Sinossi
Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization describes such algorithms as Locally Linear Embedding (LLE), Laplacian Eigenmaps, Isomap, Semidefinite Embedding, and t-SNE to resolve the problem of dimensionality reduction in the case of non-linear relationships within the data. Underlying mathematical concepts, derivations, and proofs with logical explanations for these algorithms are discussed, including strengths and limitations. The book highlights important use cases of these algorithms and provides examples along with visualizations. Comparative study of the algorithms is presented to give a clear idea on selecting the best suitable algorithm for a given dataset for efficient dimensionality reduction and data visualization.
FEATURES
- Demonstrates how unsupervised learning approaches can be used for dimensionality reduction
- Neatly explains algorithms with a focus on the fundamentals and underlying mathematical concepts
- Describes the comparative study of the algorithms and discusses when and where each algorithm is best suitable for use
- Provides use cases, illustrative examples, and visualizations of each algorithm
- Helps visualize and create compact representations of high dimensional and intricate data for various real-world applications and data analysis
This book is aimed at professionals, graduate students, and researchers in Computer Science and Engineering, Data Science, Machine Learning, Computer Vision, Data Mining, Deep Learning, Sensor Data Filtering, Feature Extraction for Control Systems, and Medical Instruments Input Extraction.
Le informazioni nella sezione "Riassunto" possono far riferimento a edizioni diverse di questo titolo.
Informazioni sull?autore
B.K. Tripathy, Anveshrithaa Sundareswaran, Shrusti Ghela
Le informazioni nella sezione "Su questo libro" possono far riferimento a edizioni diverse di questo titolo.
Altre edizioni note dello stesso titolo
Risultati della ricerca per Unsupervised Learning Approaches for Dimensionality...
Foto dell'editore
Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization : Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization
Da: GreatBookPrices, Columbia, MD, U.S.A.
Valutazione del venditore 5 su 5 stelle
Condizione: As New. Unread book in perfect condition. Codice articolo 46261628
Compra usato
EUR 82,95
Spedizione EUR 2,27
Spedito in U.S.A.
Spedito in U.S.A.
Quantità: Più di 20 disponibili
Foto dell'editore
Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization
Da: Majestic Books, Hounslow, Regno Unito
Valutazione del venditore 4 su 5 stelle
Condizione: New. Codice articolo 399834282
Compra nuovo
EUR 86,65
Spedizione EUR 7,53
Spedito da Regno Unito a U.S.A.
Spedito da Regno Unito a U.S.A.
Quantità: 3 disponibili
Foto dell'editore
Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization : Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization
Da: GreatBookPrices, Columbia, MD, U.S.A.
Valutazione del venditore 5 su 5 stelle
Condizione: New. Codice articolo 46261628-n
Compra nuovo
EUR 92,03
Spedizione EUR 2,27
Spedito in U.S.A.
Spedito in U.S.A.
Quantità: Più di 20 disponibili
Immagini fornite dal venditore
Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization
Print on DemandDa: BuchWeltWeit Ludwig Meier e.K., Bergisch Gladbach, Germania
Valutazione del venditore 5 su 5 stelle
Taschenbuch. Condizione: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization describes such algorithms as Locally Linear Embedding (LLE), Laplacian Eigenmaps, Isomap, Semidefinite Embedding, and t-SNE to resolve the problem of dimensionality reduction in the case of non-linear relationships within the data. Underlying mathematical concepts, derivations, and proofs with logical explanations for these algorithms are discussed, including strengths and limitations. The book highlights important use cases of these algorithms and provides examples along with visualizations. Comparative study of the algorithms is presented to give a clear idea on selecting the best suitable algorithm for a given dataset for efficient dimensionality reduction and data visualization.FEATURESDemonstrates how unsupervised learning approaches can be used for dimensionality reductionNeatly explains algorithms with a focus on the fundamentals and underlying mathematical conceptsDescribes the comparative study of the algorithms and discusses when and where each algorithm is best suitable for useProvides use cases, illustrative examples, and visualizations of each algorithmHelps visualize and create compact representations of high dimensional and intricate data for various real-world applications and data analysisThis book is aimed at professionals, graduate students, and researchers in Computer Science and Engineering, Data Science, Machine Learning, Computer Vision, Data Mining, Deep Learning, Sensor Data Filtering, Feature Extraction for Control Systems, and Medical Instruments Input Extraction. 176 pp. Englisch. Codice articolo 9781032041032
Compra nuovo
EUR 78,20
Spedizione EUR 23,00
Spedito da Germania a U.S.A.
Spedito da Germania a U.S.A.
Quantità: 2 disponibili
Foto dell'editore
Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization
Print on DemandDa: PBShop.store US, Wood Dale, IL, U.S.A.
Valutazione del venditore 5 su 5 stelle
PAP. Condizione: New. New Book. Shipped from UK. THIS BOOK IS PRINTED ON DEMAND. Established seller since 2000. Codice articolo L0-9781032041032
Compra nuovo
EUR 101,72
Spedizione gratuita
Spedito in U.S.A.
Spedito in U.S.A.
Quantità: Più di 20 disponibili
Foto dell'editore
Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization : Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization
Da: GreatBookPricesUK, Woodford Green, Regno Unito
Valutazione del venditore 5 su 5 stelle
Condizione: As New. Unread book in perfect condition. Codice articolo 46261628
Compra usato
EUR 84,80
Spedizione EUR 17,37
Spedito da Regno Unito a U.S.A.
Spedito da Regno Unito a U.S.A.
Quantità: Più di 20 disponibili
Foto dell'editore
Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization
Print on DemandDa: PBShop.store UK, Fairford, GLOS, Regno Unito
Valutazione del venditore 5 su 5 stelle
PAP. Condizione: New. New Book. Delivered from our UK warehouse in 4 to 14 business days. THIS BOOK IS PRINTED ON DEMAND. Established seller since 2000. Codice articolo L0-9781032041032
Compra nuovo
EUR 98,52
Spedizione EUR 4,82
Spedito da Regno Unito a U.S.A.
Spedito da Regno Unito a U.S.A.
Quantità: Più di 20 disponibili
Foto dell'editore
Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization
Da: Books Puddle, New York, NY, U.S.A.
Valutazione del venditore 4 su 5 stelle
Condizione: New. Codice articolo 26396575605
Compra nuovo
EUR 100,96
Spedizione EUR 3,43
Spedito in U.S.A.
Spedito in U.S.A.
Quantità: 3 disponibili
Foto dell'editore
Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization
Editore:
Taylor & Francis Ltd, 2023
ISBN 10: 103204103X
ISBN 13: 9781032041032
Nuovo
Paperback / softback
Da: THE SAINT BOOKSTORE, Southport, Regno Unito
Valutazione del venditore 5 su 5 stelle
Paperback / softback. Condizione: New. New copy - Usually dispatched within 4 working days. Codice articolo B9781032041032
Compra nuovo
EUR 88,29
Spedizione EUR 16,15
Spedito da Regno Unito a U.S.A.
Spedito da Regno Unito a U.S.A.
Quantità: 1 disponibili
Foto dell'editore
Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization : Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization
Da: GreatBookPricesUK, Woodford Green, Regno Unito
Valutazione del venditore 5 su 5 stelle
Condizione: New. Codice articolo 46261628-n
Compra nuovo
EUR 88,27
Spedizione EUR 17,37
Spedito da Regno Unito a U.S.A.
Spedito da Regno Unito a U.S.A.
Quantità: Più di 20 disponibili