| # | Title | Journal | Year | Citations |
|---|
| 1 | SCA: A Sine Cosine Algorithm for solving optimization problems | Knowledge-Based Systems | 2016 | 3,492 |
| 2 | Moth-flame optimization algorithm: A novel nature-inspired heuristic paradigm | Knowledge-Based Systems | 2015 | 3,142 |
| 3 | Recommender systems survey | Knowledge-Based Systems | 2013 | 2,343 |
| 4 | Equilibrium optimizer: A novel optimization algorithm | Knowledge-Based Systems | 2020 | 1,262 |
| 5 | A new Fruit Fly Optimization Algorithm: Taking the financial distress model as an example | Knowledge-Based Systems | 2012 | 1,213 |
| 6 | Graph embedding techniques, applications, and performance: A survey | Knowledge-Based Systems | 2018 | 1,159 |
| 7 | A survey on opinion mining and sentiment analysis: Tasks, approaches and applications | Knowledge-Based Systems | 2015 | 887 |
| 8 | Survey and critique of techniques for extracting rules from trained artificial neural networks | Knowledge-Based Systems | 1995 | 857 |
| 9 | Seagull optimization algorithm: Theory and its applications for large-scale industrial engineering problems | Knowledge-Based Systems | 2019 | 720 |
| 10 | Transfer learning using computational intelligence: A survey | Knowledge-Based Systems | 2015 | 688 |
| 11 | Aspect extraction for opinion mining with a deep convolutional neural network | Knowledge-Based Systems | 2016 | 646 |
| 12 | AutoML: A survey of the state-of-the-art | Knowledge-Based Systems | 2021 | 646 |
| 13 | Fuzzy best-worst multi-criteria decision-making method and its applications | Knowledge-Based Systems | 2017 | 591 |
| 14 | Automated EEG analysis of epilepsy: A review | Knowledge-Based Systems | 2013 | 588 |
| 15 | Emperor penguin optimizer: A bio-inspired algorithm for engineering problems | Knowledge-Based Systems | 2018 | 558 |
| 16 | DUNet: A deformable network for retinal vessel segmentation | Knowledge-Based Systems | 2019 | 535 |
| 17 | Hesitant fuzzy multi-attribute decision making based on TOPSIS with incomplete weight information | Knowledge-Based Systems | 2013 | 530 |
| 18 | An efficient binary Salp Swarm Algorithm with crossover scheme for feature selection problems | Knowledge-Based Systems | 2018 | 504 |
| 19 | A new user similarity model to improve the accuracy of collaborative filtering | Knowledge-Based Systems | 2014 | 492 |
| 20 | A DEMATEL method in identifying key success factors of hospital service quality | Knowledge-Based Systems | 2010 | 490 |
| 21 | Evolving support vector machines using fruit fly optimization for medical data classification | Knowledge-Based Systems | 2016 | 468 |
| 22 | Stochastic Fractal Search: A powerful metaheuristic algorithm | Knowledge-Based Systems | 2015 | 465 |
| 23 | Interval-valued hesitant preference relations and their applications to group decision making | Knowledge-Based Systems | 2013 | 455 |
| 24 | Optimal parameters selection for BP neural network based on particle swarm optimization: A case study of wind speed forecasting | Knowledge-Based Systems | 2014 | 418 |
| 25 | Atom search optimization and its application to solve a hydrogeologic parameter estimation problem | Knowledge-Based Systems | 2019 | 417 |
| 26 | A survey on federated learning | Knowledge-Based Systems | 2021 | 417 |
| 27 | A hybrid annual power load forecasting model based on generalized regression neural network with fruit fly optimization algorithm | Knowledge-Based Systems | 2013 | 411 |
| 28 | Wizard of Oz studies — why and how | Knowledge-Based Systems | 1993 | 404 |
| 29 | Consensus reaching in social network group decision making: Research paradigms and challenges | Knowledge-Based Systems | 2018 | 404 |
| 30 | Approaches to multiple attribute group decision making based on intuitionistic fuzzy power aggregation operators | Knowledge-Based Systems | 2011 | 401 |
| 31 | Hesitant fuzzy prioritized operators and their application to multiple attribute decision making | Knowledge-Based Systems | 2012 | 399 |
| 32 | GRA method for multiple attribute decision making with incomplete weight information in intuitionistic fuzzy setting | Knowledge-Based Systems | 2010 | 391 |
| 33 | A two-stage feature selection method for text categorization by using information gain, principal component analysis and genetic algorithm | Knowledge-Based Systems | 2011 | 390 |
| 34 | A collaborative filtering approach to mitigate the new user cold start problem | Knowledge-Based Systems | 2012 | 378 |
| 35 | Qualitative decision making with correlation coefficients of hesitant fuzzy linguistic term sets | Knowledge-Based Systems | 2015 | 372 |
| 36 | Application of entropies for automated diagnosis of epilepsy using EEG signals: A review | Knowledge-Based Systems | 2015 | 370 |
| 37 | CANN: An intrusion detection system based on combining cluster centers and nearest neighbors | Knowledge-Based Systems | 2015 | 363 |
| 38 | Binary PSO with mutation operator for feature selection using decision tree applied to spam detection | Knowledge-Based Systems | 2014 | 355 |
| 39 | Designing as reflective conversation with the materials of a design situation | Knowledge-Based Systems | 1992 | 347 |
| 40 | Fuzzy analytic hierarchy process with interval type-2 fuzzy sets | Knowledge-Based Systems | 2014 | 343 |
| 41 | 25years at Knowledge-Based Systems: A bibliometric analysis | Knowledge-Based Systems | 2015 | 337 |
| 42 | Deep learning fault diagnosis method based on global optimization GAN for unbalanced data | Knowledge-Based Systems | 2020 | 336 |
| 43 | Study on density peaks clustering based on k-nearest neighbors and principal component analysis | Knowledge-Based Systems | 2016 | 334 |
| 44 | A novel adversarial learning framework in deep convolutional neural network for intelligent diagnosis of mechanical faults | Knowledge-Based Systems | 2019 | 332 |
| 45 | Evolutionary Population Dynamics and Grasshopper Optimization approaches for feature selection problems | Knowledge-Based Systems | 2018 | 331 |
| 46 | Data analysis approaches of soft sets under incomplete information | Knowledge-Based Systems | 2008 | 330 |
| 47 | Deep learning approaches for anomaly-based intrusion detection systems: A survey, taxonomy, and open issues | Knowledge-Based Systems | 2020 | 323 |
| 48 | Forecasting stock indices using radial basis function neural networks optimized by artificial fish swarm algorithm | Knowledge-Based Systems | 2011 | 320 |
| 49 | Binary dragonfly optimization for feature selection using time-varying transfer functions | Knowledge-Based Systems | 2018 | 318 |
| 50 | A comprehensive survey on sentiment analysis: Approaches, challenges and trends | Knowledge-Based Systems | 2021 | 318 |
