#ppm

68 notes.

• A Deep Learning Approach for Predicting Process Behaviour at RuntimeBPM/wiki/sources/2017-evermann-deep-learning-runtime
• A General Framework for Predictive Business Process MonitoringBPM/wiki/sources/2016-verenich-general-framework-ppm
• A Markov Prediction Model for Data-Driven Semi-Structured Business ProcessesBPM/wiki/sources/2013-lakshmanan-markov-semi-structured
• Alessandro PadellaBPM/wiki/entities/alessandro-padella
• An Eye into the Future: Leveraging A-priori Knowledge in Predictive Business Process MonitoringBPM/wiki/sources/2017-difrancescomarino-a-priori-ppm
• Andreas MetzgerBPM/wiki/entities/andreas-metzger
• Arik SenderovichBPM/wiki/entities/arik-senderovich
• Attention Mechanism in Predictive Business Process MonitoringBPM/wiki/sources/2020-jalayer-attention-ppm
• Business Process Remaining Time Prediction Using Explainable Reachability Graph from Gated RNNsBPM/wiki/sources/2023-cao-gated-rnn-explainable
• Business Process SimulationBPM/wiki/concepts/business-process-simulation
• Chiara Di FrancescomarinoBPM/wiki/entities/chiara-di-francescomarino
• Chiara GhidiniBPM/wiki/entities/chiara-ghidini
• Clustering-Based Predictive Process MonitoringBPM/wiki/sources/difrancescomarino-clustering-based-ppm
• Comparing and Combining Predictive Business Process Monitoring TechniquesBPM/wiki/sources/2015-metzger-comparing-combining-ppm
• Completion Time and Next Activity Prediction of Processes Using Sequential Pattern MiningBPM/wiki/sources/2014-ceci-sequential-pattern-mining-ppm
• Complex Symbolic Sequence Encodings for Predictive Monitoring of Business ProcessesBPM/wiki/sources/2015-leontjeva-complex-symbolic-encodings
• Concept DriftBPM/wiki/concepts/concept-drift
• Cycle Time Prediction: When Will This Case Finally Be Finished?BPM/wiki/sources/2008-vandongen-cycle-time-prediction
• Data-Aware Remaining Time Prediction of Business Process InstancesBPM/wiki/sources/2014-polato-data-aware-remaining-time
• Deep Learning for Predictive Business Process Monitoring: Review and BenchmarkBPM/wiki/sources/2020-rama-maneiro-deep-learning-ppm-review
• Deep Learning Process Prediction with Discrete and Continuous Data FeaturesBPM/wiki/sources/2018-schoenig-deep-learning-discrete-continuous
• Essays on Predictive and Prescriptive Process Monitoring (PhD Thesis)BPM/wiki/sources/2023-riess-phd-thesis-ppm
• Event-based Failure Prediction in Distributed Business ProcessesBPM/wiki/sources/2018-borkowski-event-based-failure-prediction
• Exploiting Event Log Event Attributes in RNN Based PredictionBPM/wiki/sources/2019-hinkka-exploiting-event-attributes-rnn
• Exploring LLM Features in Predictive Process Monitoring for Small-Scale Event-LogsBPM/wiki/sources/2026-padella-llm-features-ppm
• Fabrizio Maria MaggiBPM/wiki/entities/fabrizio-maggi
• Geetika T. LakshmananBPM/wiki/entities/geetika-lakshmanan
• Genetic Algorithms for Hyperparameter Optimization in Predictive Business Process MonitoringBPM/wiki/sources/2018-difrancescomarino-genetic-hpo-ppm
• Handling Concept Drift for Predictions in Business Process MiningBPM/wiki/sources/2020-baier-handling-concept-drift-bpm
• Ilya VerenichBPM/wiki/entities/ilya-verenich
• Inter-Case Features in PPMBPM/wiki/concepts/inter-case-ppm
• Intervention Policy (PrPM)BPM/wiki/concepts/intervention-policy
• Intra and Inter-case Features in Predictive Process Monitoring: A Tale of Two DimensionsBPM/wiki/sources/2017-senderovich-intra-inter-case
• Irene TeinemaaBPM/wiki/entities/irene-teinemaa
• Jana-Rebecca RehseBPM/wiki/entities/jana-rebecca-rehse
• Joerg EvermannBPM/wiki/entities/joerg-evermann
• Leveraging Path Information to Generate Predictions for Parallel Business ProcessesBPM/wiki/sources/2016-unuvar-path-information-parallel
• LLM-based Predictive Process Monitoring (LLM-PPM)BPM/wiki/concepts/llm-based-ppm
• LSTM / RNN for PPMBPM/wiki/concepts/lstm-ppm
• LSTM Networks for Data-Aware Remaining Time Prediction of Business Process InstancesBPM/wiki/sources/2017-navarin-lstm-data-aware-remaining-time
• Massimiliano de LeoniBPM/wiki/entities/massimiliano-de-leoni
• Merve UnuvarBPM/wiki/entities/merve-unuvar
• Mike RiessBPM/wiki/entities/mike-riess
• MTLFormer: Multi-Task Learning Guided Transformer Network for Business Process PredictionBPM/wiki/sources/2023-wang-mtlformer-multitask-transformer
• Next-Activity PredictionBPM/wiki/concepts/next-activity-prediction
• Niek TaxBPM/wiki/entities/niek-tax
• NMBU — Norwegian University of Life SciencesBPM/wiki/entities/nmbu
• Outcome (Goal) PredictionBPM/wiki/concepts/outcome-prediction
• Predicting Process Behavior in WoManBPM/wiki/sources/2016-ferilli-woman-process-prediction
• Predictive Business Process Monitoring with LSTM Neural NetworksBPM/wiki/sources/2017-tax-lstm-process-prediction
• Predictive Business Process Monitoring with Structured and Unstructured DataBPM/wiki/sources/2016-teinemaa-structured-unstructured-ppm
• Predictive Process Monitoring (PPM)BPM/wiki/concepts/predictive-process-monitoring
• Predictive Process Monitoring in ApromoreBPM/wiki/sources/2018-verenich-apromore-ppm
• Prescriptive Process Monitoring (PrPM)BPM/wiki/concepts/prescriptive-process-monitoring
• Prescriptive process monitoring: Quo vadis?BPM/wiki/sources/2022-kubrak-prescriptive-ppm-slr
• ProcessTransformer: Predictive Business Process Monitoring with Transformer NetworkBPM/wiki/sources/2021-bukhsh-processtransformer
• Remaining Cycle Time Prediction with Graph Neural Networks for Predictive Process MonitoringBPM/wiki/sources/2023-duong-gnn-remaining-cycle-time
• Remaining Cycle Time Prediction: Temporal Loss Functions and Prediction ConsistencyBPM/wiki/sources/2023-riess-temporal-loss-remaining-cycle-time
• Remaining Time PredictionBPM/wiki/concepts/remaining-time-prediction
• Riess Research Arc — Evaluation Rigour as Research ProgrammeBPM/wiki/syntheses/riess-research-arc
• Study sketch — Temporal consistency of LLM-agent runtime recommendationsBPM/wiki/syntheses/study-sketch-temporal-consistency-agents
• Survey and Cross-benchmark Comparison of Remaining Time Prediction Methods in Business Process MonitoringBPM/wiki/sources/2019-verenich-survey-ppm
• SynBPS: A Parametric Simulation Framework for the Generation of Event-Log DataBPM/wiki/sources/2024-riess-synbps-simulation-framework
• Synthesis: Concept Drift in Process Mining and PPMBPM/wiki/syntheses/concept-drift-in-pm
• Synthesis: The PPM Landscape (2008–2026)BPM/wiki/syntheses/ppm-landscape
• Trace EncodingBPM/wiki/concepts/trace-encoding
• Transformer / Attention for PPMBPM/wiki/concepts/transformer-ppm
• White-Box Prediction of Process Performance Indicators via Flow AnalysisBPM/wiki/sources/2017-verenich-white-box-flow-analysis