OOIR: Observatory of International Research

Papers

(The median citation count of Journal of Intelligent Information Systems 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 2020-04-01 to 2024-04-01.)

Article	Citations
Recommender systems in the healthcare domain: state-of-the-art and research issues	112
On data lake architectures and metadata management	90
Multimodal depression detection on instagram considering time interval of posts	42
A survey of Big Data dimensions vs Social Networks analysis	36
Sentiment word co-occurrence and knowledge pair feature extraction based LDA short text clustering algorithm	32
Community detection in complex networks using network embedding and gravitational search algorithm	31
Modeling information diffusion in online social networks using a modified forest-fire model	29
A novel scheme for employee churn problem using multi-attribute decision making approach and machine learning	26
A comprehensive Benchmark for fake news detection	25
RecogNet-LSTM+CNN: a hybrid network with attention mechanism for aspect categorization and sentiment classification	24
Clustering-Aided Multi-View Classification: A Case Study on Android Malware Detection	23
Financial markets sentiment analysis: developing a specialized Lexicon	22
Attention-based hybrid CNN-LSTM and spectral data augmentation for COVID-19 diagnosis from cough sound	21
Empirical study of sentiment analysis tools and techniques on societal topics	19
Knowledge graph summarization impacts on movie recommendations	18
Approaches and algorithms to mitigate cold start problems in recommender systems: a systematic literature review	17
BERT-LSTM model for sarcasm detection in code-mixed social media post	16
An overview of machine learning techniques in constraint solving	15
Towards psychology-aware preference construction in recommender systems: Overview and research issues	15
Depression detection from sMRI and rs-fMRI images using machine learning	14
An enhanced opinion retrieval approach via implicit feature identification	14
GNNRec: gated graph neural network for session-based social recommendation model	14
SDDM: an interpretable statistical concept drift detection method for data streams	12
Machine learning in industrial control system (ICS) security: current landscape, opportunities and challenges	12
TSCMF: Temporal and social collective matrix factorization model for recommender systems	12

Sequential group recommendations based on satisfaction and disagreement scores	11
Sentimental and spatial analysis of COVID-19 vaccines tweets	11
System for monitoring road slippery based on CCTV cameras and convolutional neural networks	11
Forecasting and explaining emergency department visits in a public hospital	11
Trajectory clustering method based on spatial-temporal properties for mobile social networks	11
Deep learning based sentiment analysis of public perception of working from home through tweets	11
Addressing the complexity of personalized, context-aware and health-aware food recommendations: an ensemble topic modelling based approach	10
A case study comparing machine learning with statistical methods for time series forecasting: size matters	10
How to raise artwork prices using action rules, personalization and artwork visual features	10
Healthcare predictive analytics for disease progression: a longitudinal data fusion approach	10
Exploring rich structure information for aspect-based sentiment classification	10
Multi-task learning for toxic comment classification and rationale extraction	10
A survey on data fusion: what for? in what form? what is next?	10
ETM: Enrichment by topic modeling for automated clinical sentence classification to detect patients’ disease history	10
Music emotion recognition using recurrent neural networks and pretrained models	10
Enhancing aspect and opinion terms semantic relation for aspect sentiment triplet extraction	9
SentiCode: A new paradigm for one-time training and global prediction in multilingual sentiment analysis	9
Fake news detection based on statement conflict	9
Applying MAPE-K control loops for adaptive workflow management in smart factories	9
CAESAR: context-aware explanation based on supervised attention for service recommendations	9
Prediction of customer’s perception in social networks by integrating sentiment analysis and machine learning	8
Exploiting stance hierarchies for cost-sensitive stance detection of Web documents	8
Two-stage sequential recommendation for side information fusion and long-term and short-term preferences modeling	8
A relational tsetlin machine with applications to natural language understanding	8
Leveraging siamese networks for one-shot intrusion detection model	8
A survey on intention analysis: successful approaches and open challenges	8
Using an auxiliary dataset to improve emotion estimation in users’ opinions	8
Path-based reasoning with K-nearest neighbor and position embedding for knowledge graph completion	8
A machine learning approach for performance-oriented decision support in service-oriented architectures	8
Forecasting emergency department admissions	8
Compacting frequent star patterns in RDF graphs	7
Hierarchical reinforcement learning for efficient and effective automated penetration testing of large networks	7
LDA-based term profiles for expert finding in a political setting	7
Aspect extraction and classification for sentiment analysis in drug reviews	6
Genre based hybrid filtering for movie recommendation engine	6
Selecting the most helpful answers in online health question answering communities	6
A sampling approach to Debiasing the offline evaluation of recommender systems	6
CGSPN : cascading gated self-attention and phrase-attention network for sentence modeling	6
User-controlled federated matrix factorization for recommender systems	6
An image and text-based multimodal model for detecting fake news in OSN’s	6
Incorporating communities’ structures in predictions of missing links	6
Enhanced density peak-based community detection algorithm	6
Distributed matrix factorization based on fast optimization for implicit feedback recommendation	6
Coarse-grained decomposition and fine-grained interaction for multi-hop question answering	6
Representing unstructured text semantics for reasoning purpose	5
A minimum spanning tree based partitioning and merging technique for clustering heterogeneous data sets	5
Efficient segmentation-based methods for anomaly detection in static and streaming time series under dynamic time warping	5
Using reinforcement learning with external rewards for open-domain natural language generation	5
User profiling and satisfaction inference in public information access services	5
IbLT: An effective granular computing framework for hierarchical community detection	5

Windows and IoT malware visualization and classification with deep CNN and Xception CNN using Markov images	5
A framework for evaluating ontology meta-matching approaches	5
Multi-class classification of COVID-19 documents using machine learning algorithms	5
Leveraging contextual embeddings and self-attention neural networks with bi-attention for sentiment analysis	5
A novel deep recommend model based on rating matrix and item attributes	5
Hierarchy-based semantic embeddings for single-valued & multi-valued categorical variables	5
A systematic review of question answering systems for non-factoid questions	5
Interest-aware influence diffusion model for social recommendation	5
Multilingual deep learning framework for fake news detection using capsule neural network	5
A model for automated technological surveillance of web portals and social networks	5
Topic modeling for sequential documents based on hybrid inter-document topic dependency	5
A natural language querying interface for process mining	4
DoWTS – Denial-of-Wallet Test Simulator: Synthetic data generation for preemptive defence	4
Cross-lingual transfer of abstractive summarizer to less-resource language	4
A knowledge-enhanced interactive graph convolutional network for aspect-based sentiment analysis	4
How to deal with negative preferences in recommender systems: a theoretical framework	4
Question retrieval using combined queries in community question answering	4
Multimodal time-aware attention networks for depression detection	4
Interpretable segmentation of medical free-text records based on word embeddings	4
Uncertain distance-based outlier detection with arbitrarily shaped data objects	4
An improved recommendation based on graph convolutional network	4
Towards a soft three-level voting model (Soft T-LVM) for fake news detection	4
Incremental and accurate computation of machine learning models with smart data summarization	4
Content-Based Document Image Retrieval Based on Document Modeling	4
On exploring feature representation learning of items to forecast their rise and fall in social media	4
Research on telecom customer churn prediction based on ensemble learning	4
A contextual-bandit approach for multifaceted reciprocal recommendations in online dating	4
Leveraging autoencoders in change vector analysis of optical satellite images	4
Finding discriminatory features from electronic health records for depression prediction	4
Predicting temporary deal success with social media timing signals	4
Performance-preserving event log sampling for predictive monitoring	3
Leveraging posts’ and authors’ metadata to spot several forms of abusive comments in Twitter	3
Community detection in weighted networks using probabilistic generative model	3
Leveraging neighborhood and path information for influential spreaders recognition in complex networks	3
Modeling and querying temporal RDF knowledge graphs with relational databases	3
Reducing the user labeling effort in effective high recall tasks by fine-tuning active learning	3
An empirical evaluation of active learning strategies for profile elicitation in a conversational recommender system	3
Analyzing and improving stability of matrix factorization for recommender systems	3
Stock market prediction with time series data and news headlines: a stacking ensemble approach	3
LOD search engine: A semantic search over linked data	3
FPGA supported rough set reduct calculation for big datasets	3
TROMPA-MER: an open dataset for personalized music emotion recognition	3
Making design decisions under uncertainties: probabilistic reasoning and robust product design	3
Design of fully homomorphic multikey encryption scheme for secured cloud access and storage environment	3
Smart integration of sensors, computer vision and knowledge representation for intelligent monitoring and verbal human-computer interaction	3
Explanations for over-constrained problems using QuickXPlain with speculative executions	3
MCD: A modified community diversity approach for detecting influential nodes in social networks	3
Offensive language identification with multi-task learning	2
ES-ASTE: enhanced span-level framework for aspect sentiment triplet extraction	2
Can recurrent neural networks learn process model structure?	2
A novel approach for software defect prediction using CNN and GRU based on SMOTE Tomek method	2
Compact representations for efficient storage of semantic sensor data	2
Issues in clustering algorithm consistency in fixed dimensional spaces. Some solutions for k-means	2
Parsing argued opinion structure in Twitter content	2
Case studies on using natural language processing techniques in customer relationship management software	2
Improving knowledge-based dialogue generation through two-stage knowledge selection and knowledge selection-guided pointer network	2
A framework for interoperability between models with hybrid tools	2
An overview of actionable knowledge discovery techniques	2
ELECTRA-based graph network model for multi-hop question answering	2
The role of transitive closure in evaluating blocking methods for dirty entity resolution	2
Detecting COVID-19 vaccine hesitancy in India: a multimodal transformer based approach	2
Group event recommendation based on a heterogeneous attribute graph considering long- and short- term preferences	2
An AI framework to support decisions on GDPR compliance	2
Multi-perspective enriched instance graphs for next activity prediction through graph neural network	2
Aspect-location attention networks for aspect-category sentiment analysis in social media	2
Identifying multimodal misinformation leveraging novelty detection and emotion recognition	2
Impact of techniques to reduce error in high error rule-based expert system gradient descent networks	2
The detection of mental health conditions by incorporating external knowledge	2