OOIR: Observatory of International Research

Papers

(The TQCC of Journal of Intelligent Information Systems is 6. 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 2021-04-01 to 2025-04-01.)

Article	Citations
Histograms as tools for mining actionable knowledge – principles and examples	44
Audio super-resolution via vision transformer	43
Data- & compute-efficient deviance mining via active learning and fast ensembles	42
The detection of mental health conditions by incorporating external knowledge	40
Community detection in weighted networks using probabilistic generative model	39
Sentimental and spatial analysis of COVID-19 vaccines tweets	39
Multi-stage music separation network with dual-branch attention and hybrid convolution	37
Detecting COVID-19 vaccine hesitancy in India: a multimodal transformer based approach	30
Session-based recommendation with temporal dynamics for large volunteer networks	29
BMDF-SR: bidirectional multi-sequence decoupling fusion method for sequential recommendation	26
Persuasive explanations for path reasoning recommendations	24
Stock market prediction with time series data and news headlines: a stacking ensemble approach	24
Incremental and accurate computation of machine learning models with smart data summarization	23
EST transformer: enhanced spatiotemporal representation learning for time series anomaly detection	23
Evolvable transformation of knowledge graphs into human-oriented formats	23
Leveraging neighborhood and path information for influential spreaders recognition in complex networks	21
Customer churn prediction for a webcast platform via a voting-based ensemble learning model with Nelder-Mead optimizer	20
A qualitative analysis of knowledge graphs in recommendation scenarios through semantics-aware autoencoders	20
Frequency roughness analysis in image processing and game design	19
Smart integration of sensors, computer vision and knowledge representation for intelligent monitoring and verbal human-computer interaction	18
Efficient approximate top-k mutual information based feature selection	18
GIAD-ST: Detecting anomalies in human monitoring based on generative inpainting via self-supervised multi-task learning	18
Using an auxiliary dataset to improve emotion estimation in users’ opinions	18
A quantum-like zero-shot approach for sentiment analysis in finance	17
User profiling and satisfaction inference in public information access services	16

Entity-aware answer sentence selection for question answering with transformer-based language models	15
Word embedding for mixed-emotions analysis	15
MhSa-GRU: combining user’s dynamic preferences and items’ correlation to augment sequence recommendation	15
News dissemination: a semantic approach to barrier classification	14
Learning autoencoder ensembles for detecting malware hidden communications in IoT ecosystems	14
Learning recommendations from educational event data in higher education	14
A semiautomatic method for obtaining a predictive deep learning model and a rule-based system for abdominal aortic aneurysms	14
Audio-based anomaly detection on edge devices via self-supervision and spectral analysis	14
A relational tsetlin machine with applications to natural language understanding	13
Explaining the impact of design choices on model quality in predictive process monitoring	13
Improving information retrieval through correspondence analysis instead of latent semantic analysis	13
Predicting temporary deal success with social media timing signals	12
MLLM4Rec : multimodal information enhancing LLM for sequential recommendation	11
A model for automated technological surveillance of web portals and social networks	11
A novel deep recommend model based on rating matrix and item attributes	11
Enhancing the fairness of offensive memes detection models by mitigating unintended political bias	10
Correction to: Deep learning based sentiment analysis of public perception of working from home through tweets	10
EqBal-RS: Mitigating popularity bias in recommender systems	10
GNNRec: gated graph neural network for session-based social recommendation model	10
MMusic: a hierarchical multi-information fusion method for deep music recommendation	9
DoWTS – Denial-of-Wallet Test Simulator: Synthetic data generation for preemptive defence	9
Depression detection from sMRI and rs-fMRI images using machine learning	9
Attention-based hybrid CNN-LSTM and spectral data augmentation for COVID-19 diagnosis from cough sound	8
Data-Centric AI	8
Deep learning approaches to lexical simplification: A survey	8
Machine learning approaches to predict the execution time of the meteorological simulation software COSMO	8
Forecasting inpatient admissions in district hospitals: a hybrid model approach	8
A case study comparing machine learning with statistical methods for time series forecasting: size matters	8
Multi-task learning and mutual information maximization with crossmodal transformer for multimodal sentiment analysis	8
Enhancing user experience: a content-based recommendation approach for addressing cold start in music recommendation	8
MLGAT: multi-layer graph attention networks for multimodal emotion recognition in conversations	8
Leveraging posts’ and authors’ metadata to spot several forms of abusive comments in Twitter	8
Graph attention networks with adaptive neighbor graph aggregation for cold-start recommendation	8
Effect of attention and triplet loss on chart classification: a study on noisy charts and confusing chart pairs	7
The role of transitive closure in evaluating blocking methods for dirty entity resolution	7
Design of fully homomorphic multikey encryption scheme for secured cloud access and storage environment	7
Towards a soft three-level voting model (Soft T-LVM) for fake news detection	7
Topic enhanced sentiment co-attention BERT	7
MYRTO: An efficient pervasive method for hybrid ML-based data filtered allocations	6
A transformer-based framework for predicting geomagnetic indices with uncertainty quantification	6
Temporal knowledge graph completion based on product space and contrastive learning of commonsense	6
How to deal with negative preferences in recommender systems: a theoretical framework	6
Top-N music recommendation framework for precision and novelty under diversity group size and similarity	6
Stock price nowcasting and forecasting with deep learning	6
Clustering of renewable energy assets to optimize resource allocation and operational strategies	6
Improving graph collaborative filtering with view explorer for social recommendation	6
Fake news detection based on statement conflict	6
Obtaining synthetic indications and sorting relevant structures from complex hierarchical clusters of multivariate data	6
MaMiPot: a paradigm shift for the classification of imbalanced data	6
Multi-view subspace text clustering	6

Intentional tendency-based dynamic heterogeneous graph network for emotion recognition in conversations	6
Prompted and integrated textual information enhancing aspect-based sentiment analysis	6
Analyzing and improving stability of matrix factorization for recommender systems	6