Information Systems

Article	Citations
A review of topic modeling methods	316
The convergence and interplay of edge, fog, and cloud in the AI-driven Internet of Things (IoT)	129
Blockchain and e-government innovation: Automation of public information processes	85
Fast and eager k-medoids clustering: 79
Sports analytics — Evaluation of basketball players and team performance	77
Topic modeling algorithms and applications: A survey	70
Applying Reinforcement Learning towards automating energy efficient virtual machine consolidation in cloud data centers	60
The FORA Fog Computing Platform for Industrial IoT	51
Multi-label Arabic text classification in Online Social Networks	50
Stochastic process mining: Earth movers’ stochastic conformance	45
Detection of spam reviews through a hierarchical attention architecture with N-gram CNN and Bi-LSTM	39
Novel predictive model to improve the accuracy of collaborative filtering recommender systems	39
BINet: Multi-perspective business process anomaly classification	39
Multi-label legal document classification: A deep learning-based approach with label-attention and domain-specific pre-training	35
Three-dimensional Entity Resolution with JedAI	34
BPMN in healthcare: Challenges and best practices	33
Processing tweets for cybersecurity threat awareness	32
On the appropriateness of Platt scaling in classifier calibration	31
A Data Science approach analysing the Impact of Injuries on Basketball Player and Team Performance	31
A unified metamodel for NoSQL and relational databases	31
Controlled flexibility in blockchain-based collaborative business processes	30
Electronic health records based reinforcement learning for treatment optimizing	30
CryptDICE: Distributed data protection system for secure cloud data storage and computation	29
Bot2Vec: A general approach of intra-community oriented representation learning for bot detection in different types of social networks	29
Legal Information Retrieval systems: State-of-the-art and open issues	29

A survey on graph-based methods for similarity searches in metric spaces	29
A knowledge-intensive adaptive business process management framework	29
Data quality challenges in large-scale cyber-physical systems: A systematic review	27
Semi-supervised and un-supervised clustering: A review and experimental evaluation	25
Optimizing Semantic Deep Forest for tweet topic classification	25
Conformance checking over uncertain event data	23
Points of Interest recommendations: Methods, evaluation, and future directions	21
Hate speech detection is not as easy as you may think: A closer look at model validation (extended version)	21
Petri net-based object-centric processes with read-only data	21
Enabling runtime flexibility in data-centric and data-driven process execution engines	21
Decentralized data access control over consortium blockchains	21
Using agile methodologies for adopting COBIT	20
Explainable concept drift in process mining	20
Detection of batch activities from event logs	20
Automatic ensemble feature selection using fast non-dominated sorting	20
BETULA: Fast clustering of large data with improved BIRCH CF-Trees	20
Defining blockchain governance principles: A comprehensive framework	19
Graph integration of structured, semistructured and unstructured data for data journalism	19
A real-time deep-learning approach for filtering Arabic low-quality content and accounts on Twitter	18
Vadalog: A modern architecture for automated reasoning with large knowledge graphs	18
Eras: Improving the quality control in the annotation process for Natural Language Processing tasks	18
Quantifying chatbots’ ability to learn business processes	18
Conformance checking of mixed-paradigm process models	17
A study into the contingencies of process improvement methods	17
Blockchain-based Privacy-Preserving Record Linkage: enhancing data privacy in an untrusted environment	16
Knowledge-guided unsupervised rhetorical parsing for text summarization	16
Cause vs. effect in context-sensitive prediction of business process instances	16
Caught in a networked collusion? Homogeneity in conspiracy-related discussion networks on YouTube	15
Mining association rules from COVID-19 related twitter data to discover word patterns, topics and inferences	15
Characterizing client usage patterns and service demand for car-sharing systems	15
Bilateral knowledge graph enhanced online course recommendation	15
Towards defining data interpretability in open data portals: Challenges and research opportunities	15
Continuous outlier mining of streaming data in flink	15
Privacy-preserving location data stream clustering on mobile edge computing and cloud	15
Deep reinforcement learning based ensemble model for rumor tracking	15
An adaptive Laplacian weight random forest imputation for imbalance and mixed-type data	15
Service contract modeling in Enterprise Architecture: An ontology-based approach	15
Exploiting semantic relationships for unsupervised expansion of sentiment lexicons	15
Data variety, come as you are in multi-model data warehouses	14
The GDPR enforcement fines at glance	14
OILog: An online incremental log keyword extraction approach based on MDP-LSTM neural network	14
Rating prediction based on combination of review mining and user preference analysis	14
Comparison of machine learning classifiers: A case study of temperature alarms in a pharmaceutical supply chain	14
Multi-objective optimization with recommender systems: A systematic review	14
Learned Metric Index — Proposition of learned indexing for unstructured data	14
Aligning social concerns with information system security: A fundamental ontology for social engineering	13
Formalising and animating multiple instances in BPMN collaborations	13
Towards holistic Entity Linking: Survey and directions	13
Hierarchical clustering that takes advantage of both density-peak and density-connectivity	12
Natural language-based detection of semantic execution anomalies in event logs	12

Towards retrieval-based conversational recommendation	12
Exploring computation offloading in IoT systems	12
Business process and rule integration approaches—An empirical analysis of model understanding	11
Exploiting co-occurrence networks for classification of implicit inter-relationships in legal texts	11
A quantitative approach for the comparison of additive local explanation methods	11
A review on missing values for main challenges and methods	11
A large reproducible benchmark of ontology-based methods and word embeddings for word similarity	11
Scalable alignment of process models and event logs: An approach based on automata and S-components	11
DMAKit: A user-friendly web platform for bringing state-of-the-art data analysis techniques to non-specific users	11
Orientation and conformance: A HMM-based approach to online conformance checking	11
Comprehending 3D and 4D ontology-driven conceptual models: An empirical study	11
Lynx: A knowledge-based AI service platform for content processing, enrichment and analysis for the legal domain	11
A knowledge-centered framework for exploration and retrieval of legal documents	10
On the composition of the long tail of business processes: Implications from a process mining study	10
A data preparation framework for cleaning electronic health records and assessing cleaning outcomes for secondary analysis	10
Sampling and approximation techniques for efficient process conformance checking	10
Formal foundations for responsible application integration	10
Predicting information diffusion via deep temporal convolutional networks	10
Information systems engineering with Digital Shadows: Concept and use cases in the Internet of Production	10
Centrality measures in fuzzy social networks	10
Probabilistic declarative process mining	10
Aligning observed and modelled behaviour by maximizing synchronous moves and using milestones	9
Scenario-based process querying for compliance, reuse, and standardization	9
Keyword aware influential community search in large attributed graphs	9
Privacy-aware data cleaning-as-a-service	9
HCDC: A novel hierarchical clustering algorithm based on density-distance cores for data sets with varying density	9
SQUIRREL: A framework for sequential group recommendations through reinforcement learning	9
Secure multi-dimensional data retrieval with access control and range query in the cloud	9
Event-case correlation for process mining using probabilistic optimization	9
Process model abstraction for rapid comprehension of complex business processes	9
In-situ visual exploration over big raw data	9
A First-Order Logic verification framework for communication-parametric and time-aware BPMN collaborations	9
Relevance- and interface-driven clustering for visual information retrieval	9
Speed prediction in large and dynamic traffic sensor networks	8
Keeping our rivers clean: Information-theoretic online anomaly detection for streaming business process events	8
RCELF: A residual-based approach for Influence Maximization Problem	8
Topical affinity in short text microblogs	8
Significant stochastic dependencies in process models	8
Detecting inorganic financial campaigns on Twitter	8
Cell separation algorithm with enhanced search behaviour in miRNA feature selection for cancer diagnosis	8
Discovering data transfer routines from user interaction logs	8
Process Mining meets argumentation: Explainable interpretations of low-level event logs via abstract argumentation	8
Cloud-Fog Assisted Energy Efficient Architectural Paradigm for Disaster Evacuation	8
Rank/select queries over mutable bitmaps	8
Exploring data structure alternatives in the RDB to NoSQL document store conversion process	8
Graph-based managing and mining of processes and data in the domain of intellectual property	7
Unleashing the power of querying streaming data in a temporal database world: A relational algebra approach	7
Anti-alignments—Measuring the precision of process models and event logs	7
Big data analytics deep learning techniques and applications: A survey	7
A hinge-loss based codebook transfer for cross-domain recommendation with non-overlapping data	7
COOL: A framework for conversational OLAP	7
Data-aware conformance checking with SMT	7
Adaptive personalized recommender system using learning automata and items clustering	7
Community detection over feature-rich information networks: An eHealth case study	7
Entropic relevance: A mechanism for measuring stochastic process models discovered from event data	7
Handling information loss of graph convolutional networks in collaborative filtering	7
Empowering conformance checking using Big Data through horizontal decomposition	7
The role of local dimensionality measures in benchmarking nearest neighbor search	7
Exploiting label semantics for rule-based activity recommendation in business process modeling	7
Conformance checking of partially matching processes: An entropy-based approach	6
Process mining meets model learning: Discovering deterministic finite state automata from event logs for business process analysis	6
Efficient top-k recently-frequent term querying over spatio-temporal textual streams	6
Mining and searching app reviews for requirements engineering: Evaluation and replication studies	6
Enabling semantics-aware process mining through the automatic annotation of event logs	6
Predictive compliance monitoring in process-aware information systems: State of the art, functionalities, research directions	6
EQUALITY: Quality-aware intensive analytics on the edge	6
Requirements Engineering for Cyber Physical Production Systems: The e-CORE approach and its application	6
BR4DQ: A methodology for grouping business rules for data quality evaluation	6
Model-based trace variant analysis of event logs	6
A critique and attack on “Blockchain-based privacy-preserving record linkage”	6
Cost-aware process modeling in multiclouds	6
A split–merge clustering algorithm based on the k-nearest neighbor graph	6
StyleBERT: Text-audio sentiment analysis with Bi-directional Style Enhancement	6
Practical and comprehensive formalisms for modelling contemporary graph query languages	6
Is text preprocessing still worth the time? A comparative survey on the influence of popular preprocessing methods on Transformers and traditional classifiers	6
Measuring the interestingness of temporal logic behavioral specifications in process mining	6
Sequence recommendations for groups: A dynamic approach to balance preferences	6
Data pre-processing pipeline generation for AutoETL	6
LILLIE: Information extraction and database integration using linguistics and learning-based algorithms	6
A comparative study on the energy consumption of Progressive Web Apps	5

Prototyping a business process improvement plan. An evidence-based approach	5
Every apprentice needs a master: Feedback-based effectiveness improvements for process model matching	5
From action to response to effect: Mining statistical relations in work processes	5
Relational schema optimization for RDF-based knowledge graphs	5
BPMN 2.0 OR-Join Semantics: Global and local characterisation	5
Exploring data using patterns: A survey	5
Heterogeneous graph neural networks for fraud detection and explanation in supply chain finance	5
Online correlation for unlabeled process events: A flexible CEP-based approach	5
Supervised learning of process discovery techniques using graph neural networks	5
Exploiting GPUs for fast intersection of large sets	5
Verifying compliance in process choreographies: Foundations, algorithms, and implementation	5
Process discovery with context-aware process trees	5
Real-world K-Anonymity applications: The KGen approach and its evaluation in fraudulent transactions	5
DIA: User-defined interval analytics on distributed streams	5
XChange: A semantic diff approach for XML documents	5
Keyword search over schema-less RDF datasets by SPARQL query compilation	5
A reproducible POI recommendation framework: Works mapping and benchmark evaluation	5
AI-based decision support system for public procurement	5
Ripple: An approach to locate k nearest neighbours for location-based services	5
Scalable generalized median graph estimation and its manifold use in bioinformatics, clustering, classification, and indexing	5
Fast, scalable and geo-distributed PCA for big data analytics	5
Stochastic-aware precision and recall measures for conformance checking in process mining	5
Prescriptive process monitoring based on causal effect estimation	5
Semantics-aware mechanisms for control-flow anonymization in process mining	4
GoFast: Graph-based optimization for efficient and scalable query evaluation	4
An inter-modal attention-based deep learning framework using unified modality for multimodal fake news, hate speech and offensive language detection	4
Efficient subspace search in data streams	4
How meaningful are similarities in deep trajectory representations?	4
A visual-semantic approach for building content-based recommender systems	4
Generalized Ethereum Blockchain-based recommender system framework	4
Beyond arrows in process models: A user study on activity dependences and their rationales	4
A survey on the use of blockchains to achieve supply chain security	4
Lattice-based progressive author disambiguation	4
Learning business process simulation models: A Hybrid process mining and deep learning approach	4
A survey of approaches for event sequence analysis and visualization	4
Computation of alignments of business processes through relaxation labeling and local optimal search	4
Credit distribution in relational scientific databases	4
Towards interactive event log forensics: Detecting and quantifying timestamp imperfections	4
Reproducible experiments on Three-Dimensional Entity Resolution with JedAI	4
Transactions across serverless functions leveraging stateful dataflows	4
ClayRS: An end-to-end framework for reproducible knowledge-aware recommender systems	4
Adaptive client and communication optimizations in Federated Learning	4
Conformance Checking in Process Mining	4
Natural language querying of process execution data	4
Re-ranking via local embeddings: A use case with permutation-based indexing and the nSimplex projection	4
A detection method for hybrid attacks in recommender systems	4
Assessing and improving measurability of process performance indicators based on quality of logs	4
A statistical method for predicting quantitative variables in association rule mining	3
Adaptive social recommendation combined with the multi-domain influence	3
Fast and accurate quantitative business process analysis using feature complete queueing models	3
A Value Co-Creation Perspective on Data Labeling in Hybrid Intelligence Systems: A Design Study	3
Adaptive search query generation and refinement in systematic literature review	3
Scalable and data-aware SQL query recommendations	3
Exploring modified areas for updating influential nodes	3
Preference-based and local post-hoc explanations for recommender systems	3
Best practices of testing database manipulation code	3
SchemaDecrypt++: Parallel on-line Versioned Schema Inference for Large Semantic Web Data sources	3
Weighted top-k dominating queries on highly incomplete data	3
Reuse-centric k-means configuration	3
Efficient query evaluation techniques over large amount of distributed linked data	3
A screenshot-based task mining framework for disclosing the drivers behind variable human actions	3
Feature-oriented engineering of declarative artifact-centric process models	3
Schema mapping generation in the wild	3
Query by documents on top of a search interface	3
Process-related user interaction logs: State of the art, reference model, and object-centric implementation	3
Medoid Silhouette clustering with automatic cluster number selection	3
Assured automatic dynamic reconfiguration of business processes	3
Transparent assessment of information quality of online reviews using formal argumentation theory	3
Towards the efficient discovery of meaningful functional dependencies	3
An improved context-aware weighted matrix factorization algorithm for point of interest recommendation in LBSN	3
Kernel-based clustering via Isolation Distributional Kernel	3
ABID: Angle Based Intrinsic Dimensionality — Theory and analysis	3
Skyline recomputation in Big Data	3
SJSON: A succinct representation for JSON documents	3
Novel diversified echo state network for improved accuracy and explainability of EEG-based stroke prediction	3
ECHR-OD: On building an integrated open repository of legal documents for machine learning applications	3