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 2021-05-01 to 2025-05-01.)

Article	Citations
cd-MBRec: Enhancing multi-behavior recommendation by explicitly modeling commonality and diversity	28
Learning traffic as videos: A spatio-temporal VAE approach to periodic traffic raster data imputation	14
Ordination-based verification of feature selection in pattern evolution research	14
Editorial	13
Effectiveness of ELMo embeddings, and semantic models in predicting review helpfulness	11
Exploiting the implicit independence assumption for learning directed graphical models	10
An improved YOLOv3 model for detecting location information of ovarian cancer from CT images	10
SARW: Similarity-Aware Random Walk for GCN	9
I2R: Intra and inter-modal representation learning for code search	8
Tree based Ensemble for Enhanced Prediction (TEEP) of epileptic seizures	8
Robust partial face recognition using multi-label attributes	8
Trajectory personalization privacy preservation method based on multi-sensitivity attribute generalization and local suppression	7
Conversational recommender based on graph sparsification and multi-hop attention	7
Secured finance handling for supply chain integrated business intelligence using blockchain application scenarios	7
Filter pruning via feature map clustering	7
Forecast combination with multivariate grey prediction for tourism demand forecasting	6
Inferring student social link from spatiotemporal behavior data via entropy-based analyzing model	6
Intelligent data integration from heterogeneous relational databases containing incomplete and uncertain information	6
Knowledge graph embedding in a uniform space	6
Resformer: Combine quadratic linear transformation with efficient sparse Transformer for long-term series forecasting	6
TextureMask: A merged architecture for low-resolution instance segmentation	5
A domain density peak clustering algorithm based on natural neighbor	5
Cross-modality semantic guidance for multi-label image classification	5
Unsupervised multi-source domain adaptation for person re-identification via sample weighting	5
An integrative framework for brain tumor segmentation and classification using neuraclassnet	5

Prediction and analysis of chronic epilepsy using electroencephalographic signals on medical internet of things platform	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
Manifold regularization ensemble clustering with many objectives using unsupervised extreme learning machines	4
Editorial	4
LaplaceConfidence: A graph-based approach for learning with noisy labels	4
Synthetic dataset generator for anomaly detection in a university environment	4
An adaptive active learning algorithm with informativeness and representativeness	4
Mining skyline frequent-utility patterns from big data environment based on MapReduce framework	4
Mining spatial high-average utility co-location patterns from spatial data sets	4
Trajectory outlier detection method based on group division	4
Data-driven predictive maintenance framework for railway systems	4
Analyzing mixed-type data by using word embedding for handling categorical features	4
Multiple-local feature and attention fused person re-identification method	4
Feature-based multi-criteria recommendation system using a weighted approach with ranking correlation	4
Stock market network based on bi-dimensional histogram and autoencoder	4
Diagnosis of liver disease by computer- assisted imaging techniques: A literature review	4
A lightweight vision transformer with symmetric modules for vision tasks	4
Multi-granularity user interest modeling and interest drift detection	4
Modeling multi-attribute and implicit relationship factors with self-supervised learning for recommender systems	3
Prediction Level Fusion of Vision Transformers (PF-ViTs) based Network for the Detection of Autism Spectrum Disorder using sMRI	3
Feature evolvable learning with image streams	3
Detecting a multigranularity event in an unequal interval time series based on self-adaptive segmenting	3
A hybrid classification method via keywords screening and attention mechanisms in extreme short text	3
A two-stage clustering-based cold-start method for active learning	3
A review on learning based image reflection removal algorithms	3
Positive public opinion guidance model based on dual learning in social network	3
Explaining rifle shooting factors through multi-sensor body tracking1	3
A novel dual-granularity lightweight transformer for vision tasks	3
Machine learning based software effort estimation using development-centric features for crowdsourcing platform	3
Spatio-temporal patterns assisted deep learning model for PM _2.5 prediction (STEEP)	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
Improving the accuracy of multiclass classification in machine learning: A case study in a cell signaling dataset	3
Multiple Distilling-based spatial-temporal attention networks for unsupervised human action recognition	3
MFF-SC: A multi-feature fusion method for smart contract classification	3
Exploiting scatter matrix on one-class support vector machine based on low variance direction	3
Pure large kernel convolutional neural network transformer for medical image registration	3
Multi-instance positive and unlabeled learning with bi-level embedding	3
Self-training algorithm based on density peaks combining globally adaptive multi-local noise filter	3
Dynamic mutual information-based feature selection for multi-label learning	3
A noise-resilient online learning algorithm with ramp loss for ordinal regression	3
ICL: In-loop continual learning framework for language model pre-training for E-commerce	3
Improving discretization based pattern discovery for multivariate time series by additional preprocessing	3
Editorial	3
A grouping feature selection method based on feature interaction	3
Text classification method based on dependency parsing and hybrid neural network	3
Detection of multi-size peach in orchard using RGB-D camera combined with an improved DEtection Transformer model	2
Improving process discovery by filtering noises based on event dependency	2
A Responsible AI approach for designing resilient classifier to handle incomplete data	2

The overlapping community discovery algorithm based on the local interaction model	2
An approach for unsupervised contextual anomaly detection and characterization	2
Modeling data with observers	2
Emotional privacy-preserving of speech based on generative adversarial networks	2
Handling incomplete data classification using imputed feature selected bagging (IFBag) method	2
Heterogeneous information fusion based graph collaborative filtering recommendation	2
GOW-Stream: A novel approach of graph-of-words based mixture model for semantic-enhanced text stream clustering	2
Lightweight unmanned aerial vehicle object detection algorithm based on improved YOLOv8	2
Learning bayesian multinets from labeled and unlabeled data for knowledge representation	2
Livernet based segmentation of lesions from computed tomography scan for liver tumor detection	2
HFD: Hierarchical feature decoupling for SQL generation from text	2
MeFiNet: Modeling multi-semantic convolution-based feature interactions for CTR prediction	2
An enhanced network for brain MR image denoising	2
A multi-domain adaptive neural machine translation method based on domain data balancer	2
Deep learning models for predicting the position of the head on an X-ray image for Cephalometric analysis	2
Editorial	2
Using eigenvalues of distance matrices for outlier detection	2
A multi-layer multi-view stacking model for credit risk assessment	2
A multi-label feature selection method based on an approximation of interaction information	2
Personalized trajectory privacy-preserving method based on sensitive attribute generalization and location perturbation	2
Editorial	2
Comparative observation of changes in natriuretic peptides before and after interventional therapy for congenital heart disease	2
Missing data imputation using correlation coefficient and min-max normalization weighting	2
A lightweight method of pose estimation for indoor object	2
A deep learning-based neural style transfer optimization approach	2
Stacked collaborative transformer network with contrastive learning for video moment localization	2
Combining pattern-based CRFs and weighted context-free grammars	2
FairAW – Additive weighting without discrimination	2
Three-stage multi-modal multi-objective differential evolution algorithm for vehicle routing problem with time windows	2
Online learning agents for cost-sensitive topical data acquisition from the web	2
Erratum	2
Parallel power load abnormalities detection using fast density peak clustering with a hybrid canopy-K-means algorithm	2
Clustering-based improved adaptive synthetic minority oversampling technique for imbalanced data classification	2
Efficient computation of target-oriented link criticalness centrality in uncertain graphs	2
Editorial	2
ADAW: Age decay accuracy weighted ensemble method for drifting data stream mining	2
Two stages data mining analytics for food intentional and behavioral recommendations	2
Sentiment analysis: A machine learning utilisation for analyzing the sentiments of facebook and twitter posts	2
Biogc: A novel framework for biological network classification via machine learning	2
Trust enhanced POI recommendation with collaborative learning	2
A three-way decision method with changing decision attributes	2