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Toward scalable reasoning over annotated RDF data using mapreduce 6th

Toward scalable reasoning over annotated RDF data using mapr...

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6th international conference on Web reasoning and Rule Systems, RR 2012

作者： Liu, Chang Qi, Guilin Shanghai Jiaotong University China Southeast University China

ISBN: (纸本)9783642332029

the Resource Description Framework (RDF) is one of the major representation standards for the Semantic Web. RDF Schema (RDFS) is used to describe vocabularies used in RDF descriptions. Recently, there is an increasing interest to express additional information on top of RDF data. Several extensions of RDF were proposed in order to deal with time, uncertainty, trust and provenance. All these specific domains can be modeled by a general framework called annotated RDF data [3][5]. A recent work reported millions of triples with temporal information [1] and the number is still increasing. It is reasonable to expect more annotated RDF triples to be handled by semantic web applications. therefore scalability will become an important issue for these applications.

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Non-termination analysis and cost-based query optimization of logic programs 6th

Non-termination analysis and cost-based query optimization o...

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6th international conference on Web reasoning and Rule Systems, RR 2012

作者： Liang, Senlin Department of Computer Science Stony Brook University Stony BrookNY11794 United States

ISBN: (纸本)9783642332029

there have been many studies in termination analysis of logic programming but little has been done on analyzing non-termination of logic programs, which is even more important in our opinion. Nontermination analysis examines program execution history when nontermination is suspected and informs the programmer of non-termination causes and possible ways to fix them. In the first part of this thesis, we study the problem of non-termination in tabled logic engines with subgoal abstraction, such as XSB,1 and propose a suite of algorithms, called non-Termination analyzer, Terminyzer, for automatic detection and explanation of non-termination. the second part of this thesis focuses on cost-based query optimization. Database query optimizers rely on data statistics in selecting query execution plans and rule-based systems can greatly benefit from such optimizations as well. To this end, one first needs to collect data statistics for base and propagate them to derived predicates. However, there are two difficulties: dependencies among arguments and recursion. To address these problems, we implement a Cost -based query optimizer, Costimizer, which consists of a cost estimator and an optimizing unit. the optimizing unit performs a greedy search optimization based on predicate statistics computed by the cost estimator. We validate the effectiveness of Costimizer on both size estimation and query optimization through experimental studies. © Springer-Verlag Berlin Heidelberg 2012.

关键词： logic programming

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Monitor-based statistical model checking for weighted metric temporal logic

Monitor-based statistical model checking for weighted metric...

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18th international conference on logic for programming, artificial intelligence, and reasoning, LPAR-18

作者： Bulychev, Peter David, Alexandre Guldstrand Larsen, Kim Legay, Axel Li, Guangyuan Bøgsted Poulsen, Danny Stainer, Amelie Computer Science Aalborg University Denmark INRIA/IRISA Rennes Cedex France State Key Laboratory of Computer Science Institute of Software Chinese Academy of Sciences Beijing China University of Rennes 1 Rennes France

ISBN: (纸本)9783642287169

We present a novel approach and implementation for analysing weighted timed automata (WTA) with respect to the weighted metric temporal logic (WMTL ≤). Based on a stochastic semantics of WTAs, we apply statistical model checking (SMC) to estimate and test probabilities of satisfaction with desired levels of confidence. Our approach consists in generation of deterministic monitors for formulas in WMTL≤, allowing for efficient SMC by run-time evaluation of a given formula. By necessity, the deterministic observers are in general approximate (over- or under-approximations), but are most often exact and experimentally tight. the technique is implemented in the new tool Casaal. that we seamlessly connect to Uppaal-smc. in a tool chain. We demonstrate the applicability of our technique and the efficiency of our implementation through a number of case-studies. © 2012 Springer-Verlag.

关键词： Stochastic systems

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Qualitative Spatial and Temporal reasoning with Answer Set programming

Qualitative Spatial and Temporal Reasoning with Answer Set P...

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international conference on Tools with artificial intelligence

作者： Jason Jingshi Li Artificial Intelligence Laboratory Ecole Polytechnique Federale de Lausanne

ISBN: (纸本)9781479902279

Representing and reasoning spatial and temporal information is a key research issue in Computer Science and artificial intelligence. In this paper, we introduce tools that produce three novel encodings which translate problems in qualitative spatial and temporal reasoning into logic programs for answer set programming solvers. Each encoding reflects a different type of modeling abstraction. We evaluate our approach with two of the most well known qualitative spatial and temporal reasoning formalisms, the Interval Algebra and Region Connection Calculus. Our results show some surprising findings, including the strong performance of the solver for disjunctive logic programs over the non-disjunctive ones on our benchmark problems.

关键词： temporal reasoning Answer logic programming programming Solvers Qualitative time information Benchmark testing computer science artificial intelligence

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DNA Computing and Molecular programming - 18th international conference, DNA 18, Proceedings

DNA Computing and Molecular Programming - 18th International...

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18th international conference on DNA Computing and Molecular programming, DNA 18

ISBN: (纸本)9783642322075

the proceedings contain 11 papers. the topics discussed include: Turing universality of step-wise and stage assembly at temperature 1;a type system for DNAQL;deterministic function computation with chemical reaction networks;reachability bounds for chemical reaction networks and strand displacement systems;synthesizing minimal tile sets for complex patterns in the framework of patterned DNA self-assembly;a geometric approach to Gibbs energy landscapes and optimal DNA codeword design;a DNA based molecular logic gate capable of a variety of logical operations;deciding whether a regular language is generated by a splicing system;probabilistic reasoning with a Bayesian DNA device based on strand displacement;DNA self-assembly and computation studied with a coarse-grained dynamic bonded model;and space and energy efficient computation with DNA strand displacement systems.

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15th international conference on Foundations of Software Science and Computational Structures, FOSSACS 2012 held as part of the European Joint conferences on theory and Practice of Software, ETAPS 2012

15th International Conference on Foundations of Software Sci...

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15th international conference on Foundations of Software Science and Computational Structures, FOSSACS 2012 and Held as Part of the European Joint conferences on theory and Practice of Software, ETAPS 2012

ISBN: (纸本)9783642287282

the proceedings contain 31 papers. the special focus in this conference is on Foundations of Software Science and Computational Structures. the topics include: Querying UML class diagrams;bicategories of concurrent games;fibrational induction meets effects;a coalgebraic perspective on minimization and determinization;well-pointed coalgebras;combining interactive and automatic reasoning in first order theories of functional programs;applicative bisimulations for delimited-control operators;effective characterizations of simple fragments of temporal logic using prophetic automata;revisiting trace and testing equivalences for nondeterministic and probabilistic processes;event structure semantics of parallel extrusion in the pi-calculus;narcissists are easy, stepmothers are hard;on nominal regular languages with binders;robustness of structurally equivalent concurrent parity games;subgame perfection for equilibria in quantitative reachability games;concurrent games with ordered objectives;full abstraction for set-based models of the symmetric interaction combinators;on distributability of petri nets;functions as session-typed processes;deriving bisimulation congruences for conditional reactive systems;first-order model checking on nested pushdown trees is complete for doubly exponential alternating time;model checking languages of data words;branching-time model checking of parametric one-counter automata;synthesizing probabilistic composers;on the complexity of computing probabilistic bisimilarity;probabilistic transition system specification and on the complexity of the equivalence problem for probabilistic automata.

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Relational and Algebraic Methods in Computer Science - 13th international conference, RAMiCS 2012, Proceedings

Relational and Algebraic Methods in Computer Science - 13th ...

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13th international conference on Relational and Algebraic Methods in Computer Science, RAMiCS 2012

ISBN: (纸本)9783642333132

the proceedings contain 23 papers. the topics discussed include: transitive separation logic;unifying lazy and strict computations;foundations of coloring algebra with consequences for feature-oriented programming;towards an algebra for real-time programs;automated reasoning in higher-order regular algebra;towards certifiable implementation of graph transformation via relation categories;simple rectangle-based functional programs for computing reflexive-transitive closures;using relations to develop a haskell program for computing maximum bipartite matchings;relations as executable specifications: taming partiality and non-determinism using invariants;left-handed completeness;on completeness of omega-regular algebras;categories of algebraic contexts equivalent to idempotent semirings and domain semirings;and relational representation theorem for powerset quantales.

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Description logic knowledge base exchange 6th

Description logic knowledge base exchange

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6th international conference on Web reasoning and Rule Systems, RR 2012

作者： Botoeva, Elena KRDB Research Centre Free Univ. of Bozen-Bolzano Piazza Dominicani 3 Bolzano39100 Italy

ISBN: (纸本)9783642332029

Data exchange is a field of database theory that deals with transferring data between differently structured databases, with motivation coming from industry [21,17]. the starting point of intensive investigation of the problem of data exchange was given in [14] where it was defined as, given data structured under a source schema and a mapping specifying how it should be translated to a target schema, to transform the source data into data structured under the target schema such that it accurately reflects the source data w.r.t. the mapping. this problem has been studied for different combinations of languages used to specify the source and target schema, and the mappings [8]. Most of the results in the literature consider tuple generating dependencies (tgds) as the language to specify mappings. Tgds allow one to express containment of conjunctive queries, and have been widely employed in other areas of database theory. Furthermore, once a target instance is materialized, one mightwant to perform query answering over it.

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Improving the recall of live linked data querying through reasoning 6th

Improving the recall of live linked data querying through re...

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6th international conference on Web reasoning and Rule Systems, RR 2012

作者： Umbrich, Jürgen Hogan, Aidan Polleres, Axel Decker, Stefan Digital Enterprise Research Institute National University of Ireland Galway Ireland Siemens AG Österreich Siemensstrasse 90 Vienna1210 Austria

ISBN: (纸本)9783642332029

Linked Data principles allow for processing SPARQL queries on-the-fly by dereferencing URIs. Link-traversal query approaches for Linked Data have the benefit of up-to-date results and decentralised execution, but operate only on explicit data from dereferenced documents, affecting recall. In this paper, we show how inferable knowledge— specifically that found through owl:sameAs and RDFS reasoning—can improve recall in this *** first analyse a corpus featuring 7 million Linked Data sources and 2.1 billion quadruples: we (1) measure expected recall by only considering dereferenceable information, (2) measure the improvement in recall given by considering rdfs:seeAlso links as previous proposals did. We further propose and measure the impact of additionally considering (3) owl:sameAs links, and (4) applying lightweight RDFS reasoning for finding more results, relying on static schema information. We evaluate different configurations for live queries covering different shapes and domains, generated from random walks over our corpus. © Springer-Verlag Berlin Heidelberg 2012.

关键词： Linked data

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Probabilistic reasoning with a Bayesian DNA device based on strand displacement

Probabilistic reasoning with a Bayesian DNA device based on ...

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18th international conference on DNA Computing and Molecular programming, DNA 18

作者： Sainz De Murieta, Iñaki Rodríguez-Patón, Alfonso Campus de Montegancedo s/n Boadilla del Monte Madrid 28660 Spain

ISBN: (纸本)9783642322075

We present a computing model based on the DNA strand displacement technique which performs Bayesian inference. the model will take single stranded DNA as input data, representing the presence or absence of a specific molecular signal (evidence). the program logic encodes the prior probability of a disease and the conditional probability of a signal given the disease playing with a set of different DNA complexes and their ratios. When the input and program molecules interact, they release a different pair of single stranded DNA species whose relative proportion represents the application of Bayes' Law: the conditional probability of the disease given the signal. the models presented in this paper can empower the application of probabilistic reasoning in genetic diagnosis in vitro. © 2012 Springer-Verlag.

关键词： DNA

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