Afbeelding 1 van 1
Communication Efficient Federated Learning for Wireless Networks by Mingzhe Chen
Objectstaat:
7 beschikbaar
Verzendkosten:
Bevindt zich in: Fairfield, Ohio, Verenigde Staten
Levering:
Geschatte levering tussen za, 18 mei en do, 30 mei tot 43230
Retourbeleid:
30 dagen om te retourneren. Koper betaalt voor retourzending. Details bekijken- voor meer informatie over retourzendingen
Betalingen:
Winkel met vertrouwen
Verkopergegevens
- 98,2% positive feedback
Ingeschreven als zakelijke verkoper
De verkoper neemt de volledige verantwoordelijkheid voor deze aanbieding.
eBay-objectnummer:386821339550
Specificaties
- Objectstaat
- ISBN-13
- 9783031512650
- Book Title
- Communication Efficient Federated Learning for Wireless Networks
- ISBN
- 9783031512650
- Series
- Wireless Networks Ser.
- Publication Year
- 2024
- Type
- Textbook
- Format
- Hardcover
- Language
- English
- Publication Name
- Communication Efficient Federated Learning for Wireless Networks
- Item Length
- 9.3in
- Publisher
- Springer
- Item Width
- 6.1in
- Item Weight
- 15.9 Oz
- Number of Pages
- Xi, 179 Pages
Over dit product
Product Information
This book provides a comprehensive study of Federated Learning (FL) over wireless networks. It consists of three main parts: (a) Fundamentals and preliminaries of FL, (b) analysis and optimization of FL over wireless networks, and (c) applications of wireless FL for Internet-of-Things systems. In particular, in the first part, the authors provide a detailed overview on widely-studied FL framework. In the second part of this book, the authors comprehensively discuss three key wireless techniques including wireless resource management, quantization, and over-the-air computation to support the deployment of FL over realistic wireless networks. It also presents several solutions based on optimization theory, graph theory and machine learning to optimize the performance of FL over wireless networks. In the third part of this book, the authors introduce the use of wireless FL algorithms for autonomous vehicle control and mobile edge computing optimization. Machine learning and data-driven approaches have recently received considerable attention as key enablers for next-generation intelligent networks. Currently, most existing learning solutions for wireless networks rely on centralizing the training and inference processes by uploading data generated at edge devices to data centers. However, such a centralized paradigm may lead to privacy leakage, violate the latency constraints of mobile applications, or may be infeasible due to limited bandwidth or power constraints of edge devices. To address these issues, distributing machine learning at the network edge provides a promising solution, where edge devices collaboratively train a shared model using real-time generated mobile data. The avoidance of data uploading to a central server not only helps preserve privacy but also reduces network traffic congestion as well as communication cost. Federated learning (FL) is one of most important distributed learning algorithms. In particular, FL enables devices to train a shared machine learning model while keeping data locally. However, in FL, training machine learning models requires communication between wireless devices and edge servers over wireless links. Therefore, wireless impairments such as noise, interference, and uncertainties among wireless channel states will significantly affect the training process and performance of FL. For example, transmission delay can significantly impact the convergence time of FL algorithms. In consequence, it is necessary to optimize wireless network performance for the implementation of FL algorithms. This book targets researchers and advanced level students in computer science and electrical engineering. Professionals working in signal processing and machine learning will also buy this book.
Product Identifiers
Publisher
Springer
ISBN-10
3031512650
ISBN-13
9783031512650
eBay Product ID (ePID)
20064180751
Product Key Features
Publication Name
Communication Efficient Federated Learning for Wireless Networks
Format
Hardcover
Language
English
Series
Wireless Networks Ser.
Publication Year
2024
Type
Textbook
Number of Pages
Xi, 179 Pages
Dimensions
Item Length
9.3in
Item Width
6.1in
Item Weight
15.9 Oz
Additional Product Features
Number of Volumes
1 Vol.
Lc Classification Number
Tk5105.5-5105.9
Table of Content
Part. I. Fundamentals and Preliminaries of Federated Learning.- Chapter. 1. Introduction.- Chapter. 2. Fundamentals and Preliminaries of Federated Learning.- Chapter. 3. Resource Management for Federated Learning.- Chapter. 4. Quantization for Federated Learning.- Chapter. 5. Federated Learning with Over the Air Computation.- Chapter. 6. Federated Learning for Autonomous Vehicles Control.- Chapter. 7. Federated Learning for Mobile Edge Computing.
Copyright Date
2024
Topic
Engineering (General), Probability & Statistics / General, Networking / General, Intelligence (Ai) & Semantics
Dewey Decimal
621.3840285631
Dewey Edition
23
Illustrated
Yes
Genre
Computers, Technology & Engineering, Mathematics
Objectbeschrijving van de verkoper
Informatie van zakelijke verkoper
Premier Books LLC
David Taylor
26C Trolley Sq
19806-3356 Wilmington, DE
United States
Ik verklaar dat al mijn verkoopactiviteiten zullen voldoen aan alle wet- en regelgeving van de EU.
De verkoper neemt de volledige verantwoordelijkheid voor deze aanbieding.
eBay-objectnummer:386821339550
Verzending en verwerking
Objectlocatie:
Fairfield, Ohio, Verenigde Staten
Wordt verzonden naar:
Afghanistan, AlbaniΓ«, Algerije, Andorra, Angola, Anguilla, Antigua en Barbuda, ArgentiniΓ«, ArmeniΓ«, Aruba, AustraliΓ«, Azerbeidzjan, Bahama's, Bahrein, Bangladesh, BelgiΓ«, Belize, Benin, Bermuda, Bhutan, Bolivia, BosniΓ« en Herzegovina, Botswana, BraziliΓ«, Britse Maagdeneilanden, Brunei Darussalam, Bulgarije, Burkina Faso, Burundi, Cambodja, Canada, Centraal-Afrikaanse Republiek, Chili, China, Colombia, Comoren, Cookeilanden, Costa Rica, Cyprus, Democratische Republiek Congo, Denemarken, Djibouti, Dominica, Dominicaanse Republiek, Duitsland, Ecuador, Egypte, El Salvador, Equatoriaal-Guinea, Eritrea, Estland, EthiopiΓ«, Falklandeilanden (Islas Malvinas), Fiji, Filipijnen, Finland, Frankrijk, Gabon, Gambia, GeorgiΓ«, Ghana, Gibraltar, Grenada, Griekenland, Groenland, Guatemala, Guernsey, Guinee, Guinee-Bissau, Guyana, HaΓ―ti, Honduras, Hongarije, Hongkong, IJsland, Ierland, India, IndonesiΓ«, Irak, IsraΓ«l, ItaliΓ«, Ivoorkust, Jamaica, Japan, Jemen, Jersey, JordaniΓ«, Kaaimaneilanden, Kaapverdische eilanden, Kameroen, Kazachstan, Kenia, KirgiziΓ«, Kiribati, Koeweit, KroatiΓ«, Laos, Lesotho, Letland, Libanon, Liberia, Liechtenstein, Litouwen, Luxemburg, Macau, MacedoniΓ«, Madagaskar, Malawi, Maldiven, MaleisiΓ«, Mali, Malta, Marokko, MauritaniΓ«, Mauritius, Mayotte, Mexico, MoldaviΓ«, Monaco, MongoliΓ«, Montenegro, Montserrat, Mozambique, NamibiΓ«, Nauru, Nederland, Nederlandse Antillen, Nepal, Nicaragua, Nieuw-Zeeland, Niger, Nigeria, Niue, Noorwegen, Oeganda, Oezbekistan, Oman, Oostenrijk, Pakistan, Paraguay, Peru, Polen, Portugal, Qatar, Republiek Congo, RoemeniΓ«, Rwanda, Saint Kitts en Nevis, Saint Lucia, Saint Pierre en Miquelon, Saint Vincent en de Grenadines, San Marino, Saudi-ArabiΓ«, Senegal, ServiΓ«, Seychellen, Sierra Leone, Singapore, Sint-Helena, SloveniΓ«, Slowakije, Solomoneilanden, SomaliΓ«, Spanje, Spitsbergen en Jan Mayen, Sri Lanka, Suriname, Swaziland, Tadzjikistan, Taiwan, Tanzania, Thailand, Togo, Tonga, Trinidad en Tobago, Tsjaad, TsjechiΓ«, TunesiΓ«, Turkije, Turkmenistan, Turks- en Caicoseilanden, Tuvalu, Uruguay, Vanuatu, Vaticaanstad, Verenigd Koninkrijk, Verenigde Arabische Emiraten, Vietnam, Wallis en Futuna, Wereldwijd, Westelijke Sahara, Zambia, Zimbabwe, Zuid-Afrika, Zuid-Korea, Zweden, Zwitserland
Uitgesloten:
APO/FPO, Alaska/HawaΓ―, Amerikaanse protectoraten, Barbados, Frans-Guyana, Frans-PolynesiΓ«, Guadeloupe, LibiΓ«, Martinique, Nieuw-CaledoniΓ«, OekraΓ―ne, Panama, Papoea-Nieuw-Guinea, Russische Federatie, RΓ©union, Venezuela, Westelijk Samoa, Wit-Rusland
Verzending en verwerking | Elk volgende object | Tot | Service | Levering*Zie opmerkingen over levering |
---|---|---|---|---|
Gratis verzending | Gratis | Verenigde Staten | Economy Shipping | Geschatte levering tussen za, 18 mei en do, 30 mei tot 43230 |
Verwerkingstijd |
---|
Wordt doorgaans binnen 10 werkdagen na ontvangst van betaling verzonden. |
Belasting |
---|
Er kunnen belastingen van toepassing zijn tijdens Betalen. Meer weten?Lees meer over het betalen van belastingen op eBay-aankopen. |
Btw voor objectnr.386821339550
Btw voor objectnr.386821339550
Verkoper berekent btw op objecten die naar de volgende staten worden verzonden:
Staat | Btw-tarief |
---|
Retourbeleid
Nadat u het object hebt ontvangen, kunt u contact opnemen met de verkoper binnen | Terugbetaling wordt verstrekt als | Kosten voor retourzending |
---|---|---|
30 dagen | Geld terug | Koper betaalt voor retourzending |
De koper is verantwoordelijk voor de kosten van de retourzending.
Details retourbeleid |
---|
Retourzendingen geaccepteerd |
Betalingsgegevens
Betalingsmethoden
Populaire rubrieken in deze winkel
Ingeschreven als zakelijke verkoper
Feedback verkoper (1.022.072)
n***t (568)- Feedback gegeven door koper.
Afgelopen maand
Geverifieerde aankoop
Really fast delivery service. The book is in mint condition. A no.1 seller in my book! Would definitely buy from this seller again. Love it and thank you! AAAAA +++++ ππ»ππ»ππ»ππ»ππ»
t***s (2214)- Feedback gegeven door koper.
Afgelopen maand
Geverifieerde aankoop
As described
d***n (293)- Feedback gegeven door koper.
Afgelopen maand
Geverifieerde aankoop
Great