning_(journal)
Study of correct reasoning
syllogistics and formulated an early system of inductive logic, foreshadowing the system of inductive logic developed by John Stuart Mill. During the Middle
Logic
List of concepts in artificial intelligence
to model the uncertainty; some also build upon the methods of inductive logic programming. stochastic optimization (SO) Any optimization method that generates
Glossary of artificial intelligence
Glossary_of_artificial_intelligence
Natural language processing task
Mooney, R. J. (1996). "Learning to parse database queries using inductive logic programming". Proceedings of the National Conference on Artificial Intelligence:
Semantic_parsing
Inference seeking the simplest and most likely explanation
extended to modal logic. Abductive logic programming is a computational framework that extends normal logic programming with abduction. It separates the
Abductive_reasoning
rules. There are several approaches to relational data mining: Inductive Logic Programming (ILP) Statistical Relational Learning (SRL) Graph Mining Propositionalization
Relational_data_mining
Use of low-energy X-rays to examine the human breast
"Uncovering age-specific invasive and DCIS breast cancer rules using inductive logic programming". Proceedings of the ACM international conference on Health informatics
Mammography
Israeli computer scientist
for inductive logic programming and built its first implementation (Model Inference System): a Prolog program that inductively inferred logic programs from
Ehud_Shapiro
in the presence of inconsistent data. Formal concept analysis Inductive logic programming Rough set. [The rough set framework focuses on the case where
Version_space_learning
Array of logic gates that are reprogrammable
a subset of logic devices referred to as programmable logic devices (PLDs). They consist of a grid-connected array of programmable logic blocks that can
Field-programmable_gate_array
Programming language
Features include generic classes, dynamic allocation, inductive datatypes and a variation of separation logic known as implicit dynamic frames for reasoning
Dafny
Functional programming language
data types in Agda is via inductive data types which are similar to algebraic data types in non-dependently typed programming languages. Here is a definition
Agda_(programming_language)
AI that learns decision rules from data
Rule induction Inductive logic programming Rule-based machine translation Genetic algorithm Rule-based system Rule-based programming RuleML Production
Rule-based_machine_learning
Topics referred to by the same term
Grad, an island in Lake Prespa in Macedonia Golem (ILP), an inductive logic programming system Golem (computer) [he], a series of computers built at
Golem_(disambiguation)
Mathematical constructs and creation rules
structures in a programming language and allows a type theory to add concepts like numbers, relations, and trees. As the name suggests, inductive types can
Inductive_type
Supervised machine learning techniques
prediction include inductive logic programming, case-based reasoning, structured SVMs, Markov logic networks, Probabilistic Soft Logic, and constrained
Structured_prediction
Overview of and topical guide to computer programming
computer programming: Computer programming – process that leads from an original formulation of a computing problem to executable computer programs. Programming
Outline of computer programming
Outline_of_computer_programming
Artificial Intelligence researcher (born 1982)
in description logics, Lehmann received the Best Student Paper Award at the 2007 International Conference on Inductive Logic Programming. He also received
Jens_Lehmann_(scientist)
Method of deriving an ontology
Description logic Factor analysis Formal semantics (natural language) General Concept Lattice Graphical model Grounded theory Inductive logic programming Pattern
Formal_concept_analysis
German computer scientist
Probabilistic Inductive Logic Programming. In: De Raedt L., Frasconi P., Kersting K., Muggleton S. (eds) Probabilistic Inductive Logic Programming. Lecture
Kristian_Kersting
paraconsistent logics Planning using logic Satplan – Method for automated planning Learning using logic Inductive logic programming – Learning logic programs from
Outline of artificial intelligence
Outline_of_artificial_intelligence
Modal temporal logic with modalities referring to time
In logic, linear temporal logic or linear-time temporal logic (LTL) is a modal temporal logic with modalities referring to time. In LTL, one can encode
Linear_temporal_logic
Problem solving method
numbered chits to a computer program, but all accomplish the same task. As the compilation of Ariadne's thread is an inductive process, and due to its exhaustiveness
Ariadne's_thread_(logic)
Software system for statistical models
Statistical relational learning Inductive programming Bayesian programming Plate notation "Probabilistic programming does in 50 lines of code what used
Probabilistic_programming
on logic programming paradigm Answer Set Programming (ASP) and its extension, Reactive ASP. In another example, bottom-up inductive logic programming approach
Action_model_learning
Statement supporting a conclusion
Introduction To Logic And Critical Thinking (6th ed.). Cengage Learning. ISBN 978-1-133-04975-3. Shanahan, Timothy. "Deductive and Inductive Arguments". Internet
Premise
Precisely specified semantic version of a statement
cogent. All logical form arguments are either inductive or deductive. Inductive logical forms include inductive generalization, statistical arguments, causal
Logical_form
Dutch computer scientist
(1997). Siekmann, J.; Carbonell, J. G. (eds.). Foundations of Inductive Logic Programming. Lecture Notes in Computer Science. Springer-Verlag New York
Ronald_de_Wolf
Mathematical theory of data types
type in programming: it specifies what kind of thing an expression is and how it may be used. Type theories are used in the study of programming languages
Type_theory
Mathematical theory
Solomonoff's theory of inductive inference in philosophy is a method of evaluating scientific models according to their description length. According
Solomonoff's theory of inductive inference
Solomonoff's_theory_of_inductive_inference
Logic and the modalities in the Twentieth century; 8. The many-valued and nonmonotonic turn in logic; 9. Computational Logic; 10. Inductive logic; 11
History_of_logic
Like logic programming, narrowing of algebraic value sets gives a method of reasoning about the values in unsolved or partially solved equations. Where
Narrowing of algebraic value sets
Narrowing_of_algebraic_value_sets
Steps in reasoning
ISBN 978-0-521-70172-3. Inductive inference: Carnap, Rudolf; Jeffrey, Richard C., eds. (1971). Studies in Inductive Logic and Probability. Vol. 1. The
Inference
Area of machine learning
RULEX) Horn clause induction Version spaces Rough set rules Inductive Logic Programming Boolean decomposition (Feldman) Some rule induction algorithms
Rule_induction
Programming language that uses first order logic
first-order logic, a formal logic. Unlike many other programming languages, Prolog is intended primarily as a declarative programming language: the program is
Prolog
Interactive theorem prover software
calculus of inductive constructions. MINLOG – A proof assistant based on first-order minimal logic. Mizar – A proof assistant based on first-order logic, in a
Proof_assistant
Programming language and theorem prover
Computational Logic for Applicative Common Lisp) is a software system consisting of a programming language, an extensible theory in a first-order logic, and an
ACL2
Overview of and topical guide to logic
Classical logic Computability logic Deontic logic Dependence logic Description logic Deviant logic Doxastic logic Epistemic logic First-order logic Formal
Outline_of_logic
Knowledge representation computer programming language
on first-order logic (FO). It extends FO with types, aggregates (counting, summing, maximising ... over a set), arithmetic, inductive definitions, partial
FO(.)
base case and an inductive step. mathematical induction schema Synonym of mathematical induction. mathematical logic The study of logic within the framework
Glossary_of_logic
Proof assistant
reflective programming style of proof. These features include: Added convenient notations for irrefutable and refutable pattern matching, on inductive types
Rocq
British professor
enables learning interpretable knowledge from labelled data using Inductive Logic Programming. "Home – Professor Alessandra Russo". Imperial College London
Alessandra_Russo
Alternative foundation of mathematics
Rocq is based on the calculus of (co)inductive constructions. Dependent types also feature in the design of programming languages such as ATS, Cayenne, Epigram
Intuitionistic_type_theory
Type whose definition depends on a value
dependent types are used to encode logic's quantifiers like "for all" and "there exists". In functional programming languages like Agda, ATS, Rocq (previously
Dependent_type
Applications of logic under uncertainty
unification of classic probability theory and first-order logic that is suitable for inductive reasoning. Their theory assigns probabilities or degrees
Probabilistic_logic
Attempt to persuade or to determine the truth of a conclusion
analysis. There are several kinds of arguments in logic, the best known of which are "deductive" and "inductive." An argument has one or more premises but only
Argument
Stephen Muggleton – Inductive Logic Programming Klaus-Robert Müller – machine learning, artificial intelligence Alan Mycroft – programming languages Brad A
List_of_computer_scientists
Property of a statement that can be logically contradicted
Bayesian statistics can play a role in the context of inductive logic, which is said to be inductive because implications are generalized to conditional
Falsifiability
Data mining for patterns in molecule data
Meervelt L. (2006). "Discovering H-Bonding Rules in Crystals with Inductive Logic Programming". Mol Pharm. 3 (6): 665–674. doi:10.1021/mp060034z. PMID 17140254
Molecule_mining
Intelligence of machines
the logic programming language Prolog, is Turing complete. Moreover, its efficiency is competitive with computation in other symbolic programming languages
Artificial_intelligence
Task to construct a program meeting a formal specification
and the program column of the " true {\displaystyle {\textit {true}}} " line contains the program. Inductive programming Metaprogramming Program derivation
Program_synthesis
Branch of logic
Propositional logic is a branch of classical logic. It is also called statement logic, sentential calculus, propositional calculus, sentential logic, or sometimes
Propositional_logic
Form of mathematical proof
correctness proofs for computer programs. Despite its name, mathematical induction differs fundamentally from inductive reasoning as used in philosophy
Mathematical_induction
Philosophical study of knowledge
form of empiricism and explained knowledge of general truths through inductive reasoning. Charles Peirce (1839–1914) thought that all knowledge is fallible
Epistemology
Slovenian computer scientist
Systems, with Ivan Bratko and Igor Mozetič, MIT Press, 1989 Inductive Logic Programming: Techniques and Applications, with Sašo Džeroski, Horwood, 1994
Nada_Lavrač
Capacity for consciously making sense of things
reasoning is logic. The traditional main division made in philosophy is between deductive reasoning and inductive reasoning. Formal logic has been described
Reason
Type of formal logic
formula can be shown by an inductive definition generated by provability in a ‘base’ of atomic rules. Intuitionistic modal logics are used in different areas
Modal_logic
Subfield of computer science and logic
reasoning programs are being applied to solve a growing number of problems in formal logic, mathematics and computer science, logic programming, software
Automated_reasoning
Statement that players know and also know that other players know (ad infinitum)
blue-eyed people will leave the island. The solution can be seen with an inductive argument. If k = 1 (that is, there is exactly one blue-eyed person), the
Common_knowledge_(logic)
American computer scientist
of Logic Programming. 3 (3): 237–258. arXiv:cs/9301104. doi:10.1016/0743-1066(86)90015-4. S2CID 27085090. Paulson, Lawrence C. (1998). "The inductive approach
Lawrence_Paulson
Agda: a dependently typed programming language with univalence and higher inductive types". Journal of Functional Programming. 31: e8. doi:10.1017/S0956796821000034
Cubical_type_theory
INDUCTIVE LOGIC-PROGRAMMING
INDUCTIVE LOGIC-PROGRAMMING
Girl/Female
Tamil
Bhagavathi | பாகாவாதி
Name of Goddess Saraswati Devi inspired, Intuitive, And creative, Goddess Durga
Bhagavathi | பாகாவாதி
Girl/Female
Tamil
Bhagavath | பாகவாத
Name of Goddess Saraswati Devi inspired, Intuitive, And creative, Goddess Durga
Bhagavath | பாகவாத
Girl/Female
Tamil
Vinyasa | விநà¯à®¯à®¾à®¸
A yogic posture
Vinyasa | விநà¯à®¯à®¾à®¸
Girl/Female
Tamil
Trick, Power, Strategy, Solution by logic, By reasoning
Girl/Female
Afghan, African, American, Arabic, Danish, Egyptian, Finnish, Hebrew, Hindu, Indian, Jamaican, Modern, Muslim, Swahili, Swedish, Tamil
Dark Beauty; Wine; Intoxication; Night Beauty; Born at Night; Seductive
Female
Chinese
flattering and seductive.
Girl/Female
Tamil
Trick, Power, Strategy, Solution by logic, By reasoning
Girl/Female
Indian, Sanskrit
A Yogic Posture
Girl/Female
African, Arabic, Australian, French, German, Hebrew, Indian, Kenyan, Spanish, Swahili, Tamil
Gentle; Delicate; Gentleness is her Soul; Lovelorn; Seductive
Girl/Female
Hindu, Indian
Knowledgeable; Inspired; Intuitive; Creative
Girl/Female
British, English
15th Century
Girl/Female
Hindu
Trick, Power, Strategy, Solution by logic, By reasoning
Girl/Female
Gujarati, Hindu, Indian, Kannada, Tamil
Trick; Power; Strategy; Solution by Logic; By Reasoning
Boy/Male
Hindu
Full of feathers, Full of logic, Name of sage, Vatsyayan
Girl/Female
Arabic, Muslim, Pashtun
Logic; Reason
Girl/Female
American, Arabic, Hebrew
Night; Lovelorn; Seductive
Boy/Male
Muslim
Intuitive
Girl/Female
French, German, Latin, Spanish
Smooth; Seductive; Flattering; Blond
Boy/Male
Tamil
Full of feathers, Full of logic, Name of sage, Vatsyayan
Boy/Male
Arabic, Muslim
Intuitive
INDUCTIVE LOGIC-PROGRAMMING
INDUCTIVE LOGIC-PROGRAMMING
Boy/Male
Latin Arthurian Legend
Destroyer.
Girl/Female
Australian, Latin
Virgin
Boy/Male
Tamil
Victory, One who always win
Girl/Female
Muslim/Islamic
Ladylike
Boy/Male
Indian
Cold, Mild
Female
Arthurian
, silvery.
Boy/Male
Hindu
Brilliant
Girl/Female
Tamil
Jyostna | ஜà¯à®¯à¯‹à®¸à¯à®¤à®¨à®¾Â
Moon light
Boy/Male
Indian, Sanskrit
Shining as the Sun; Brilliant; Grace; Filled with Grace
Girl/Female
Indian
Beauty
INDUCTIVE LOGIC-PROGRAMMING
INDUCTIVE LOGIC-PROGRAMMING
INDUCTIVE LOGIC-PROGRAMMING
INDUCTIVE LOGIC-PROGRAMMING
INDUCTIVE LOGIC-PROGRAMMING
a.
Tending to lead astray; apt to mislead by flattering appearances; tempting; alluring; as, a seductive offer.
n.
Logic illustrated by physics.
a.
Of or pertaining to logic; used in logic; as, logical subtilties.
a.
Seeing clearly; as, an intuitive view; intuitive vision.
n.
See Logic.
a.
Not active; having no power to move; that does not or can not produce results; inert; as, matter is, of itself, inactive.
a.
Pertaining to, or proceeding by, induction; inductive.
n.
A reductive agent.
a.
Rendered electro-polar by induction, or brought into the opposite electrical state by the influence of inductive bodies.
a.
Received. reached, obtained, or perceived, by intuition; as, intuitive judgment or knowledge; -- opposed to deductive.
n.
The act or process of inducting or bringing in; introduction; entrance; beginning; commencement.
a.
Not disposed to action or effort; not diligent or industrious; not busy; idle; as, an inactive officer.
a.
Inductive.
a.
Operating by induction; as, an inductive electrical machine.
a.
Facilitating induction; susceptible of being acted upon by induction; as certain substances have a great inductive capacity.
adv.
By induction or inference.
n.
A treatise on logic; as, Mill's Logic.
a.
Having the quality or power of conducting; as, the conductive tissue of a pistil.
a.
Leading to inferences; proceeding by, derived from, or using, induction; as, inductive reasoning.
n.
The indicative mood.