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Probabilistic Complex Event Recognition
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Outgoing claims: the papers this work cites, builds on, or argues with.
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Towards Expressive Publish/Subscribe Systems
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A Taxonomy and Representation of Sources of Uncertainty in Active Systems
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Efficient Discovery of Episode Rules with a Minimal Antecedent and a Distant Consequent
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Hierarchical Conditional Random Fields for GPS-Based Activity Recognition
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A Behavioral Comparison of Some Probabilistic Logic Models
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Model-Theoretic Expressivity Analysis
inferredcites →https://doi.org/10.1007/978-3-540-88688-4_45openalex-snapshot
Event Modeling and Recognition Using Markov Logic Networks
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The Power of Events: An Introduction to Complex Event Processing in Distributed Enterprise Systems
inferredcites →https://doi.org/10.1007/978-3-642-01818-3_44openalex-snapshot
Modeling and Inference with Relational Dynamic Bayesian Networks
inferredcites →https://doi.org/10.1007/978-3-642-10424-4_16openalex-snapshot
A Performance Study of Event Processing Systems
inferredcites →https://doi.org/10.1007/978-3-642-15951-0_24openalex-snapshot
Event Modelling and Reasoning with Uncertain Information for Distributed Sensor Networks
inferredcites →https://doi.org/10.1007/978-3-642-24908-2_19openalex-snapshot
Probabilistic Event Calculus Based on Markov Logic Networks
inferredcites →https://doi.org/10.1007/978-3-642-29764-9openalex-snapshot
Knowledge Discovery, Knowledge Engineering and Knowledge Management
inferredcites →https://doi.org/10.1007/s00371-012-0752-6openalex-snapshot
A survey on activity recognition and behavior understanding in video surveillance
inferredcites →https://doi.org/10.1007/s00607-014-0404-yopenalex-snapshot
Introducing uncertainty in complex event processing: model, implementation, and validation
inferredcites →https://doi.org/10.1007/s10115-013-0638-6openalex-snapshot
A survey of queries over uncertain data
inferredcites →https://doi.org/10.1007/s11263-008-0181-1openalex-snapshot
Semantic Representation and Recognition of Continued and Recursive Human Activities
inferredcites →https://doi.org/10.1007/s11263-010-0343-9openalex-snapshot
Predicate Logic Based Image Grammars for Complex Pattern Recognition
inferredcites →https://doi.org/10.1016/0004-3702(84)90008-0openalex-snapshot
Towards a general theory of action and time
inferredcites →https://doi.org/10.1016/0378-4754(82)90066-0openalex-snapshot
Petri Net theory and the modeling of systems
inferredcites →https://doi.org/10.1016/0378-4754(82)90087-8openalex-snapshot
Petri net theory and the modeling of systems
inferredcites →https://doi.org/10.1016/j.camwa.2013.06.032openalex-snapshot
Complex event processing over distributed probabilistic event streams
inferredcites →https://doi.org/10.1016/j.cviu.2012.12.003openalex-snapshot
Learning and parsing video events with goal and intent prediction
inferredcites →https://doi.org/10.1016/j.dss.2008.06.008openalex-snapshot
Knowledge representation concepts for automated SLA management
inferredcites →https://doi.org/10.1016/j.eswa.2015.08.021openalex-snapshot
A pattern based predictor for event streams
inferredcites →https://doi.org/10.1016/j.imavis.2013.06.004openalex-snapshot
Multi-agent event recognition by preservation of spatiotemporal relationships between probabilistic models
inferredcites →https://doi.org/10.1016/j.imavis.2017.01.010openalex-snapshot
Going deeper into action recognition: A survey
inferredcites →https://doi.org/10.1017/s0269888912000264openalex-snapshot
Logic-based event recognition
inferredcites →https://doi.org/10.1017/s1471068410000566openalex-snapshot
On the implementation of the probabilistic logic programming language ProbLog
inferredcites →https://doi.org/10.1017/s1471068413000690openalex-snapshot
A probabilistic logic programming event calculus
inferredcites →https://doi.org/10.1090/dimacs/035/15openalex-snapshot
A general stochastic approach to solving problems with hard and soft constraints
inferredcites →https://doi.org/10.1109/34.868686openalex-snapshot
Recognition of visual activities and interactions by stochastic parsing
inferredcites →https://doi.org/10.1109/3pgcic.2010.89openalex-snapshot
Complex Event Processing over Uncertain Data Streams
inferredcites →https://doi.org/10.1109/5.24143openalex-snapshot
Petri nets: Properties, analysis and applications
inferredcites →https://doi.org/10.1109/apweb.2010.56openalex-snapshot
Complex Event Detection in Probabilistic Stream
inferredcites →https://doi.org/10.1109/cvpr.1997.609450openalex-snapshot
Coupled hidden Markov models for complex action recognition
inferredcites →https://doi.org/10.1109/cvpr.2003.1211525openalex-snapshot
Expectation grammars: leveraging high-level expectations for activity recognition
inferredcites →https://doi.org/10.1109/cvpr.2006.242openalex-snapshot
Recognition of Composite Human Activities through Context-Free Grammar Based Representation
inferredcites →https://doi.org/10.1109/cvpr.2007.383133openalex-snapshot
Bilattice-based Logical Reasoning for Human Detection
inferredcites →https://doi.org/10.1109/cvpr.2011.5995386openalex-snapshot
Multi-agent event recognition in structured scenarios
inferredcites →https://doi.org/10.1109/cvpr.2011.5995491openalex-snapshot
Probabilistic event logic for interval-based event recognition
inferredcites →https://doi.org/10.1109/iccv.2003.1238423openalex-snapshot
Recognition of group activities using dynamic probabilistic networks
inferredcites →https://doi.org/10.1109/iccvw.2011.6130308openalex-snapshot
PEL-CNF: Probabilistic event logic conjunctive normal form for video interpretation
inferredcites →https://doi.org/10.1109/massp.1986.1165342openalex-snapshot
An introduction to hidden Markov models
inferredcites →https://doi.org/10.1109/mdmw.2008.12openalex-snapshot
Lineage-based Probabilistic Event Stream Processing
inferredcites →https://doi.org/10.1109/tcsvt.2012.2203742openalex-snapshot
Propagating Certainty in Petri Nets for Activity Recognition
inferredcites →https://doi.org/10.1109/time.2000.856584openalex-snapshot
A calculus of macro-events: progress report
inferredcites →https://doi.org/10.1109/tkde.2010.204openalex-snapshot
Efficient Processing of Uncertain Events in Rule-Based Systems
inferredcites →https://doi.org/10.1109/tkde.2014.2356476openalex-snapshot
An Event Calculus for Event Recognition
inferredcites →https://doi.org/10.1109/tmm.2008.2001369openalex-snapshot
A Constrained Probabilistic Petri Net Framework for Human Activity Detection in Video
inferredcites →https://doi.org/10.1109/tpami.2010.33openalex-snapshot
PADS: A Probabilistic Activity Detection Framework for Video Data
inferredcites →https://doi.org/10.1111/j.1467-8640.1988.tb00280.xopenalex-snapshot
Multivalued logics: a uniform approach to reasoning in artificial intelligence
inferredcites →https://doi.org/10.1145/1142473.1142520openalex-snapshot
High-performance complex event processing over streams
inferredcites →https://doi.org/10.1145/1329125.1329409openalex-snapshot
Conditional random fields for activity recognition
inferredcites →https://doi.org/10.1145/1376616.1376634openalex-snapshot
Efficient pattern matching over event streams
inferredcites →https://doi.org/10.1145/1376616.1376688openalex-snapshot
Event queries on correlated probabilistic streams
inferredcites →https://doi.org/10.1145/1385989.1386022openalex-snapshot
Complex event processing over uncertain data
inferredcites →https://doi.org/10.1145/1401890.1401947openalex-snapshot
Stream prediction using a generative model based on frequent episodes in event sequences
inferredcites →https://doi.org/10.1145/182.358434openalex-snapshot
Maintaining knowledge about temporal intervals
inferredcites →https://doi.org/10.1145/1877937.1877941openalex-snapshot
A logic programming approach to activity recognition
inferredcites →https://doi.org/10.1145/2002259.2002279openalex-snapshot
Towards proactive event-driven computing
inferredcites →https://doi.org/10.1145/2002259.2002307openalex-snapshot
Processing flows of information
inferredcites →https://doi.org/10.1145/2187671.2187677openalex-snapshot
Processing flows of information
inferredcites →https://doi.org/10.1145/2335484.2335488openalex-snapshot
Event processing under uncertainty
inferredcites →https://doi.org/10.1145/2371316.2371323openalex-snapshot
Predictive complex event processing
inferredcites →https://doi.org/10.1145/239041.239045openalex-snapshot
A probabilistic relational algebra for the integration of information retrieval and database systems
inferredcites →https://doi.org/10.1145/2479871.2479913openalex-snapshot
Towards a standard event processing benchmark
inferredcites →https://doi.org/10.1145/2522848.2522883openalex-snapshot
A Markov logic framework for recognizing complex events from multimodal data
inferredcites →https://doi.org/10.1145/2588555.2593671openalex-snapshot
On complexity and optimization of expensive queries in complex event processing
inferredcites →https://doi.org/10.1145/2699916openalex-snapshot
Probabilistic Event Calculus for Event Recognition
inferredcites →https://doi.org/10.14778/1920841.1920875openalex-snapshot
Recognizing patterns in streams with imprecise timestamps
inferredcites →https://doi.org/10.1613/jair.1625openalex-snapshot
Relational Dynamic Bayesian Networks
inferredcites →https://doi.org/10.1613/jair.790openalex-snapshot
Grounding the Lexical Semantics of Verbs in Visual Perception using Force Dynamics and Event Logic
inferredcites →https://doi.org/10.2200/s00206ed1v01y200907aim007openalex-snapshot
Markov Logic: An Interface Layer for Artificial Intelligence
inferredcites →https://doi.org/10.48550/arxiv.1207.1427openalex-snapshot
A Model for Reasoning with Uncertain Rules in Event Composition Systems
inferredcites →https://doi.org/10.48550/arxiv.1302.1550openalex-snapshot
Relational Bayesian Networks
inferredcites →https://doi.org/10.48550/arxiv.1508.05128openalex-snapshot
Lifted Relational Neural Networks
inferredcites →https://doi.org/10.48550/arxiv.cmp-lg/9411029openalex-snapshot
An Efficient Probabilistic Context-Free Parsing Algorithm that Computes Prefix Probabilities
inferredcites →https://doi.org/10.48550/arxiv.cs/0610167openalex-snapshot
ECA-RuleML: An Approach combining ECA Rules with temporal interval-based KR Event/Action Logics and Transactional Update Logics
inferredcites →https://doi.org/10.5555/1182635.1164209openalex-snapshot
ULDBs: databases with uncertainty and lineage
inferredcites →https://doi.org/10.5555/211190.211197openalex-snapshot
An efficient probabilistic context-free parsing algorithm that computes prefix probabilities
inferredcites →https://doi.org/10.5555/777092.777211openalex-snapshot
Recognizing multitasked activities from video using stochastic context-free grammar
inferredcites →https://doi.org/10.5591/978-1-57735-516-8/ijcai11-274openalex-snapshot
Finding "Unexplained" Activities in Video
inferredcites →https://doi.org/10.7551/mitpress/7432.001.0001openalex-snapshot
Introduction to Statistical Relational Learning
What points at this work
Incoming claims: where this work appears in other papers’ reference lists and arguments.
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Online Learning of Weighted Relational Rules for Complex Event Recognition
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Capturing and Querying Uncertainty in RDF Stream Processing
inferred← citeshttps://doi.org/10.1007/978-3-030-61852-0_8openalex-snapshot
Composite Maritime Event Recognition
inferred← citeshttps://doi.org/10.1007/978-3-030-67892-0_25openalex-snapshot
Security Providing for Cyber-Physical Systems Based on the Analysis of Service Dataflow
inferred← citeshttps://doi.org/10.1007/978-3-030-72651-5_39openalex-snapshot
Event-Driven Ontology Population - from Research to Practice in Critical Infrastructure Systems
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Learning Automata-Based Complex Event Patterns in Answer Set Programming
inferred← citeshttps://doi.org/10.1007/978-3-031-62146-8_2openalex-snapshot
Programming Approaches for Large-Scale IoT System Development: State of the Art
inferred← citeshttps://doi.org/10.1007/978-3-319-32001-4_276-1openalex-snapshot
Complex Event Processing (CEP)
inferred← citeshttps://doi.org/10.1007/978-3-319-78090-0_6openalex-snapshot
Parallel Online Learning of Event Definitions
inferred← citeshttps://doi.org/10.1007/978-3-319-99906-7_10openalex-snapshot
Complex Event Processing Under Uncertainty Using Markov Chains, Constraints, and Sampling
inferred← citeshttps://doi.org/10.1007/s00778-019-00557-wopenalex-snapshot
Complex event recognition in the Big Data era: a survey
inferred← citeshttps://doi.org/10.1007/s00778-021-00698-xopenalex-snapshot
Complex event forecasting with prediction suffix trees
inferred← citeshttps://doi.org/10.1007/s10044-024-01275-yopenalex-snapshot
Complex event recognition and anomaly detection with event behavior model
inferred← citeshttps://doi.org/10.1007/s10270-020-00842-1openalex-snapshot
Uncertainty representation in software models: a survey
inferred← citeshttps://doi.org/10.1007/s10472-019-09664-4openalex-snapshot
A probabilistic interval-based event calculus for activity recognition
inferred← citeshttps://doi.org/10.1007/s10618-025-01110-wopenalex-snapshot
Sequential pattern detection: similarities and differences across various fields
inferred← citeshttps://doi.org/10.1007/s10626-025-00421-wopenalex-snapshot
A comparative review of decision-making approaches for realistic event-driven environments
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Optimizing vessel trajectory compression for maritime situational awareness
inferred← citeshttps://doi.org/10.1007/s10994-019-05794-2openalex-snapshot
Semi-supervised online structure learning for composite event recognition
inferred← citeshttps://doi.org/10.1007/s11042-020-09004-3openalex-snapshot
Vision-based human activity recognition: a survey
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Breathe-Run-Guide: A Review of Personal Breathing Guidance Systems in Running
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DeepProbCEP: A neuro-symbolic approach for complex event processing in adversarial settings
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Parallel online event calculus learning for complex event recognition
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Composite event recognition with arbitrary specifications
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Scalable and accurate online multivariate anomaly detection
inferred← citeshttps://doi.org/10.1016/j.knosys.2019.05.024openalex-snapshot
PERCEPTUS: Predictive complex event processing and reasoning for IoT-enabled supply chain
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Online Event Recognition from Moving Vehicles: Application Paper
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Online Learning Probabilistic Event Calculus Theories in Answer Set Programming
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Automated event recognition in drone flight logs: a noise-robust approach
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Managing Measurement and Occurrence Uncertainty in Complex Event Processing Systems
inferred← citeshttps://doi.org/10.1109/bigcomp.2019.8679331openalex-snapshot
Regular Expression Pattern Matching with Sliding Windows cover Probabilistic Event Streams
inferred← citeshttps://doi.org/10.1109/bigdata50022.2020.9377914openalex-snapshot
StreamTeam-Football: Analyzing Football Matches in Real-Time on the Basis of Position Streams
inferred← citeshttps://doi.org/10.1109/bigdata50022.2020.9378217openalex-snapshot
Extending Kafka Streams for Complex Event Recognition
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Deep Neural Networks with Mixture of Experts Layers for Complex Event Recognition from Images
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Alarm Flood Reduction in Critical Infrastructures – Research Roadmap & Preliminary Results
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Experimental Comparison of Complex Event Processing Systems in the Maritime Domain
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Events and Objects Interaction Recognition using Aerial Videos
inferred← citeshttps://doi.org/10.1109/oceanse.2019.8867518openalex-snapshot
User-centric assessment of maritime situation awareness solutions
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Rule based complex event processing for IoT applications: Review, classification and challenges
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Human activity recognition: A comprehensive review
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Towards Human Activity Reasoning with Computational Logic and Deep Learning
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The Complex Event Recognition Group
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Uncertainty-Aware Event Analytics over Distributed Settings
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Interval-based Queries over Lossy IoT Event Streams
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Dagstuhl Seminar on the Foundations of Composite Event Recognition
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A Formal Framework for Complex Event Recognition
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KRAKEN: Joint Optimization of Operator Placement and Communication for Distributed Stream Processing
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GARSAaaS: group activity recognition and situation analysis as a service
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Multiple Regular Expression Pattern Monitoring over Probabilistic Event Streams
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Movement Analytics: Current Status, Application to Manufacturing, and Future Prospects from an AI Perspective
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Fuzzy MLNs and QSTAGs for Activity Recognition and Modelling with RUSH
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WOLED: A tool for Online Learning Weighted Answer Set Rules for Temporal Reasoning Under Uncertainty
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Online Probabilistic Interval-Based Event Calculus
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Complex Event Processing under Uncertainty in RDF Stream Processing
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Event Prediction Using Spatial–Temporal Data for a Predictive Traffic Accident Approach Through Categorical Logic
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Dempster–Shafer Theory for Modeling and Treating Uncertainty in IoT Applications Based on Complex Event Processing
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Event Data Quality: A Survey
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Complex Event Forecasting with Prediction Suffix Trees: Extended Technical Report
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CORE: a Complex Event Recognition Engine
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Moving Objects Analytics: Survey on Future Location & Trajectory Prediction Methods.
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Behavior recognition on noisy data-streams constrained by complex prior knowledge
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