Using transfer learning and dimensionality reduction techniques to improve generalisability of machine-learning predictions of mosquito ages from mid-infrared spectra.
Emmanuel P. MwangaDoreen J. SiriaJoshua MittonIssa H. MshaniMario González-JiménezPrashanth SelvarajKlaas WynneFrancesco BaldiniFredros O. OkumuSimon A. BabayanPublished in: BMC Bioinform. (2023)
Keyphrases
- infrared
- transfer learning
- machine learning
- dimensionality reduction
- learning tasks
- transfer knowledge
- hyperspectral
- short wave
- infrared images
- knowledge transfer
- active learning
- multi sensor
- labeled data
- reinforcement learning
- infrared imagery
- principal component analysis
- semi supervised learning
- text classification
- electro optical
- cross domain
- visible spectrum
- target detection and tracking
- machine learning algorithms
- collaborative filtering
- domain adaptation
- pattern recognition
- data mining
- multi task
- knowledge discovery
- learning algorithm
- text categorization
- target domain
- semi supervised
- infrared image sequences
- model selection
- feature extraction
- decision trees
- computer vision