OOIR: Observatory of International Research

Papers

(The TQCC of Intelligent Data Analysis is 2. 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 2021-08-01 to 2025-08-01.)

Article	Citations
Learning traffic as videos: A spatio-temporal VAE approach to periodic traffic raster data imputation	15
Ordination-based verification of feature selection in pattern evolution research	14
Editorial	12
Effectiveness of ELMo embeddings, and semantic models in predicting review helpfulness	11
Robust partial face recognition using multi-label attributes	10
Exploiting the implicit independence assumption for learning directed graphical models	10
Tree based Ensemble for Enhanced Prediction (TEEP) of epileptic seizures	9
An improved YOLOv3 model for detecting location information of ovarian cancer from CT images	9
Trajectory personalization privacy preservation method based on multi-sensitivity attribute generalization and local suppression	9
Intelligent data integration from heterogeneous relational databases containing incomplete and uncertain information	8
Secured finance handling for supply chain integrated business intelligence using blockchain application scenarios	7
Knowledge graph embedding in a uniform space	7
SARW: Similarity-Aware Random Walk for GCN	7
I2R: Intra and inter-modal representation learning for code search	7
Conversational recommender based on graph sparsification and multi-hop attention	7
HDAF: A novel activation function for image classification	7
cd-MBRec: Enhancing multi-behavior recommendation by explicitly modeling commonality and diversity	7
Deep learning-based badminton action recognition and quality assessment	7
Filter pruning via feature map clustering	7
Forecast combination with multivariate grey prediction for tourism demand forecasting	6
Unsupervised multi-source domain adaptation for person re-identification via sample weighting	6
Inferring student social link from spatiotemporal behavior data via entropy-based analyzing model	6
A domain density peak clustering algorithm based on natural neighbor	6
Construction of motion phase classification algorithm using ankle joint physical signals	6
An integrative framework for brain tumor segmentation and classification using neuraclassnet	6

Resformer: Combine quadratic linear transformation with efficient sparse Transformer for long-term series forecasting	5
Trajectory outlier detection method based on group division	5
Cross-modality semantic guidance for multi-label image classification	5
Editorial	5
Diagnosis of liver disease by computer- assisted imaging techniques: A literature review	5
CMCEE: A joint learning framework for cascade decoding with multi-feature fusion and conditional enhancement for overlapping event extraction	5
Parallel double-layer prediction model construction and empirical analysis for enterprise credit assessment	5
Stock market network based on bi-dimensional histogram and autoencoder	5
Mining spatial high-average utility co-location patterns from spatial data sets	5
Prediction and analysis of chronic epilepsy using electroencephalographic signals on medical internet of things platform	5
Synthetic dataset generator for anomaly detection in a university environment	4
Multi-granularity user interest modeling and interest drift detection	4
Data-driven predictive maintenance framework for railway systems	4
A lightweight vision transformer with symmetric modules for vision tasks	4
Positive public opinion guidance model based on dual learning in social network	4
Improving discretization based pattern discovery for multivariate time series by additional preprocessing	4
Explaining rifle shooting factors through multi-sensor body tracking1	4
LaplaceConfidence: A graph-based approach for learning with noisy labels	4
Style augmentation domain-universality transferable targeted attack	4
An adaptive active learning algorithm with informativeness and representativeness	4
A grouping feature selection method based on feature interaction	4
Text classification method based on dependency parsing and hybrid neural network	4
A two-stage clustering-based cold-start method for active learning	4
Mining skyline frequent-utility patterns from big data environment based on MapReduce framework	4
Sample-Dependent Subspace Clustering with Elastic Structure Consistency Constraints	4
Analyzing mixed-type data by using word embedding for handling categorical features	4
Pure large kernel convolutional neural network transformer for medical image registration	4
Multiple Distilling-based spatial-temporal attention networks for unsupervised human action recognition	4
Multiple-local feature and attention fused person re-identification method	4
Editorial	3
GOW-Stream: A novel approach of graph-of-words based mixture model for semantic-enhanced text stream clustering	3
Ep-Satty-MCDM based business decision-making model using behaviour and review data	3
Unifying attentive sparse autoencoder with neural collaborative filtering for recommendation	3
Machine learning based software effort estimation using development-centric features for crowdsourcing platform	3
Prediction Level Fusion of Vision Transformers (PF-ViTs) based Network for the Detection of Autism Spectrum Disorder using sMRI	3
A review on learning based image reflection removal algorithms	3
A hybrid classification method via keywords screening and attention mechanisms in extreme short text	3
Deep learning models for predicting the position of the head on an X-ray image for Cephalometric analysis	3
Erratum	3
Three-stage multi-modal multi-objective differential evolution algorithm for vehicle routing problem with time windows	3
Spatio-temporal patterns assisted deep learning model for PM _2.5 prediction (STEEP)	3
A noise-resilient online learning algorithm with ramp loss for ordinal regression	3
A novel dual-granularity lightweight transformer for vision tasks	3
ICL: In-loop continual learning framework for language model pre-training for E-commerce	3
Dynamic mutual information-based feature selection for multi-label learning	3
Editorial	3
Feature evolvable learning with image streams	3
An approach for unsupervised contextual anomaly detection and characterization	3
Multi-instance positive and unlabeled learning with bi-level embedding	3
A multi-label feature selection method based on an approximation of interaction information	3

Detecting a multigranularity event in an unequal interval time series based on self-adaptive segmenting	3
Modeling multi-attribute and implicit relationship factors with self-supervised learning for recommender systems	3
MFF-SC: A multi-feature fusion method for smart contract classification	3
Improving the accuracy of multiclass classification in machine learning: A case study in a cell signaling dataset	3
Exploiting scatter matrix on one-class support vector machine based on low variance direction	3
Self-training algorithm based on density peaks combining globally adaptive multi-local noise filter	3
Combining pattern-based CRFs and weighted context-free grammars	2
Emotional privacy-preserving of speech based on generative adversarial networks	2
Trust enhanced POI recommendation with collaborative learning	2
HFD: Hierarchical feature decoupling for SQL generation from text	2
ADAW: Age decay accuracy weighted ensemble method for drifting data stream mining	2
Parallel power load abnormalities detection using fast density peak clustering with a hybrid canopy-K-means algorithm	2
Lightweight unmanned aerial vehicle object detection algorithm based on improved YOLOv8	2
MeFiNet: Modeling multi-semantic convolution-based feature interactions for CTR prediction	2
Digital image processing for evaluating the impact of designated nanoparticles in biomedical applications	2
Learning bayesian multinets from labeled and unlabeled data for knowledge representation	2
Temporal spatial semantic fusion network for audio-visual zero-shot learning	2
A three-way decision method with changing decision attributes	2
Improving process discovery by filtering noises based on event dependency	2
WAGRank: A word ranking model based on word attention graph for keyphrase extraction	2
Stacked collaborative transformer network with contrastive learning for video moment localization	2
Detection of multi-size peach in orchard using RGB-D camera combined with an improved DEtection Transformer model	2
Using eigenvalues of distance matrices for outlier detection	2
Clustering-based improved adaptive synthetic minority oversampling technique for imbalanced data classification	2
IoT data visualizations for hospital insight in corporate finance utilizing machine learning algorithm	2
Efficient computation of target-oriented link criticalness centrality in uncertain graphs	2
Personalized trajectory privacy-preserving method based on sensitive attribute generalization and location perturbation	2
Modeling data with observers	2
Biogc: A novel framework for biological network classification via machine learning	2
MEGA: Predicting the best classifier combination using meta-learning and a genetic algorithm	2
FairAW – Additive weighting without discrimination	2
Editorial	2
Sentiment analysis: A machine learning utilisation for analyzing the sentiments of facebook and twitter posts	2
OFMT-net: Advancing micro-expression recognition through optical flow and multi-task network with self-attention	2
A multi-domain adaptive neural machine translation method based on domain data balancer	2
Two stages data mining analytics for food intentional and behavioral recommendations	2
An enhanced network for brain MR image denoising	2
A Responsible AI approach for designing resilient classifier to handle incomplete data	2
Neighborhood evidence-driven artificial bee colony algorithm with application for optimal operation of wet flue gas desulfurization system	2
Comparative observation of changes in natriuretic peptides before and after interventional therapy for congenital heart disease	2
A multi-layer multi-view stacking model for credit risk assessment	2
OpTunedSMOTE: A novel model for automated hyperparameter tuning of SMOTE in software defect prediction	2
Missing data imputation using correlation coefficient and min-max normalization weighting	2
The overlapping community discovery algorithm based on the local interaction model	2
A medical assistant decision-making method based on interval belief rule base with explainability	2
Shape classification based on solid angles by a support vector machine	2
Intrusion detection in SDN-IoT using robust GRU with attention mechanism and fuzzy weighting	2
Livernet based segmentation of lesions from computed tomography scan for liver tumor detection	2
Semi-supervised contrastive learning with decomposition-based data augmentation for time series classification	2
Heterogeneous information fusion based graph collaborative filtering recommendation	2
Online learning agents for cost-sensitive topical data acquisition from the web	2
A deep learning-based neural style transfer optimization approach	2