Machine Learning Methods with Noisy, Incomplete or Small Datasets (Record no. 46872)
[ view plain ]
| 000 -LEADER | |
|---|---|
| fixed length control field | 04890naaaa2201261uu 4500 |
| 001 - CONTROL NUMBER | |
| control field | https://directory.doabooks.org/handle/20.500.12854/76309 |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20220219220646.0 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | books978-3-0365-1287-7 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9783036512884 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9783036512877 |
| 024 7# - OTHER STANDARD IDENTIFIER | |
| Standard number or code | 10.3390/books978-3-0365-1287-7 |
| Terms of availability | doi |
| 041 0# - LANGUAGE CODE | |
| Language code of text/sound track or separate title | English |
| 042 ## - AUTHENTICATION CODE | |
| Authentication code | dc |
| 072 #7 - SUBJECT CATEGORY CODE | |
| Subject category code | KNTX |
| Source | bicssc |
| 100 1# - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Solé-Casals, Jordi |
| Relationship | edt |
| 245 10 - TITLE STATEMENT | |
| Title | Machine Learning Methods with Noisy, Incomplete or Small Datasets |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. | |
| Place of publication, distribution, etc. | Basel, Switzerland |
| Name of publisher, distributor, etc. | MDPI - Multidisciplinary Digital Publishing Institute |
| Date of publication, distribution, etc. | 2021 |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 1 electronic resource (316 p.) |
| 506 0# - RESTRICTIONS ON ACCESS NOTE | |
| Terms governing access | Open Access |
| Source of term | star |
| Standardized terminology for access restriction | Unrestricted online access |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc. | In many machine learning applications, available datasets are sometimes incomplete, noisy or affected by artifacts. In supervised scenarios, it could happen that label information has low quality, which might include unbalanced training sets, noisy labels and other problems. Moreover, in practice, it is very common that available data samples are not enough to derive useful supervised or unsupervised classifiers. All these issues are commonly referred to as the low-quality data problem. This book collects novel contributions on machine learning methods for low-quality datasets, to contribute to the dissemination of new ideas to solve this challenging problem, and to provide clear examples of application in real scenarios. |
| 540 ## - TERMS GOVERNING USE AND REPRODUCTION NOTE | |
| Terms governing use and reproduction | Creative Commons |
| Use and reproduction rights | https://creativecommons.org/licenses/by/4.0/ |
| Source of term | cc |
| -- | https://creativecommons.org/licenses/by/4.0/ |
| 546 ## - LANGUAGE NOTE | |
| Language note | English |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Information technology industries |
| Source of heading or term | bicssc |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | open contours |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | similarly shaped fish species |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | Discrete Cosine Transform (DCT) |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | Discrete Fourier Transform (DFT) |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | Extreme Learning Machines (ELM) |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | feature engineering |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | small data-sets |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | optimization |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | machine learning |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | preprocessing |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | image generation |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | weighted interpolation map |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | binarization |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | single sample per person |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | root canal measurement |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | multifrequency impedance |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | data augmentation |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | neural network |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | functional magnetic resonance imaging |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | independent component analysis |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | deep learning |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | recurrent neural network |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | functional connectivity |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | episodic memory |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | small sample learning |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | feature selection |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | noise elimination |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | space consistency |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | label correlations |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | empirical mode decomposition |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | sparse representations |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | tensor decomposition |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | tensor completion |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | machine translation |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | pairwise evaluation |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | educational data |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | small datasets |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | noisy datasets |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | smart building |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | Internet of Things (IoT) |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | Markov Chain Monte Carlo (MCMC) |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | ontology |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | graph model |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | Artificial Neural Network |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | Discriminant Analysis |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | dengue |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | feature extraction |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | sound event detection |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | non-negative matrix factorization |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | ultrasound images |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | shadow detection |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | shadow estimation |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | auto-encoders |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | semi-supervised learning |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | prediction |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | feature importance |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | feature elimination |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | hierarchical clustering |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | Parkinson’s disease |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | few-shot learning |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | permutation-variable importance |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | topological data analysis |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | persistent entropy |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | support-vector machine |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | data science |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | intelligent decision support |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | social vulnerability |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | gender-gap |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | digital-gap |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | COVID19 |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | policy-making support |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | artificial intelligence |
| 653 ## - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | imperfect dataset |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Sun, Zhe |
| Relationship | edt |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Caiafa, Cesar F. |
| Relationship | edt |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Marti-Puig, Pere |
| Relationship | edt |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Tanaka, Toshihisa |
| Relationship | edt |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Solé-Casals, Jordi |
| Relationship | oth |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Sun, Zhe |
| Relationship | oth |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Caiafa, Cesar F. |
| Relationship | oth |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Marti-Puig, Pere |
| Relationship | oth |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Tanaka, Toshihisa |
| Relationship | oth |
| 856 40 - ELECTRONIC LOCATION AND ACCESS | |
| Host name | www.oapen.org |
| Uniform Resource Identifier | <a href="https://mdpi.com/books/pdfview/book/3727">https://mdpi.com/books/pdfview/book/3727</a> |
| Access status | 0 |
| Public note | DOAB: download the publication |
| 856 40 - ELECTRONIC LOCATION AND ACCESS | |
| Host name | www.oapen.org |
| Uniform Resource Identifier | <a href="https://directory.doabooks.org/handle/20.500.12854/76309">https://directory.doabooks.org/handle/20.500.12854/76309</a> |
| Access status | 0 |
| Public note | DOAB: description of the publication |
No items available.