OOIR: Observatory of International Research

Papers

(The TQCC of Journal of Intelligent Information Systems is 7. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2022-05-01 to 2026-05-01.)

Article	Citations
A semiautomatic method for obtaining a predictive deep learning model and a rule-based system for abdominal aortic aneurysms	101
MhSa-GRU: combining user’s dynamic preferences and items’ correlation to augment sequence recommendation	74
FinSent-DistillQ: A distilled large language model with chain-of-thought fine-tuning for financial sentiment analysis	56
Persuasive explanations for path reasoning recommendations	55
News dissemination: a semantic approach to barrier classification	52
Correction to: Evaluating user story quality with LLMs: a comparative study	50
CMKF:Multimodal emotion recognition in conversations based on CoMamba and KAN-Fuse	49
On the performance of large language models on introductory programming assignments	47
Entity-aware answer sentence selection for question answering with transformer-based language models	39
Explaining the impact of design choices on model quality in predictive process monitoring	34
MYRTO: An efficient pervasive method for hybrid ML-based data filtered allocations	30
Deep learning approaches to lexical simplification: A survey	30
Leveraging neighborhood and path information for influential spreaders recognition in complex networks	30
Exploring rich structure information for aspect-based sentiment classification	29
TempRAA: temporal relation-aware alignment for enhancing LLMs reasoning in time-sensitive knowledge graph question answering	28
MF-EDNet: predicting stock market sector indices based on multi-feature fusion under emergency events	28
Framework for grouping local process models	27
TCM_DiffPR: knowledge graph diffusion model for personalized traditional Chinese medicine recommendation	27
Temporal knowledge graph completion based on product space and contrastive learning of commonsense	26
Generation method of suspense stories based on new-type inference	25
LLIMONIIE: Large Language Instructed Model for Open Named Italian Information Extraction	24
Clustering of renewable energy assets to optimize resource allocation and operational strategies	23
An image and text-based multimodal model for detecting fake news in OSN’s	21
A hybrid location-based recommender system for trip planning and mobility using geo-tagged media	21
Casting criminals: a framework for evaluating demographic bias in AI-generated narratives	20

Improving the clarity of questions in Community Question Answering networks	20
Bi-knowledge views recommendation based on user-oriented contrastive learning	20
A novel technique using graph neural networks and relevance scoring to improve the performance of knowledge graph-based question answering systems	19
Fine-tuning LLMs for answer set programming	19
Sentiment analysis of twitter data to detect and predict political leniency using natural language processing	19
The more "similar" the happier: Augmenting text using similarity scoring with neural embeddings for happiness classification	18
Multi-task learning for toxic comment classification and rationale extraction	18
Multi-class classification of COVID-19 documents using machine learning algorithms	17
3T-IEC*: a context-aware recommender system architecture for smart social networks (EBSN and SBSN)	17
FedGR: Cross-platform federated group recommendation system with hypergraph neural networks	16
Conversing with business process-aware large language models: the BPLLM framework	15
Research on telecom customer churn prediction based on ensemble learning	15
Multi-level language interaction transformer for multimodal sentiment analysis	15
Learning resource recommendation models based on learning behaviors and hierarchical structure graph	15
Transformer based multilingual joint learning framework for code-mixed and english sentiment analysis	15
Leveraging knowledge graphs and LLMs for content-based reviewer assignment	15
Leveraging large language models, graph neural networks, and explainable AI for revolutionizing the next-generation network intrusion detection systems	14
Group event recommendation based on a heterogeneous attribute graph considering long- and short- term preferences	14
RGDF: a structure-aware lightweight fusion for efficient and accurate knowledge graph completion	14
SESAME - self-supervised framework for extractive question answering over document collections	14
Integrating control-theoretic predictive deep learning for resource-efficient computing systems	14
Benchmarking state of the art website embedding methods for effective processing and analysis in the public sector	13
Leveraging distant supervision and deep learning for twitter sentiment and emotion classification	13
Unveiling Sustainable Agriculture: An Ensemble Approach for Precision Crop and Fertilizer Recommendation with Local Interpretable Model-Agnostic Explanations	13
Computing semantic similarity of texts by utilizing dependency graph	12
Machine learning methods for predicting the admissions and hospitalisations in the emergency department of a civil and military hospital	12
Dual-view embedding for hyper-relational knowledge graphs with hierarchical structure	12
Detecting bipolar disorder on social media by post grouping and interpretable deep learning	12
EST transformer: enhanced spatiotemporal representation learning for time series anomaly detection	12
Ensemble time series models for stock price prediction and portfolio optimization with sentiment analysis	12
An optimizer derived from Halpern’s method for enhanced neural network convergence and reduced carbon emissions	12
Context-aware chatbot for personal healthcare assistance using LLMs and LangChain	12
MFLP: Overlapping community detection by multi-level fast label propagation	11
Audio super-resolution via vision transformer	11
Evidence selection via multi-aspect query diversification for cross-document relation extraction	11
Physics-guided approach with transfer learning in vehicle lateral dynamics	10
GNNRec: gated graph neural network for session-based social recommendation model	10
Customer churn prediction for a webcast platform via a voting-based ensemble learning model with Nelder-Mead optimizer	10
BMDF-SR: bidirectional multi-sequence decoupling fusion method for sequential recommendation	10
Data- & compute-efficient deviance mining via active learning and fast ensembles	10
DoWTS – Denial-of-Wallet Test Simulator: Synthetic data generation for preemptive defence	10
A data-driven situation-aware framework for predictive analysis in smart environments	9
Word embedding for mixed-emotions analysis	9
MaMiPot: a paradigm shift for the classification of imbalanced data	9
TransEdge: a lightweight transformer-based anomaly detection framework for edge devices	9
KQFV: a knowledge-enhanced method using question answering for fact verification	9
Enhancing SQL generation through high-quality logical guidance	9
A resistance distance approach to community detection in complex networks with key node identification	9
Design of fully homomorphic multikey encryption scheme for secured cloud access and storage environment	8
Two-stage sequential recommendation for side information fusion and long-term and short-term preferences modeling	8

FactualRAG: a RAG-Powered framework for LLM fact-checking via IFCN-Accredited sources	8
Stock price nowcasting and forecasting with deep learning	8
Active learning for LLM-based recommender systems	8
Special issue on intelligent systems, ISMIS’24 selected papers	8
Improving graph collaborative filtering with view explorer for social recommendation	8
Graph attention networks with adaptive neighbor graph aggregation for cold-start recommendation	8
Tiramisù: making sense of multi-faceted process information through time and space	7
Distance-based change point detection for novelty detection in concept-agnostic continual anomaly detection	7
Redefining edge representations for enhanced information propagation on GNNs	7
Tensor decomposition based lightweight residual fusion for Multimodal sentiment understanding	7
Cross-distillation-based approach for detecting poisoning attacks in recommender systems	7
Frequency-aware experts with multi-stage fusion for multimodal sentiment analysis	7
SKT-SQL: multi-decoupling and skeleton prompt framework for text-to-SQL on small-scale LMs	7
Semantic-enhanced reasoning question answering over temporal knowledge graphs	7
A transformer-based framework for predicting geomagnetic indices with uncertainty quantification	7
Identifying influential nodes using semi local isolating centrality based on average shortest path	7
Model-based decision support for knowledge-intensive processes	7
Handling concept drifts with traditional process discovery algorithms	7
A contextual-bandit approach for multifaceted reciprocal recommendations in online dating	7