B.K. Tripathy – författare
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1 212 kr
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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.
1 212 kr
Läs direkt efter köp
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.
2 661 kr
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1 025 kr
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2 084 kr
Kommande
2 740 kr
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1 108 kr
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The term IoT, which was first proposed by Kevin Ashton, a British technologist, in 1999 has the potential to impact everything from new product opportunities to shop floor optimization to factory worker efficiency gains, that will power top-line and bottom-line gains. As IoT technology is being put to diversified use, the current technology needs to be improved to enhance privacy and built secure devices by adopting a security-focused approach, reducing the amount of data collected, increasing transparency and providing consumers with a choice to opt out. Therefore, the current volume has been compiled, in an effort to draw the various issues in IoT, challenges faced and existing solutions so far.
Key Points:
• Provides an overview of basic concepts and technologies of IoT with communication technologies ranging from 4G to 5G and its architecture.
• Discusses recent security and privacy studies and social behavior of human beings over IoT.
• Covers the issues related to sensors, business model, principles, paradigms, green IoT and solutions to handle relevant challenges.
• Presents the readers with practical ideas of using IoT, how it deals with human dynamics, the ecosystem, the social objects and their relation.
• Deals with the challenges involved in surpassing diversified architecture, protocol, communications, integrity and security.
1 108 kr
Läs direkt efter köp
The term IoT, which was first proposed by Kevin Ashton, a British technologist, in 1999 has the potential to impact everything from new product opportunities to shop floor optimization to factory worker efficiency gains, that will power top-line and bottom-line gains. As IoT technology is being put to diversified use, the current technology needs to be improved to enhance privacy and built secure devices by adopting a security-focused approach, reducing the amount of data collected, increasing transparency and providing consumers with a choice to opt out. Therefore, the current volume has been compiled, in an effort to draw the various issues in IoT, challenges faced and existing solutions so far.
Key Points:
• Provides an overview of basic concepts and technologies of IoT with communication technologies ranging from 4G to 5G and its architecture.
• Discusses recent security and privacy studies and social behavior of human beings over IoT.
• Covers the issues related to sensors, business model, principles, paradigms, green IoT and solutions to handle relevant challenges.
• Presents the readers with practical ideas of using IoT, how it deals with human dynamics, the ecosystem, the social objects and their relation.
• Deals with the challenges involved in surpassing diversified architecture, protocol, communications, integrity and security.
3 469 kr
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