Information Systems

Article	Citations
A review of topic modeling methods	241
Community-diversified influence maximization in social networks	148
Improving malicious URLs detection via feature engineering: Linear and nonlinear space transformation methods	104
The convergence and interplay of edge, fog, and cloud in the AI-driven Internet of Things (IoT)	103
Understanding Service-Oriented Architecture (SOA): A systematic literature review and directions for further investigation	93
Recommender systems for smart cities	77
Blockchain and e-government innovation: Automation of public information processes	66
Fast and eager k-medoids clustering: 63
Sports analytics — Evaluation of basketball players and team performance	60
Applying Reinforcement Learning towards automating energy efficient virtual machine consolidation in cloud data centers	55
Design principles for the General Data Protection Regulation (GDPR): A formal concept analysis and its evaluation	55
The FORA Fog Computing Platform for Industrial IoT	47
Stochastic process mining: Earth movers’ stochastic conformance	42
Multi-label Arabic text classification in Online Social Networks	40
Topic modeling algorithms and applications: A survey	38
Novel predictive model to improve the accuracy of collaborative filtering recommender systems	37
Detection of spam reviews through a hierarchical attention architecture with N-gram CNN and Bi-LSTM	32
BINet: Multi-perspective business process anomaly classification	31
Multi-label legal document classification: A deep learning-based approach with label-attention and domain-specific pre-training	31
A unified metamodel for NoSQL and relational databases	29
A Data Science approach analysing the Impact of Injuries on Basketball Player and Team Performance	28
Controlled flexibility in blockchain-based collaborative business processes	28
Processing tweets for cybersecurity threat awareness	28
Three-dimensional Entity Resolution with JedAI	28
A knowledge-intensive adaptive business process management framework	28

On the appropriateness of Platt scaling in classifier calibration	26
CryptDICE: Distributed data protection system for secure cloud data storage and computation	26
Optimizing Semantic Deep Forest for tweet topic classification	25
Electronic health records based reinforcement learning for treatment optimizing	25
Bot2Vec: A general approach of intra-community oriented representation learning for bot detection in different types of social networks	24
Mining association rules for anomaly detection in dynamic process runtime behavior and explaining the root cause to users	23
Legal Information Retrieval systems: State-of-the-art and open issues	23
Data quality challenges in large-scale cyber-physical systems: A systematic review	23
Conformance checking over uncertain event data	22
BPMN in healthcare: Challenges and best practices	21
A survey on graph-based methods for similarity searches in metric spaces	21
Enabling runtime flexibility in data-centric and data-driven process execution engines	20
On the declarative paradigm in hybrid business process representations: A conceptual framework and a systematic literature study	20
Automatic ensemble feature selection using fast non-dominated sorting	19
Decentralized data access control over consortium blockchains	18
Vadalog: A modern architecture for automated reasoning with large knowledge graphs	18
Detection of batch activities from event logs	18
Defining blockchain governance principles: A comprehensive framework	17
Using agile methodologies for adopting COBIT	17
Hate speech detection is not as easy as you may think: A closer look at model validation (extended version)	17
Eras: Improving the quality control in the annotation process for Natural Language Processing tasks	17
Characterizing client usage patterns and service demand for car-sharing systems	16
Conformance checking of mixed-paradigm process models	16
Evaluation of factors contributing to the failure of information systems in public universities: The case of Iran	16
Points of Interest recommendations: Methods, evaluation, and future directions	15
Cause vs. effect in context-sensitive prediction of business process instances	15
A real-time deep-learning approach for filtering Arabic low-quality content and accounts on Twitter	15
Graph integration of structured, semistructured and unstructured data for data journalism	15
Detection and removal of infrequent behavior from event streams of business processes	15
BETULA: Fast clustering of large data with improved BIRCH CF-Trees	15
Two-stage optimization for machine learning workflow	14
Data variety, come as you are in multi-model data warehouses	14
A novel graph-based clustering method using noise cutting	14
Caught in a networked collusion? Homogeneity in conspiracy-related discussion networks on YouTube	14
Continuous outlier mining of streaming data in flink	14
Deep reinforcement learning based ensemble model for rumor tracking	14
An adaptive Laplacian weight random forest imputation for imbalance and mixed-type data	14
Comparison of machine learning classifiers: A case study of temperature alarms in a pharmaceutical supply chain	14
A study into the contingencies of process improvement methods	13
Learned Metric Index — Proposition of learned indexing for unstructured data	13
Service contract modeling in Enterprise Architecture: An ontology-based approach	13
Explainable concept drift in process mining	13
Blockchain-based Privacy-Preserving Record Linkage: enhancing data privacy in an untrusted environment	13
Knowledge-guided unsupervised rhetorical parsing for text summarization	13
Rating prediction based on combination of review mining and user preference analysis	13
OILog: An online incremental log keyword extraction approach based on MDP-LSTM neural network	12
Winter is here! A decade of cache-based side-channel attacks, detection & mitigation for RSA	12
Bilateral knowledge graph enhanced online course recommendation	11
Scalable alignment of process models and event logs: An approach based on automata and S-components	11
Exploring computation offloading in IoT systems	11

Quantifying chatbots’ ability to learn business processes	11
Hierarchical clustering that takes advantage of both density-peak and density-connectivity	11
Towards defining data interpretability in open data portals: Challenges and research opportunities	11
Mining association rules from COVID-19 related twitter data to discover word patterns, topics and inferences	11
Shared Ledger Accounting — Implementing the Economic Exchange pattern	11
The GDPR enforcement fines at glance	11
Formalising and animating multiple instances in BPMN collaborations	11
A large reproducible benchmark of ontology-based methods and word embeddings for word similarity	11
Petri net-based object-centric processes with read-only data	11
Privacy-preserving location data stream clustering on mobile edge computing and cloud	11
Aligning social concerns with information system security: A fundamental ontology for social engineering	11
Exploiting semantic relationships for unsupervised expansion of sentiment lexicons	11
Comprehending 3D and 4D ontology-driven conceptual models: An empirical study	10
Formal foundations for responsible application integration	10
A knowledge-centered framework for exploration and retrieval of legal documents	10
Orientation and conformance: A HMM-based approach to online conformance checking	10
Towards holistic Entity Linking: Survey and directions	10
Exploiting co-occurrence networks for classification of implicit inter-relationships in legal texts	10
Sampling and approximation techniques for efficient process conformance checking	10
Feedback driven improvement of data preparation pipelines	9
Relevance- and interface-driven clustering for visual information retrieval	9
Clustering biomedical and gene expression datasets with kernel density and unique neighborhood set based vein detection	9
Scenario-based process querying for compliance, reuse, and standardization	9
Privacy-aware data cleaning-as-a-service	9
Semi-supervised and un-supervised clustering: A review and experimental evaluation	9
Process model abstraction for rapid comprehension of complex business processes	8
Detecting inorganic financial campaigns on Twitter	8
Topical affinity in short text microblogs	8
DMAKit: A user-friendly web platform for bringing state-of-the-art data analysis techniques to non-specific users	8
In-situ visual exploration over big raw data	8
COOL: A framework for conversational OLAP	7
Predicting information diffusion via deep temporal convolutional networks	7
Adaptive personalized recommender system using learning automata and items clustering	7
RCELF: A residual-based approach for Influence Maximization Problem	7
Probabilistic declarative process mining	7
Aligning observed and modelled behaviour by maximizing synchronous moves and using milestones	7
Natural language-based detection of semantic execution anomalies in event logs	7
Graph-based managing and mining of processes and data in the domain of intellectual property	7
Empowering conformance checking using Big Data through horizontal decomposition	7
A fully spatial personalized differentially private mechanism to provide non-uniform privacy guarantees for spatial databases	7
Towards retrieval-based conversational recommendation	7
Business process and rule integration approaches—An empirical analysis of model understanding	7
On the composition of the long tail of business processes: Implications from a process mining study	7
Efficient processing of reverse nearest neighborhood queries in spatial databases	7
Lynx: A knowledge-based AI service platform for content processing, enrichment and analysis for the legal domain	7
Exploring data structure alternatives in the RDB to NoSQL document store conversion process	7
Process Mining meets argumentation: Explainable interpretations of low-level event logs via abstract argumentation	6
Information systems engineering with Digital Shadows: Concept and use cases in the Internet of Production	6
Efficient top-k recently-frequent term querying over spatio-temporal textual streams	6
Cloud-Fog Assisted Energy Efficient Architectural Paradigm for Disaster Evacuation	6
Rank/select queries over mutable bitmaps	6
Cost-aware process modeling in multiclouds	6
Centrality measures in fuzzy social networks	6
A split–merge clustering algorithm based on the k-nearest neighbor graph	6
Handling information loss of graph convolutional networks in collaborative filtering	6
Unleashing the power of querying streaming data in a temporal database world: A relational algebra approach	6
Keyword aware influential community search in large attributed graphs	6
Anti-alignments—Measuring the precision of process models and event logs	6
Event-case correlation for process mining using probabilistic optimization	6
A data preparation framework for cleaning electronic health records and assessing cleaning outcomes for secondary analysis	6
Discovering data transfer routines from user interaction logs	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
Speed prediction in large and dynamic traffic sensor networks	6
Keeping our rivers clean: Information-theoretic online anomaly detection for streaming business process events	6
A quantitative approach for the comparison of additive local explanation methods	6
Measuring the interestingness of temporal logic behavioral specifications in process mining	6
The role of local dimensionality measures in benchmarking nearest neighbor search	6
Data pre-processing pipeline generation for AutoETL	6
Community detection over feature-rich information networks: An eHealth case study	6
A reproducible POI recommendation framework: Works mapping and benchmark evaluation	5
Every apprentice needs a master: Feedback-based effectiveness improvements for process model matching	5
Ripple: An approach to locate k nearest neighbours for location-based services	5
Entropic relevance: A mechanism for measuring stochastic process models discovered from event data	5
Data-aware conformance checking with SMT	5
Process mining meets model learning: Discovering deterministic finite state automata from event logs for business process analysis	5
Cell separation algorithm with enhanced search behaviour in miRNA feature selection for cancer diagnosis	5
Prototyping a business process improvement plan. An evidence-based approach	5
Toward higher-level abstractions based on state machine for cloud resources elasticity	5
A hinge-loss based codebook transfer for cross-domain recommendation with non-overlapping data	5

LILLIE: Information extraction and database integration using linguistics and learning-based algorithms	5
Automatic latent street type discovery from web open data	5
Scalable generalized median graph estimation and its manifold use in bioinformatics, clustering, classification, and indexing	5
BR4DQ: A methodology for grouping business rules for data quality evaluation	5
BPMN 2.0 OR-Join Semantics: Global and local characterisation	5
A-BI+: A framework for Augmented Business Intelligence	5
Exploiting label semantics for rule-based activity recommendation in business process modeling	5
Online correlation for unlabeled process events: A flexible CEP-based approach	5
SQUIRREL: A framework for sequential group recommendations through reinforcement learning	5
HCDC: A novel hierarchical clustering algorithm based on density-distance cores for data sets with varying density	5
Practical and comprehensive formalisms for modelling contemporary graph query languages	5
A First-Order Logic verification framework for communication-parametric and time-aware BPMN collaborations	5
An Alternative View on Data Processing Pipelines from the DOLAP 2019 Perspective	5
XChange: A semantic diff approach for XML documents	5
Enabling semantics-aware process mining through the automatic annotation of event logs	5
Lattice-based progressive author disambiguation	4
Adaptive client and communication optimizations in Federated Learning	4
Predictive compliance monitoring in process-aware information systems: State of the art, functionalities, research directions	4
Keyword search over schema-less RDF datasets by SPARQL query compilation	4
Verifying compliance in process choreographies: Foundations, algorithms, and implementation	4
Re-ranking via local embeddings: A use case with permutation-based indexing and the nSimplex projection	4
Conformance checking of partially matching processes: An entropy-based approach	4
Secure multi-dimensional data retrieval with access control and range query in the cloud	4
Assessing and improving measurability of process performance indicators based on quality of logs	4
Model-based trace variant analysis of event logs	4
Big data analytics deep learning techniques and applications: A survey	4
Computation of alignments of business processes through relaxation labeling and local optimal search	4
Multi-objective optimization with recommender systems: A systematic review	4
Natural language querying of process execution data	4
StyleBERT: Text-audio sentiment analysis with Bi-directional Style Enhancement	4
Process discovery with context-aware process trees	4
Weighted top-k dominating queries on highly incomplete data	4
Fast, scalable and geo-distributed PCA for big data analytics	4
Stochastic-aware precision and recall measures for conformance checking in process mining	4
A critique and attack on “Blockchain-based privacy-preserving record linkage”	4
Efficient subspace search in data streams	4
Exploiting GPUs for fast intersection of large sets	4
From action to response to effect: Mining statistical relations in work processes	4
Beyond arrows in process models: A user study on activity dependences and their rationales	4
Significant stochastic dependencies in process models	4
Real-world K-Anonymity applications: The KGen approach and its evaluation in fraudulent transactions	4
ECHR-OD: On building an integrated open repository of legal documents for machine learning applications	3
Towards interactive event log forensics: Detecting and quantifying timestamp imperfections	3
Reuse-centric k-means configuration	3
GoFast: Graph-based optimization for efficient and scalable query evaluation	3
Sequence recommendations for groups: A dynamic approach to balance preferences	3
A comparative study on the energy consumption of Progressive Web Apps	3
Query by documents on top of a search interface	3
Discovering and merging related analytic datasets	3
Preference-based and local post-hoc explanations for recommender systems	3
SchemaDecrypt++: Parallel on-line Versioned Schema Inference for Large Semantic Web Data sources	3
Generalized Ethereum Blockchain-based recommender system framework	3
Transactions across serverless functions leveraging stateful dataflows	3
Fast and accurate quantitative business process analysis using feature complete queueing models	3
Feature-oriented engineering of declarative artifact-centric process models	3
Supervised learning of process discovery techniques using graph neural networks	3
Exploring modified areas for updating influential nodes	3
Cardinality constraints and functional dependencies in SQL: Taming data redundancy in logical database design	3
A detection method for hybrid attacks in recommender systems	3
Credit distribution in relational scientific databases	3
A survey on the use of blockchains to achieve supply chain security	3
Reproducible experiments on Three-Dimensional Entity Resolution with JedAI	3
DIA: User-defined interval analytics on distributed streams	3
Scalable and data-aware SQL query recommendations	3
ABID: Angle Based Intrinsic Dimensionality — Theory and analysis	3
SJSON: A succinct representation for JSON documents	3
Assured automatic dynamic reconfiguration of business processes	3