Junbo Jacob Lian

According to our database, Junbo Jacob Lian authored at least 20 papers between 2024 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

Parameter adaptive competitive differential evolution with local search.

Rui Zhong, Zhongmin Wang, Yaning Xiao, Yujun Zhang, Junbo Jacob Lian, Jun Yu, Zhennao Cai, Zhiyong Pan, Huiling Chen, Sudan Yu

Appl. Intell., April, 2026

ReLoop: Structured Modeling and Behavioral Verification for Reliable LLM-Based Optimization.

Junbo Jacob Lian, Yujun Sun, Huiling Chen, Chaoyu Zhang, Chung-Piaw Teo

CoRR, February, 2026

TwistNet-2D: Learning Second-Order Channel Interactions via Spiral Twisting for Texture Recognition.

Junbo Jacob Lian, Feng Xiong, Yujun Sun, Kaichen Ouyang, Zong Ke, Mingyang Yu, Shengwei Fu, Zhong Rui, Yujun Zhang, Huiling Chen

CoRR, February, 2026

Twisted convolutional networks (TCNs): Enhancing feature interactions for non-spatial data classification.

Junbo Jacob Lian, Haoran Chen, Kaichen Ouyang, Yujun Zhang, Rui Zhong, Huiling Chen

Neural Networks, 2026

IKUN: A mean-field game theoretic KD-tree density guided mechanism for evolutionary algorithms.

Junbo Jacob Lian, Mingyang Yu, Kaichen Ouyang, Shengwei Fu, Rui Zhong, Yujun Zhang, Huiling Chen

Inf. Sci., 2026

A paradigm of evolutionary manytasking optimization for solving nonlinear equation systems: A two-stage framework with adaptive knowledge transfer, sharing and hybrid resource sampling.

Juan Zhao, Yujun Zhang, Rui Zhong, Huiling Chen, Junbo Jacob Lian, Zheng-Ming Gao

Expert Syst. Appl., 2026

Newton downhill optimizer with application to engineering optimization and breast cancer feature selection.

Wanting Xiao, Junbo Jacob Lian, Kaichen Ouyang, Shaowei Gu, Zong Ke, Dedai Wei, Xinye Sha, Jiawei Wang, Shengwei Fu, Minyu Qiu, Chaoyang Xu

Biomed. Signal Process. Control., 2026

Competitive cluster elimination (CCE) for large-scale swarm optimization.

Junbo Jacob Lian, Kaichen Ouyang, Yujun Zhang, Rui Zhong, Haoran Chen, Zikun Zheng, Yujun Sun, Huiling Chen

Appl. Soft Comput., 2026

2025

IECO: an improved educational competition optimizer for state-of-the-art engineering optimization.

Xiaojie Tang, Junbo Jacob Lian, Ling Ma, Xincan Wu, Rui Zhong, Yujun Zhang, Hui-Ling Chen

J. Big Data, December, 2025

OPAL: Operator-Programmed Algorithms for Landscape-Aware Black-Box Optimization.

Junbo Jacob Lian, Mingyang Yu, Kaichen Ouyang, Shengwei Fu, Rui Zhong, Yujun Zhang, Jun Zhang, Huiling Chen

CoRR, December, 2025

Time-Fair Benchmarking for Metaheuristics: A Restart-Fair Protocol for Fixed-Time Comparisons.

Junbo Jacob Lian

CoRR, September, 2025

Advanced design for nonlinear photovoltaic system problems: A co-evolutionary framework based on a decomposition approach.

Yujun Zhang, Wenyin Gong, Rui Zhong, Huiling Chen, Jun Yu, Junbo Jacob Lian, Juan Zhao, Zheng-Ming Gao

Swarm Evol. Comput., 2025

Integrating Competitive Framework into Differential Evolution: Comprehensive performance analysis and application in brain tumor detection.

Rui Zhong, Zhongmin Wang, Yujun Zhang, Junbo Jacob Lian, Jun Yu, Huiling Chen

Appl. Soft Comput., 2025

Trend-Aware Mechanism for Metaheuristic Algorithms.

Junbo Jacob Lian, Kaichen Ouyang, Rui Zhong, Yujun Zhang, Shipeng Luo, Ling Ma, Xincan Wu, Huiling Chen

Appl. Soft Comput., 2025

2024

The educational competition optimizer.

Junbo Jacob Lian, Ting Zhu, Ling Ma, Xincan Wu, Ali Asghar Heidari, Yi Chen, Huiling Chen, Guohua Hui

Int. J. Syst. Sci., November, 2024

A single-wavelength laser relaxation spectroscopy-based machine learning solution for apple mechanical damage detection.

Junbo Jacob Lian, Jingyu Zhang, Quan Liu, Runhao Zhu, Jingyuan Ning, Siyi Xiong, Guohua Hui, Yuanyuan Gao, Xiong-wei Lou

Multim. Tools Appl., July, 2024

Human Evolutionary Optimization Algorithm.

Junbo Jacob Lian, Guohua Hui

Expert Syst. Appl., 2024

Twisted Convolutional Networks (TCNs): Enhancing Feature Interactions for Non-Spatial Data Classification.

Junbo Jacob Lian

CoRR, 2024

Support Vector Boosting Machine (SVBM): Enhancing Classification Performance with AdaBoost and Residual Connections.

Junbo Jacob Lian

CoRR, 2024

Parrot optimizer: Algorithm and applications to medical problems.

Junbo Jacob Lian, Guohua Hui, Ling Ma, Ting Zhu, Xincan Wu, Ali Asghar Heidari, Yi Chen, Huiling Chen

Comput. Biol. Medicine, 2024