Semanlink - Artificial Intelligence AND Science

> an overview of the material covered in a course taught at Stanford in the spring quarter of 2018. The course draws upon **insight from cognitive and systems neuroscience to implement hybrid connectionist and symbolic reasoning systems** that leverage and extend the state of the art in machine learning **by integrating human and machine intelligence**. As a concrete example we focus on digital assistants that learn from continuous dialog with an expert software engineer while providing initial value as powerful analytical, computational and mathematical savants.

> [#Dehaene](/tag/stanislas_dehaene)'s work extends the [#Global Workspace Theory](/tag/global_workspace_theory) of Bernard Baars. Dehaene’s version of the theory combined with Yoshua Bengio’s concept of a [#consciousness prior](/tag/consciousness_prior.html) and deep reinforcement learning suggest a model for constructing and maintaining the cognitive states that arise and persist during complex problem solving.

2019-11-12 A propos

Restoring ancient text using deep learning: a case study on Greek epigraphy | DeepMind

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2019-10-18 A propos

[1910.03524] Beyond Vector Spaces: Compact Data Representation as Differentiable Weighted Graphs

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2019-10-09 A propos

Sebastian Ruder sur Twitter : "1/ Our paper Episodic Memory in Lifelong Language Learning..."

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2019-09-08 A propos

Exploring DNA with Deep Learning

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2019-08-17 A propos

[1908.01580] The HSIC Bottleneck: Deep Learning without Back-Propagation

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2019-08-15 A propos

France is AI 2018: Lenka Zdeborova - Statistical physics modelling of machine learning - YouTube

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2019-08-15 A propos

Knowledge Graph Reasoning Papers

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2019-08-09 A propos

[1907.03950] Learning by Abstraction: The Neural State Machine

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2019-07-10 A propos

Hamiltonian Neural Networks

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2019-06-11 A propos

[1905.12149] SATNet: Bridging deep learning and logical reasoning using a differentiable satisfiability solver

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2019-05-31 A propos

kheyer/Genomic-ULMFiT: ULMFiT for Genomic Sequence Data

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2019-04-02 A propos

Microsoft Academic

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2019-02-25 A propos

The memories around us – François Chollet – Medium

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2018-12-30 A propos

The intertwined quest for understanding biological intelligence and creating artificial intelligence

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2018-12-29 A propos

Julie Grollier - personal website: Nanodevices - Bio-inspired computing - Spin Transfer Torque - Memristors

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2018-10-27 A propos

Julie Grollier - Spin Transfer Torque

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2018-10-27 A propos

Towards bridging the gap between deep learning and brains

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2018-10-23 A propos

Overcoming device unreliability with continuous learning in a population coding based computing system (2018 - Journal of Applied Physics)

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2018-10-21 A propos

Cracking big data with statistical physics

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2018-10-18 A propos

From Deep Learning of Disentangled Representations to Higher-level Cognition - YouTube

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2018-09-28 A propos

HyperE: Hyperbolic Embeddings for Entities

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2018-07-27 A propos

Tutorial on Poincaré Embeddings (Jupyter Notebook )

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2018-05-20 A propos

Implementing Poincaré Embeddings | RARE Technologies

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2018-05-20 A propos

Emmanuel Macron Q&A: France's President Discusses Artificial Intelligence Strategy | WIRED

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2018-03-31 A propos

Intelligence artificielle : ce qu’il faut retenir du rapport de Cédric Villani

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Mission Villani sur l'IA

2018-03-29 A propos

AI for humanity

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Mission Villani sur l'IA

2018-03-28 A propos

Sommet intelligence artificielle à Paris

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Mission Villani sur l'IA

2018-03-28 A propos

Stanford Seminar - "Can the brain do back-propagation?" - Geoffrey Hinton

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2018-01-22 A propos

[1705.08039] Poincaré Embeddings for Learning Hierarchical Representations

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2017-12-16 A propos

Distilling Free-Form Natural Laws from Experimental Data | Science

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2017-10-22 A propos

[1709.08568] The Consciousness Prior

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2017-09-29 A propos

Facial Recognition: Cracking the Brain’s Code | CNRS News

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2017-09-07 A propos

Computational Neuroscience: Why does the brain adopt mechanisms like sparse coding to represent the environment? - Quora

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2017-06-19 A propos

[1611.04228] Learning Sparse, Distributed Representations using the Hebbian Principle

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2017-04-28 A propos

How Mimicking Brain Function is Revolutionising NLP - Dataconomy

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2017-04-28 A propos

Electronic synapses that can learn : towards an artificial brain ? - CNRS Web site

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2017-04-03 A propos

The Clever Machine | Topics in Computational Neuroscience & Machine Learning

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2016-09-17 A propos

Single Artificial Neuron Taught to Recognize Hundreds of Patterns

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2016-04-25 A propos

The Hunt for the Algorithms That Drive Life on Earth | WIRED

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2016-02-08 A propos

Neural backpropagation - Wikipedia, the free encyclopedia

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2016-01-03 A propos

Why Neurons Have Thousands of Synapses, A Theory of Sequence Memory in Neocortex - Single Artificial Neuron Taught to Recognize Hundreds of Patterns | MIT Technology Review

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2015-11-18 A propos

IBM's 'Rodent Brain' Chip Could Make Our Phones Hyper-Smart | WIRED

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2015-08-18 A propos

Machine Learning Reveals Genetic Control System | Quanta Magazine

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2014-12-20 A propos

SWEET Semantic Web for Earth and Environmental Terminology

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2014-10-26 A propos

Finding perfection in the imperfect: Applying Darwinian neuro-evolution to robotics | Robohub

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2014-03-26 A propos

Numenta: Hierarchical Temporal Memory, including HTM cortical learning algorithms

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2014-01-19 A propos

L'implémentation neuronale des mécanismes Bayésiens - Psychologie cognitive expérimentale - Stanislas Dehaene - Collège de France

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2013-12-22 A propos

Modeling the Evolution of Science

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2013-08-29 A propos

Generating documentation from RDFS and/or OWL vocabularies - ANSWERS

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RDF-OWL documentation tool

2013-08-28 A propos

RDF2RDFa-izer

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2013-08-27 A propos

The Man Behind the Google Brain: Andrew Ng and the Quest for the New AI | Wired Enterprise | Wired.com

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2013-05-25 A propos

Jeff Hawkins: How brain science will change computing - CornellCast

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2013-05-25 A propos

Launching the Quantum Artificial Intelligence Lab

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2013-05-17 A propos

Parrot, a RIF and OWL documentation service

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Parrot

2013-03-12 A propos

SKOS Now Interoperates with OWL 2 | AI3:::Adaptive Information

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2013-02-07 A propos

LODE - Live OWL Documentation Environment

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2012-11-23 A propos

ldodds/dowl · GitHub

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2012-09-02 A propos

Probabilistic Analysis of the 4000-year-old Indus Script

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2012-06-02 A propos

Mathematics Subject Classification MSC2010

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2012-02-23 A propos

A Semantic Web Representation of a Product Range Specification based on Constraint Satisfaction Problem in the Automotive Industry

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2011-10-25 A propos

Geological Survey Austria launches thesaurus project |The Semantic Puzzle

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2011-10-18 A propos

A Semantic Web Representation of a Product Range Specification based on Constraint Satisfaction Problem in the Automotive Industry

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2011-08-20 A propos

ontology-browser - An OWL Ontology and RDF (Linked Open Data) Browser - Google Project Hosting

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2011-07-19 A propos

Semai » Blog Archive » OWL 2 for RDF vocabularies

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2011-07-17 A propos

QUDT - Quantities, Units, Dimensions and Data Types in OWL and XML

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2011-07-11 A propos

Putting OWL in Order: Patterns for Sequences in OWL

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2011-07-05 A propos

CSP - A vocabulary to represent Constraint Satisfaction Problems. | DERI Vocabularies

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2011-06-29 A propos

Installing Graphviz for protegé

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2011-06-08 A propos

Thinking ‘Inside the Box’ with Description Logics » AI3:::Adaptive Information

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2011-01-05 A propos

WHERE OWL fails

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2010-12-17 A propos

How do I know when to use OWL and when to Rules? How can I use them both together?

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2010-10-17 A propos

Bridging the Gap Between OWL and Relational Databases

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2010-09-06 A propos

Expressing Constraints using RDF/OWL or something else? - Semantic Overflow

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2010-09-06 A propos

Model Driven Development with Semantic Web Technologies

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2010-09-06 A propos

S is for Semantics: Extending OWL RL

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2010-08-27 A propos

Bridge between SW communities: OWL RL « Ivan’s private site

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OWL RL

2010-08-27 A propos

Submission Request to W3C: OWLlink Protocol

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2010-07-20 A propos

Probabilistic Reasoning in the Semantic Web using Markov Logic

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2010-07-19 A propos

skoseditor

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2010-05-07 A propos

Memristor minds: The future of artificial intelligence - New Scientist

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2009-07-15 A propos

"Semantic Web for the Working Ontologist" - bobdc.blog

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2009-05-28 A propos

Semantic Technologies for Archaeological Resources

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2009-04-20 A propos

"E Pluribus Unum", or "Inversely Functional Identity", or "Smooshing Without the Stickiness" (re-updated)

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2008-12-17 A propos

W3C Semantic Web Activity News - Eleven W3C Publications Related to OWL 2

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2008-12-08 A propos

Relational Database Integration with RDF/OWL

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2008-08-01 A propos

alphaWorks : Scalable Highly Expressive Reasoner : Overview

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2008-07-19 A propos

Experiences with the conversion of SenseLab databases to RDF/OWL

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2008-06-12 A propos

Structured Objects in OWL: Representation and Reasoning. In Proc. of the 17th Int. World Wide Web Conference (WWW 2008), Beijing

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Very good presentation at WWW 2008. Nominated for the best paper award<br/>
Abstract: Applications of semantic technologies often require the representation of and reasoning with structured objects—that is, objects composed of parts connected in complex ways. Although OWL is a general and powerful language, its class descriptions and axioms cannot be used to describe arbitrarily connected structures. An OWL representation of structured objects can thus be underconstrained, which reduces the inferences that can be drawn and causes performance problems in reasoning. To address these problems, we extend OWL with description graphs, which allow for the description of structured objects in a simple and precise way. To represent conditional aspects of the domain, we also allow for SWRL-like rules over description graphs. Based on an observation about the nature of structured objects, we ensure decidability of our formalism. We also present a hypertableau-based decision procedure, which we implemented in the HermiT reasoner. To evaluate its performance, we have extracted description graphs from the GALEN and FMA ontologies, classified them successfully, and even detected a modeling error in GALEN.

2008-04-23 A propos

GRDDL in OwlSight | Thinking Clearly

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2008-04-11 A propos

MyCarEvent - Terminology and Methodology for populating the generic information model

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MyCarEvent

2008-01-20 A propos

UserRequirements - owl1-1 - Google Code

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2008-01-08 A propos

MYCAREVENT: OWL and the automotive repair information supply chain - Proceedings of Extreme Markup Languages®

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MyCarEvent

2007-10-05 A propos

OWL 1.1 Web Ontology Language Overview

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OWL 1.1

2007-09-19 A propos

Submission Request to W3C: OWL 1.1 Web Ontology Language

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2007-09-19 A propos

OWL Web Ontology Language Guide

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2007-09-19 A propos

bobdc.blog: Some great W3C explanations of basic ontology concepts

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2007-08-06 A propos

CO-ODE

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2007-07-26 A propos

SKOS Extensions [RDF/OWL Description]

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2007-07-18 A propos

"Semantic Web Technologies in Technical Automotive" - CEUR-WS.org/Vol-258 - OWL: Experiences and Directions 2007

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2007-07-13 A propos

CEUR-WS.org/Vol-258 - OWL: Experiences and Directions 2007

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OWLED 2007

2007-07-13 A propos

DESCRIPTION LOGICS course - Enrico Franconi

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Description Logic

2007-07-09 A propos

An introduction to Description Logics - Daniele Nardi, Ronald J. Brachman

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Description Logic

2007-07-09 A propos

P2NotesOwled2007 - owl1-1 - Google Code

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OWLED 2007 AND fps

2007-06-29 A propos

S1NotesOwled2007 - owl1-1 - Google Code

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OWLED 2007 AND fps

2007-06-29 A propos

owl1-1 - Google Code

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2007-06-27 A propos

OWLED 2007 - LeibnizWiki

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OWLED 2007 AND fps

2007-06-23 A propos

Structured Ontology Format

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2007-06-07 A propos

OWLED 2007 Program

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OWLED 2007

2007-06-04 A propos

EasyChair. Login Page for OWLED 2007

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OWLED 2007

2007-05-05 A propos

An OWL model for managing ontologies in the agricultural domain

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2007-04-02 A propos

OWL: Experiences and Directions - OWLED 2007

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OWLED 2007

2007-03-04 A propos

Horst, Herman J. ter: Completeness, decidability and complexity of entailment for RDF Schema and a semantic extension involving the OWL vocabulary

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We prove that entailment for RDFS (RDF Schema) is decidable, NP-complete, and in P if the target graph does not contain blank nodes.We show that the standard set of entailment rules for RDFS is incomplete and that this can be corrected by allowing blank nodes in predicate position. We define semantic extensions of RDFS that involve datatypes and a subset of the OWL vocabulary that includes the property-related vocabulary (e.g. Functional- Property), the comparisons (e.g. sameAs and differentFrom) and the value restrictions (e.g. allValuesFrom). These semantic extensions are in line with the 'if-semantics' of RDFS and weaker than the 'iff-semantics' of D-entailment and OWL (DL or Full). For these semantic extensions we present entailment rules, prove completeness results, prove that consistency is in P and that, just as for RDFS, entailment is NP-complete, and in P if the target graph does not contain blank nodes. There are no restrictions on use to obtain decidability: classes can be used as instances.

2007-02-06 A propos

ProtegeWiki: Modeling Tips And Tricks

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2006-12-23 A propos

A Framework for Ontological Description of Archaeological Scientific Publications

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2006-12-23 A propos

Integrating Description Logics and Relational Databases

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2006-12-16 A propos

On the properties of metamodeling in OWL

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Abstract: A common practice in conceptual modeling is to separate the intensional from the extensional model. Although very intuitive, this approach is inadequate for many complex domains, where the borderline between the two models is not clear-cut. Therefore, OWL-Full, the most expressive of the Semantic Web ontology languages, allows combining the intensional and the extensional model by a feature we refer to as metamodeling. In this paper, we show that the semantics of metamodeling adopted in OWL-Full leads to undecidability of basic inference problems, due to free mixing of logical and metalogical symbols. Based on this result, we propose two alternative semantics for metamodeling: the contextual and the HiLog semantics. We show that SHOIQ— a description logic underlying OWL-DL— extended with metamodeling under either semantics is decidable. Finally, we show how the latter semantics can be used in practice to axiomatize the logical interaction between concepts and metaconcepts.
<br/><br/>
Eagle is a type of RedListSpecies. Thus, RedListSpecies acts as a
metaconcept for Eagle
<br/>
The examples such as the one given above are often dismissed with an argument that “eagle as a species” and “eagle as a set of all individual eagles”
are not the one and the same thing, and should not be referred to using the
same symbol...we simply observe that the word “eagle” in most people’s minds invokes a notion of a “mighty bird of prey.” The interpretation of
this notion as a concept or as an individual is secondary and is often context-dependent, so using different symbols for the same intuitive notion makes the
model unnecessarily complex.

2006-12-01 A propos

PR-OWL: A Bayesian Framework for the Semantic Web

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2006-11-07 A propos

PR-OWL: A Bayesian Ontology Language for the Semantic Web

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2006-09-07 A propos

UMBC eBiquity - Publications - Probabilistic Framework for Semantic Web - OWL and Bayesian Networks

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2006-05-01 A propos

alphaWorks : IBM Web Ontology Manager

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