Feature Learning and Understanding : Algorithms and Applications /: Algorithms and Applications. (2020)

• Record Type: Book
• Further Information: Note: Haitao Zhao, Zhihui Lai, Henry Leung, Xianyi Zhang.
• Authors: Zhao, Haitao; Lai, Zhihui; Leung, Henry; Zhang, Xianyi
• Contents: Chapter1. A Gentle Introduction to Feature Learning.- Chapter2. Latent Semantic Feature Learning.- Chapter3. Principal Component Analysis.- Chapter4. Local-Geometrical-Structure-based Feature Learning.- Chapter5. Linear Discriminant Analysis.- Chapter6. Kernel-based nonlinear feature learning.- Chapter7. Sparse feature learning.- Chapter8. Low rank feature learning.- Chapter9. Tensor-based Feature Learning.- Chapter10. Neural-network-based Feature Learning: Autoencoder.- Chapter11. Neural-network-based Feature Learning: Convolutional Neural Network.- Chapter12. Neural-network-based Feature Learning: Recurrent Neural Network.
• Publisher Details: Cham : Springer
• Publication Date: 2020
• Copyright Date: 2020
• Extent: 1 online resource (291 pages)
• Subjects: Physics; Sociophysics; Econophysics; Machine learning; Computational intelligence; Pattern recognition; Signal processing; Image processing; Speech processing systems; Optical data processing; Computers -- Intelligence (AI) & Semantics; Technology & Engineering -- Engineering (General); Computers -- Computer Vision & Pattern Recognition; Technology & Engineering -- Electronics -- General; Computers -- Computer Graphics; Machine learning; Artificial intelligence; Pattern recognition; Imaging systems & technology; Image processing; Science -- System Theory; Social research & statistics
• Languages: English
• ISBNs: 9783030407940
• Related ISBNs: 9783030407933
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.