Improving online learning: Student perceptions of useful and challenging characteristics. - Liyan Song; Ernise Singleton; Janette R. Hill; Myung Hwa Koh (Internet High. Educ., 2004)

Spectral Decomposition for Optimal Graph Index Prediction. - Liyan Song; Yun Peng 002; Byron Choi; Jianliang Xu; Bingsheng He (PAKDD (1), 2013)

The impact of parameter tuning on software effort estimation using learning machines. - Liyan Song; Leandro L. Minku; Xin Yao 001 (PROMISE, 2013)

The potential benefit of relevance vector machine to software effort estimation. - Liyan Song; Leandro L. Minku; Xin Yao 001 (PROMISE, 2014)

Proper Inner Product with Mean Displacement for Gaussian Noise Invariant ICA. - Liyan Song; Haiping Lu (ACML, 2016)

EcoICA: Skewness-based ICA via Eigenvectors of Cumulant Operator. - Liyan Song; Haiping Lu (ACML, 2016)

A novel automated approach for software effort estimation based on data augmentation. - Liyan Song; Leandro L. Minku; Xin Yao 001 (ESEC/SIGSOFT FSE, 2018)

Software Effort Interval Prediction via Bayesian Inference and Synthetic Bootstrap Resampling. - Liyan Song; Leandro L. Minku; Xin Yao 001 (ACM Trans. Softw. Eng. Methodol., 2019)

Learning to cope with small noisy data in software effort estimation. - Liyan Song (2019)

An investigation of cross-project learning in online just-in-time software defect prediction. - Sadia Tabassum; Leandro L. Minku; Danyi Feng; George G. Cabral; Liyan Song (ICSE, 2020)

Methods for deep learning model failure detection and model adaption: A survey. - Xiaoyu Wu; Zheng Hu 002; Ke Pei; Liyan Song; Zhi Cao 001; Shuyi Zhang (ISSRE Workshops, 2021)

Label-Assisted Memory Autoencoder for Unsupervised Out-of-Distribution Detection. - Shuyi Zhang; Chao Pan 005; Liyan Song; Xiaoyu Wu; Zheng Hu; Ke Pei; Peter Tino; Xin Yao 001 (ECML/PKDD (3), 2021)

A Novel Data Stream Learning Approach to Tackle One-Sided Label Noise From Verification Latency. - Liyan Song; Shuxian Li; Leandro L. Minku; Xin Yao 001 (IJCNN, 2022)

Variable speed multi-task allocation for mobile crowdsensing based on a multi-objective shuffled frog leaping algorithm. - Xiaoning Shen; Qingzhou Chen; Hongli Pan; Liyan Song; Yinan Guo (Appl. Soft Comput., 2022)

A Region Enhanced Discrete Multi-Objective Fireworks Algorithm for Low-Carbon Vehicle Routing Problem. - Xiaoning Shen; Jiaqi Lu; Xuan You; Liyan Song; Zhongpei Ge (Complex Syst. Model. Simul., 2022)

Direct ICA on data tensor via random matrix modeling. - Liyan Song; Shuo Zhou; Haiping Lu (Signal Process., 2022)

Complementary material for the book "Optimising the Software Development Process with Artificial Intelligence". - José Raúl Romero; Inmaculada Medina-Bulo; Francisco Chicano; Liyan Song; Leandro L. Minku; Fitsum Meshesha Kifetew; Anna Perini; Angelo Susi; Antonio Garmendia; Dominik Bork; Martin Eisenberg; Thiago do Nascimento Ferreira; et al. (Zenodo, 2022)

BEDCOE: Borderline Enhanced Disjunct Cluster Based Oversampling Ensemble for Online Multi-Class Imbalance Learning. - Shuxian Li; Liyan Song; Yiu-ming Cheung; Xin Yao 001 (ECAI, 2023)

ARConvL: Adaptive Region-Based Convolutional Learning for Multi-class Imbalance Classification. - Shuxian Li; Liyan Song; Xiaoyu Wu; Zheng Hu; Yiu-ming Cheung; Xin Yao 001 (ECML/PKDD (2), 2023)

A Practical Human Labeling Method for Online Just-in-Time Software Defect Prediction. - Liyan Song; Leandro L. Minku; Cong Teng; Xin Yao 001 (ESEC/SIGSOFT FSE, 2023)

ItoV: Efficiently Adapting Deep Learning-based Image Watermarking to Video Watermarking. - Guanhui Ye; Jiashi Gao; Yuchen Wang; Liyan Song; Xuetao Wei (CoRR, 2023)

Energy-Efficient Multi-Trip Routing for Municipal Solid Waste Collection by Contribution-Based Adaptive Particle Swarm Optimization. - Xiaoning Shen; Hongli Pan; Zhongpei Ge; Wenyan Chen 002; Liyan Song; Shuo Wang (Complex Syst. Model. Simul., 2023)

Joint optimisation of feature selection and SVM parameters based on an improved fireworks algorithm. - Xiaoning Shen; Jiyong Xu; Mingjian Mao; Jiaqi Lu; Liyan Song; Qian Wang (Int. J. Comput. Sci. Eng., 2023)

Artificial Intelligence in Software Project Management. - Liyan Song; Leandro L. Minku (Optimising the Software Development Process with Artificial Intelligence, 2023)

A Procedure to Continuously Evaluate Predictive Performance of Just-In-Time Software Defect Prediction Models During Software Development. - Liyan Song; Leandro L. Minku (IEEE Trans. Software Eng., 2023)

HumLa-fse2023. - Liyan Song; Leandro L. Minku; Cong Teng; Xin Yao 001 (Zenodo, 2023)

Heterogeneous multi-project multi-task allocation in mobile crowdsensing using an ensemble fireworks algorithm. - Xiaoning Shen; Di Xu; Liyan Song; Yuchi Zhang (Appl. Soft Comput., 2023)

On the validity of retrospective predictive performance evaluation procedures in just-in-time software defect prediction. - Liyan Song; Leandro L. Minku; Xin Yao 001 (Empir. Softw. Eng., 2023)

STCM: A spatio-temporal calibration model for low-cost air monitoring sensors. - Yingjun Zhang; Chang Ju; Jiahu Qin; Liyan Song; Xiaoqian Liu; Wei Sun; Zongxi Li (Inf. Sci., 2023)

Conference Calendar [Conference Calendar]. - Marley M. B. R. Vellasco; Liyan Song (IEEE Comput. Intell. Mag., 2023)

Online Learning in Varying Feature Spaces with Informative Variation. - Peijia Qin; Liyan Song (IIP (1), 2024)

Addressing Intermediate Verification Latency in Online Learning Through Immediate Pseudo-labeling and Oriented Synthetic Correction. - Zixin Zhong; Liyan Song; Fengzhen Tang; Bo Yuan (IJCNN, 2024)

Comprehensive Review and Empirical Evaluation of Causal Discovery Algorithms for Numerical Data. - Wenjin Niu; Zijun Gao; Liyan Song; Lingbo Li (CoRR, 2024)

A Two-Stage LLVM Option Sequence Optimization Method to Minimize Energy Consumption. - Youcong Ni; Xin Du 003; Liyan Song; Ruliang Xiao; Peng Ye 002; Jianwen Wang (Swarm Evol. Comput., 2024)

Coevolutionary scheduling of dynamic software project considering the new skill learning. - Xiaoning Shen; Chengbin Yao; Liyan Song; Jiyong Xu; Mingjian Mao (Autom. Softw. Eng., 2024)

Multi-Class Imbalance Classification Based on Data Distribution and Adaptive Weights. - Shuxian Li; Liyan Song; Xiaoyu Wu; Zheng Hu 002; Yiu-ming Cheung; Xin Yao 001 (IEEE Trans. Knowl. Data Eng., 2024)

Online cross-project approach with project-level similarity for just-in-time software defect prediction. - Cong Teng; Liyan Song; Xin Yao 001 (Empir. Softw. Eng., 2024)

Feature mapping based on heterogeneous cross-company effort estimation. - Xiaoning Shen; Jiaqi Lu; Shuxian Li; Liyan Song (Softw. Qual. J., 2024)

Conference Calendar [Conference Calendar]. - Leandro Lei Minku; Liyan Song (IEEE Comput. Intell. Mag., 2025)