Graph-Based Algorithms for Boolean Function Manipulation
IEEE Transactions on Computers
A logic-based calculus of events
New Generation Computing
New Generation Computing - Selected papers from the international workshop on algorithmic learning theory,1990
Maintaining knowledge about temporal intervals
Communications of the ACM
The Power of Events: An Introduction to Complex Event Processing in Distributed Enterprise Systems
The Power of Events: An Introduction to Complex Event Processing in Distributed Enterprise Systems
Conditional Random Fields: Probabilistic Models for Segmenting and Labeling Sequence Data
ICML '01 Proceedings of the Eighteenth International Conference on Machine Learning
Dynamic bayesian networks: representation, inference and learning
Dynamic bayesian networks: representation, inference and learning
Large-Scale Event Detection Using Semi-Hidden Markov Models
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Bilattices and modal operators
TARK '90 Proceedings of the 3rd conference on Theoretical aspects of reasoning about knowledge
Machine Learning
Conditional random fields for activity recognition
Proceedings of the 6th international joint conference on Autonomous agents and multiagent systems
Event Modeling and Recognition Using Markov Logic Networks
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part II
Chronicles for On-line Diagnosis of Distributed Systems
Proceedings of the 2008 conference on ECAI 2008: 18th European Conference on Artificial Intelligence
Intelligent adaptive monitoring for cardiac surveillance
Proceedings of the 2008 conference on ECAI 2008: 18th European Conference on Artificial Intelligence
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
Grounding the lexical semantics of verbs in visual perception using force dynamics and event logic
Journal of Artificial Intelligence Research
Chronicle recognition improvement using temporal focusing and hierarchization
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Hierarchical multi-channel hidden semi Markov models
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Event-processing network model and implementation
IBM Systems Journal
Recognizing activities with multiple cues
Proceedings of the 2nd conference on Human motion: understanding, modeling, capture and animation
Logic-based representation, reasoning and machine learning for event recognition
Proceedings of the Fourth ACM International Conference on Distributed Event-Based Systems
Markov Logic: An Interface Layer for Artificial Intelligence
Markov Logic: An Interface Layer for Artificial Intelligence
ProbLog Technology for Inference in a Probabilistic First Order Logic
Proceedings of the 2010 conference on ECAI 2010: 19th European Conference on Artificial Intelligence
A logic programming approach to activity recognition
Proceedings of the 2nd ACM international workshop on Events in multimedia
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part II
Event Processing in Action
On the implementation of the probabilistic logic programming language problog
Theory and Practice of Logic Programming
Recognizing interleaved and concurrent activities: A statistical-relational approach
PERCOM '11 Proceedings of the 2011 IEEE International Conference on Pervasive Computing and Communications
Probabilistic event calculus based on Markov logic networks
RuleML'11 Proceedings of the 5th international conference on Rule-based modeling and computing on the semantic web
Bilattice-Based squares and triangles
ECSQARU'05 Proceedings of the 8th European conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty
Processing flows of information: From data stream to complex event processing
ACM Computing Surveys (CSUR)
Multi-agent event recognition in structured scenarios
CVPR '11 Proceedings of the 2011 IEEE Conference on Computer Vision and Pattern Recognition
Probabilistic event logic for interval-based event recognition
CVPR '11 Proceedings of the 2011 IEEE Conference on Computer Vision and Pattern Recognition
Location-based reasoning about complex multi-agent behavior
Journal of Artificial Intelligence Research
Proceedings of the 7th ACM international conference on Distributed event-based systems
Complex event processing over distributed probabilistic event streams
Computers & Mathematics with Applications
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Big data is recognized as one of the three technology trends at the leading edge a CEO cannot afford to overlook in 2012. Big data is characterized by volume, velocity, variety and veracity ("data in doubt"). As big data applications, many of the emerging event processing applications must process events that arrive from sources such as sensors and social media, which have inherent uncertainties associated with them. Consider, for example, the possibility of incomplete data streams and streams including inaccurate data. In this tutorial we classify the different types of uncertainty found in event processing applications and discuss the implications on event representation and reasoning. An area of research in which uncertainty has been studied is Artificial Intelligence. We discuss, therefore, the main Artificial Intelligence-based event processing systems that support probabilistic reasoning. The presented approaches are illustrated using an example concerning crime detection.