Statistical predicate invention
Proceedings of the 24th international conference on Machine learning
MCDB: a monte carlo approach to managing uncertain data
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Non-parametric policy gradients: a unified treatment of propositional and relational domains
Proceedings of the 25th international conference on Machine learning
Learning to assign degrees of belief in relational domains
Machine Learning
Learning probabilistic logic models from probabilistic examples
Machine Learning
Structured machine learning: the next ten years
Machine Learning
Efficient Weight Learning for Markov Logic Networks
PKDD 2007 Proceedings of the 11th European conference on Principles and Practice of Knowledge Discovery in Databases
Reflections on the Role of Static Analysis in Cooperative Bug Isolation
SAS '08 Proceedings of the 15th international symposium on Static Analysis
Discriminative Structure Learning of Markov Logic Networks
ILP '08 Proceedings of the 18th international conference on Inductive Logic Programming
Logical Hierarchical Hidden Markov Models for Modeling User Activities
ILP '08 Proceedings of the 18th international conference on Inductive Logic Programming
Loopy Propagation in a Probabilistic Description Logic
SUM '08 Proceedings of the 2nd international conference on Scalable Uncertainty Management
Exploiting shared correlations in probabilistic databases
Proceedings of the VLDB Endowment
Transfer Learning by Mapping and Revising Relational Knowledge
SBIA '08 Proceedings of the 19th Brazilian Symposium on Artificial Intelligence: Advances in Artificial Intelligence
Semantic Science: Ontologies, Data and Probabilistic Theories
Uncertainty Reasoning for the Semantic Web I
Database and information-retrieval methods for knowledge discovery
Communications of the ACM - A Direct Path to Dependable Software
Satisfiability of Formulas from the Standpoint of Object Classification: The RST Approach
Fundamenta Informaticae - Concurrency Specification and Programming (CS&P)
SOFIE: a self-organizing framework for information extraction
Proceedings of the 18th international conference on World wide web
Graffiti: node labeling in heterogeneous networks
Proceedings of the 18th international conference on World wide web
Learning Markov logic network structure via hypergraph lifting
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Approximate inference for planning in stochastic relational worlds
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Relational learning via latent social dimensions
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Artificial General Intelligence through Large-Scale, Multimodal Bayesian Learning
Proceedings of the 2008 conference on Artificial General Intelligence 2008: Proceedings of the First AGI Conference
Structure Learning of Markov Logic Networks through Iterated Local Search
Proceedings of the 2008 conference on ECAI 2008: 18th European Conference on Artificial Intelligence
Learning first-order probabilistic models with combining rules
Annals of Mathematics and Artificial Intelligence
Logic-Based Probabilistic Modeling
WoLLIC '09 Proceedings of the 16th International Workshop on Logic, Language, Information and Computation
Embedded Probabilistic Programming
DSL '09 Proceedings of the IFIP TC 2 Working Conference on Domain-Specific Languages
ICLP '09 Proceedings of the 25th International Conference on Logic Programming
Probabilistic Logic Learning - A Tutorial Abstract
ICLP '09 Proceedings of the 25th International Conference on Logic Programming
Scaling textual inference to the web
EMNLP '08 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Joint unsupervised coreference resolution with Markov logic
EMNLP '08 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Efficient MAP Inference for Statistical Relational Models through Hybrid Metaheuristics
ISMIS '09 Proceedings of the 18th International Symposium on Foundations of Intelligent Systems
Learning to Disambiguate Search Queries from Short Sessions
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part II
Statistical Relational Learning with Formal Ontologies
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part II
Joint inference in information extraction
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 1
Lifted probabilistic inference with counting formulas
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
A general method for reducing the complexity of relational inference and its application to MCMC
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
Lifted first-order belief propagation
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
PrDB: managing and exploiting rich correlations in probabilistic databases
The VLDB Journal — The International Journal on Very Large Data Bases
Towards a universal wordnet by learning from combined evidence
Proceedings of the 18th ACM conference on Information and knowledge management
Scalable learning of collective behavior based on sparse social dimensions
Proceedings of the 18th ACM conference on Information and knowledge management
The graph neural network model
IEEE Transactions on Neural Networks
Neural network for graphs: a contextual constructive approach
IEEE Transactions on Neural Networks
Transfer learning from minimal target data by mapping across relational domains
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Multi-relational learning with Gaussian processes
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Lifted aggregation in directed first-order probabilistic models
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Jointly identifying temporal relations with Markov Logic
ACL '09 Proceedings of the Joint Conference of the 47th Annual Meeting of the ACL and the 4th International Joint Conference on Natural Language Processing of the AFNLP: Volume 1 - Volume 1
High Performing Algorithms for MAP and Conditional Inference in Markov Logic
AI*IA '09: Proceedings of the XIth International Conference of the Italian Association for Artificial Intelligence Reggio Emilia on Emergent Perspectives in Artificial Intelligence
EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 1 - Volume 1
Equipping robot control programs with first-order probabilistic reasoning capabilities
ICRA'09 Proceedings of the 2009 IEEE international conference on Robotics and Automation
SIGDIAL '09 Proceedings of the SIGDIAL 2009 Conference: The 10th Annual Meeting of the Special Interest Group on Discourse and Dialogue
fLDA: matrix factorization through latent dirichlet allocation
Proceedings of the third ACM international conference on Web search and data mining
Probabilistic categorization of kitchen objects in table settings with a composite sensor
IROS'09 Proceedings of the 2009 IEEE/RSJ international conference on Intelligent robots and systems
A Survey of Statistical Network Models
Foundations and Trends® in Machine Learning
Learning with kernels and logical representations
ILP'07 Proceedings of the 17th international conference on Inductive logic programming
Beyond prediction: directions for probabilistic and relational learning
ILP'07 Proceedings of the 17th international conference on Inductive logic programming
Combining clauses with various precisions and recalls to produce accurate probabilistic estimates
ILP'07 Proceedings of the 17th international conference on Inductive logic programming
Probabilistic inductive logic programming
UAI '09 Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial Intelligence
UAI '09 Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial Intelligence
Monolingual probabilistic programming using generalized coroutines
UAI '09 Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial Intelligence
Constraint processing in lifted probabilistic inference
UAI '09 Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial Intelligence
Bisimulation-based approximate lifted inference
UAI '09 Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial Intelligence
Increasing representational power and scaling reasoning in probabilistic databases
Proceedings of the 13th International Conference on Database Theory
From information to knowledge: harvesting entities and relationships from web sources
Proceedings of the twenty-ninth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
ERACER: a database approach for statistical inference and data cleaning
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
A probabilistic approach to distributed system management
Proceedings of the 7th international conference on Autonomic computing
StReBio'09: statistical relational learning and mining in bioinformatics
ACM SIGKDD Explorations Newsletter
IEEE Computational Intelligence Magazine
Logic-based representation, reasoning and machine learning for event recognition
Proceedings of the Fourth ACM International Conference on Distributed Event-Based Systems
Multi-network fusion for collective inference
Proceedings of the Eighth Workshop on Mining and Learning with Graphs
Mining advisor-advisee relationships from research publication networks
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
On community outliers and their efficient detection in information networks
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Towards performing everyday manipulation activities
Robotics and Autonomous Systems
Joint inference for knowledge extraction from biomedical literature
HLT '10 Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics
Unsupervised ontology induction from text
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Proceedings of the 2010 conference on ECAI 2010: 19th European Conference on Artificial Intelligence
Relational network-service clustering analysis with set evidences
Proceedings of the 3rd ACM workshop on Artificial intelligence and security
Machine reading at the University of Washington
FAM-LbR '10 Proceedings of the NAACL HLT 2010 First International Workshop on Formalisms and Methodology for Learning by Reading
Social network mining with nonparametric relational models
SNAKDD'08 Proceedings of the Second international conference on Advances in social network mining and analysis
Exploration in relational worlds
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part II
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part II
Exploiting causal independence in Markov logic networks: combining undirected and directed models
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part II
Fast active exploration for link-based preference learning using Gaussian processes
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part III
What is happening now? Detection of activities of daily living from simple visual features
Personal and Ubiquitous Computing
ILP'09 Proceedings of the 19th international conference on Inductive logic programming
CoBayes: bayesian knowledge corroboration with assessors of unknown areas of expertise
Proceedings of the fourth ACM international conference on Web search and data mining
Exploit of online social networks with community-based graph semi-supervised learning
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: theory and algorithms - Volume Part I
Toward probabilistic analysis of guidelines
KR4HC'10 Proceedings of the ECAI 2010 conference on Knowledge representation for health-care
Parameter Screening and Optimisation for ILP using Designed Experiments
The Journal of Machine Learning Research
A multi-resolution approach to learning with overlapping communities
Proceedings of the First Workshop on Social Media Analytics
Modeling the evolution of discussion topics and communication to improve relational classification
Proceedings of the First Workshop on Social Media Analytics
Boosting learning and inference in Markov logic through metaheuristics
Applied Intelligence
Learning statistical models from relational data
Proceedings of the 2011 ACM SIGMOD International Conference on Management of data
Afterword: data, knowledge, and e-discovery
Artificial Intelligence and Law
Declarative programming for agent applications
Autonomous Agents and Multi-Agent Systems
The monte carlo database system: Stochastic analysis close to the data
ACM Transactions on Database Systems (TODS)
Implementing weighted abduction in Markov logic
IWCS '11 Proceedings of the Ninth International Conference on Computational Semantics
Integrating logical representations with probabilistic information using Markov logic
IWCS '11 Proceedings of the Ninth International Conference on Computational Semantics
From bias to opinion: a transfer-learning approach to real-time sentiment analysis
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
ILP'10 Proceedings of the 20th international conference on Inductive logic programming
Markov logic networks for document layout correction
IEA/AIE'11 Proceedings of the 24th international conference on Industrial engineering and other applications of applied intelligent systems conference on Modern approaches in applied intelligence - Volume Part I
Statistical relational learning in student modeling for intelligent tutoring systems
AIED'11 Proceedings of the 15th international conference on Artificial intelligence in education
Relational mining in spatial domains: accomplishments and challenges
ISMIS'11 Proceedings of the 19th international conference on Foundations of intelligent systems
Towards programming languages for machine learning and data mining
ISMIS'11 Proceedings of the 19th international conference on Foundations of intelligent systems
Optimizing probabilistic models for relational sequence learning
ISMIS'11 Proceedings of the 19th international conference on Foundations of intelligent systems
Database foundations for scalable RDF processing
RW'11 Proceedings of the 7th international conference on Reasoning web: semantic technologies for the web of data
Learning the parameters of probabilistic logic programs from interpretations
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part I
Online structure learning for Markov logic networks
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part II
Kernels for link prediction with latent feature models
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part II
Abductive plan recognition by extending Bayesian logic programs
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part II
Learning to infer social ties in large networks
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part III
A community-based pseudolikelihood approach for relationship labeling in social networks
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part III
Probabilistic logics in expert systems: approaches, implementations, and applications
DEXA'11 Proceedings of the 22nd international conference on Database and expert systems applications - Volume Part I
Leveraging social media networks for classification
Data Mining and Knowledge Discovery
ELOG: a probabilistic reasoner for OWL EL
RR'11 Proceedings of the 5th international conference on Web reasoning and rule systems
Constraint propagation for efficient inference in Markov logic
CP'11 Proceedings of the 17th international conference on Principles and practice of constraint programming
Probabilistic rule learning in nonmonotonic domains
CLIMA'11 Proceedings of the 12th international conference on Computational logic in multi-agent systems
Probabilistic recognition of complex event
ICVS'11 Proceedings of the 8th international conference on Computer vision systems
A survey on question answering technology from an information retrieval perspective
Information Sciences: an International Journal
Decision-theoretic planning with generalized first-order decision diagrams
Artificial Intelligence
KI'11 Proceedings of the 34th Annual German conference on Advances in artificial intelligence
Transformation rules for first-order probabilistic conditional logic yielding parametric uniformity
KI'11 Proceedings of the 34th Annual German conference on Advances in artificial intelligence
Learning relational bayesian classifiers from RDF data
ISWC'11 Proceedings of the 10th international conference on The semantic web - Volume Part I
DC proposal: ontology learning from noisy linked data
ISWC'11 Proceedings of the 10th international conference on The semantic web - Volume Part II
Pervasive and Mobile Computing
On the implementation of the CLP(BN) language
PADL'10 Proceedings of the 12th international conference on Practical Aspects of Declarative Languages
A survey on statistical relational learning
AI'10 Proceedings of the 23rd Canadian conference on Advances in Artificial Intelligence
Induction of robust classifiers for web ontologies through kernel machines
Web Semantics: Science, Services and Agents on the World Wide Web
On the combination of logical and probabilistic models for information analysis
Applied Intelligence
Reference classes and relational learning
International Journal of Approximate Reasoning
Unsupervised plan detection with factor graphs
Sensor-KDD'08 Proceedings of the Second international conference on Knowledge Discovery from Sensor Data
Automated reasoning for relational probabilistic knowledge representation
IJCAR'10 Proceedings of the 5th international conference on Automated Reasoning
Data Mining and Knowledge Discovery
A conversation with Professor Bo Zhang
ACM SIGKDD Explorations Newsletter
MaskIt: privately releasing user context streams for personalized mobile applications
SIGMOD '12 Proceedings of the 2012 ACM SIGMOD International Conference on Management of Data
On lifted inference for a relational probabilistic conditional logic with maximum entropy semantics
FoIKS'12 Proceedings of the 7th international conference on Foundations of Information and Knowledge Systems
Learning probabilistic Description logic concepts: under different Assumptions on missing knowledge
Proceedings of the 27th Annual ACM Symposium on Applied Computing
Multi-evidence lifted message passing, with application to PageRank and the Kalman filter
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
Imitation learning in relational domains: a functional-gradient boosting approach
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
A general MCMC method for Bayesian inference in logic-based probabilistic modeling
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Lifted probabilistic inference by first-order knowledge compilation
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Bayesian abductive logic programs: a probabilistic logic for abductive reasoning
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Coupled behavior analysis for capturing coupling relationships in group-based market manipulations
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Structured probabilistic inference
International Journal of Approximate Reasoning
Towards integrative causal analysis of heterogeneous data sets and studies
The Journal of Machine Learning Research
An evaluation of machine learning in algorithm selection for search problems
AI Communications - The Symposium on Combinatorial Search
AITION: a scalable platform for interactive data mining
SSDBM'12 Proceedings of the 24th international conference on Scientific and Statistical Database Management
Learning compact markov logic networks with decision trees
ILP'11 Proceedings of the 21st international conference on Inductive Logic Programming
Variational bayes inference for logic-based probabilistic models on BDDs
ILP'11 Proceedings of the 21st international conference on Inductive Logic Programming
Satisfiability of Formulas from the Standpoint of Object Classification: The RST Approach
Fundamenta Informaticae - Concurrency Specification and Programming (CS&P)
Learning to "read between the lines" using Bayesian logic programs
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
A statistical relational learning approach to identifying evidence based medicine categories
EMNLP-CoNLL '12 Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning
Probabilistic dialogue models with prior domain knowledge
SIGDIAL '12 Proceedings of the 13th Annual Meeting of the Special Interest Group on Discourse and Dialogue
Neurocomputing
Using program synthesis for social recommendations
Proceedings of the 21st ACM international conference on Information and knowledge management
Instantiation restrictions for relational probabilistic conditionals
SUM'12 Proceedings of the 6th international conference on Scalable Uncertainty Management
An approach to learning relational probabilistic FO-PCL knowledge bases
SUM'12 Proceedings of the 6th international conference on Scalable Uncertainty Management
Lifted online training of relational models with stochastic gradient methods
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part I
Pedestrian quantity estimation with trajectory patterns
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part II
Using equivalences of worlds for aggregation semantics of relational conditionals
KI'12 Proceedings of the 35th Annual German conference on Advances in Artificial Intelligence
Transactions on Large-Scale Data- and Knowledge-Centered Systems VI
Probabilistic optimization of semantic process model matching
BPM'12 Proceedings of the 10th international conference on Business Process Management
Inference in probabilistic logic programs with continuous random variables
Theory and Practice of Logic Programming
Model checking with probabilistic tabled logic programming
Theory and Practice of Logic Programming
Fuzzy-Probabilistic logic for common sense
AGI'12 Proceedings of the 5th international conference on Artificial General Intelligence
Inductive Logic Programming and Embodied Agents: Possibilities and Limitations
International Journal of Agent Technologies and Systems
Transforming graph data for statistical relational learning
Journal of Artificial Intelligence Research
Simple decision forests for multi-relational classification
Decision Support Systems
Selectivity estimation for hybrid queries over text-rich data graphs
Proceedings of the 16th International Conference on Extending Database Technology
Iterative classification for multiple target attributes
Journal of Intelligent Information Systems
Knowledge harvesting in the big-data era
Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data
Learning in probabilistic graphs exploiting language-constrained patterns
NFMCP'12 Proceedings of the First international conference on New Frontiers in Mining Complex Patterns
Multi-Relational learning for recommendation of matches between semantic structures
KES'12 Proceedings of the 16th international conference on Knowledge Engineering, Machine Learning and Lattice Computing with Applications
Multi-label relational neighbor classification using social context features
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Cross-lingual web spam classification
Proceedings of the 22nd international conference on World Wide Web companion
KnowRob: A knowledge processing infrastructure for cognition-enabled robots
International Journal of Robotics Research
Exploration in relational domains for model-based reinforcement learning
The Journal of Machine Learning Research
Automated probabilistic modeling for relational data
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
On the problem of reversing relational inductive knowledge representation
ECSQARU'13 Proceedings of the 12th European conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty
Robot reasoning using first order bayesian networks
IUKM'13 Proceedings of the 2013 international conference on Integrated Uncertainty in Knowledge Modelling and Decision Making
Tabular: a schema-driven probabilistic programming language
Proceedings of the 41st ACM SIGPLAN-SIGACT Symposium on Principles of Programming Languages
Type Extension Trees for feature construction and learning in relational domains
Artificial Intelligence
Sequences of mechanisms for causal reasoning in artificial intelligence
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Probabilistic reasoning with undefined properties in ontologically-based belief networks
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Inference for a new probabilistic constraint logic
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Modelling relational statistics with Bayes Nets
Machine Learning
Lifted variable elimination: decoupling the operators from the constraint language
Journal of Artificial Intelligence Research
Interactive relational reinforcement learning of concept semantics
Machine Learning
Single network relational transductive learning
Journal of Artificial Intelligence Research
Alan Turing and the development of Artificial Intelligence
AI Communications - ECAI 2012 Turing and Anniversary Track
MCINTYRE: A Monte Carlo System for Probabilistic Logic Programming
Fundamenta Informaticae - Special Issue on the Italian Conference on Computational Logic: CILC 2011
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