Federated Learning for Healthcare
Language: English
Published by CRC Press, 2026
- Hardcover
- New

Condition: New
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R. Anandan completed his UG, PG, Doctorate in Computer Science and Engineering and Post-Doctoral Degree - D.Sc. in Computer Science and Engineering from Mexico in North America.He is IBMS/390 Mainframe professional and he is recognized as Chartere.
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- Title
- Federated Learning for Healthcare
- Publisher
- CRC Press
- Publication year
- 2026
- Condition
- New
- Binding
- Hardcover
- Language
- English
- ISBN 10
- 1032978104
- ISBN 13
- 9781032978109
The book offers an in-depth exploration of federated learning and its transformative impact on the healthcare industry. It begins by introducing the foundational concepts of federated learning, including its methods and applications within various healthcare domains. It explores how federated learning allows for model training using decentralised data, such as patient records, medical imaging, and wearable sensor data, without centralising sensitive information. This approach ensures patient privacy and addresses critical challenges in healthcare data management.
- A detailed overview of federated learning, its principles, and its relevance to the healthcare sector
- Insights into how federated learning enhances clinical decision-making, disease prediction, diagnosis, and personalised treatment through decentralised data sources
- Examination of issues such as communication overhead, model heterogeneity, and data distribution imbalance, with strategies to overcome these challenges
- Practical examples of successful federated learning implementations in healthcare demonstrate its impact on patient care and operational efficiency
- Discussions on maintaining data privacy, ensuring compliance with regulations, and addressing ethical concerns
This book is for researchers, healthcare professionals, data scientists, and policymakers interested in leveraging federated learning to enhance healthcare.
"Synopsis" may belong to another edition of this title.
About the Author
R. Anandan completed his UG, PG, Doctorate in Computer Science and Engineering and Post-Doctoral Degree - D.Sc. in Computer Science and Engineering from Mexico in North America.He is IBMS/390 Mainframe professional and he is recognized as Chartered Engineer from Institution of Engineers in India and received fellowship from Bose Science Society, India. He completed 7 certification courses mainly from CISCO. He is currently working as Professor, Department of Computer Science and Engineering, School of Engineering and Director – Innovation and Incubation, Vels Institute of Science, Technology & Advanced Studies (VISTAS), Chennai, Tamil Nadu, India which is Pioneer Institution in Engineering. He has vast experience in corporate and all levels of Academic in Computer Science and Engineering his knowledge of interests not limited to Artificial intelligence Soft Computing, Machine Learning, High Performance Computing, Big data Analytics, Image Processing, 3D printing and knowledge Engineering. Under his eminent guidance 8 Ph.D Research Scholars are pursuing, under his Supervision. 11 Ph.D., Research Scholars have been awarded under his Guidance and Supervision. He associated as Member in many reputed International and National societies like International Association of Engineers (IAENG) Hong Kong, Computer Science Teacher Association (CSTA) New York, Universal Association of Computer and Electronics Engineers, USA, Association of Computer Sciences and Information Technology (IACSIT), Singapore, Institution of Engineers, India, Computer Society of India and Indian Society of Technical Education (I.S.T.E). He serves as Editorial Board Member / Technical Committee/ Reviewer of International Journal such Arab/UK/USA journals. He servers as International Committee Members towards International Conference conducted in association with Springer and Scopus.
He has published more than 135 research papers in various International Journals such in Scopus, SCI and referred journal. He has presented 90 papers at various International Conferences. He received 20 awards from National and Inter-National Agencies He authored and Edited 26 books which includes 10 International Books and published 30 chapters in various International Books. He filed 20 patents of his work and 1 International and 3 Indian Patent granted. He received grant for his Project sanctioned by AICTE under Research Promotion Scheme for the year 2021-2022 and MSME Idea Hackathon 2022 for the year 2021-2022 also received 3 project grants from the private organization. He done Consultancy Projects for some of the reputed organization and also associated as Knowledge Partner in leading Software Company.
Souvik Pal is a Professor in the Department of Computer Science and Engineering at Sister Nivedita University (Techno India Group), Kolkata, India. He holds M.Tech and Ph.D. degrees in Computer Science and Engineering from KIIT University, Bhubaneswar, and brings over a decade of academic and research experience to his role. Prior to joining Sister Nivedita University, Dr. Pal held academic positions at several esteemed institutions, including Global Institute of Management and Technology; Brainware University, Kolkata; JIS College of Engineering, Nadia; Elitte College of Engineering, Kolkata; and Nalanda Institute of Technology, Bhubaneswar.
Dr. Pal is the author or editor of more than 25 books published by leading international and he holds three patents. He currently serves as Series Editor for several notable book series, including Advances in Learning Analytics for Intelligent Cloud-IoT System, Internet of Things: Data-Centric Intelligent Computing, Informatics, and Communication (CRC Press, Taylor & Francis Group), and Conference Proceedings Series on Intelligent Systems, Data Engineering, and Optimization (CRC Press, Taylor & Francis Group). A prolific researcher, Dr. Pal has published extensively in Scopus-indexed, SCI, and SCIE journals and international conferences. He has served as the Organizing Chair for RICE 2019 and RICE 2020 (Vietnam), and ICICIT 2019 (Tunisia), and has delivered keynote addresses at ICICCT 2019 (Turkey) and ICTIDS 2019, 2021 (Malaysia). He has also contributed as Proceedings Editor for several international conferences. His professional contributions include serving as Associate Editor, Guest Editor, and Editorial Board Member for over 100 reputed international journals and conferences. Dr. Pal’s research interests include cloud computing, big data, the Internet of Things (IoT), wireless sensor networks, and data analytics. He is an active member of numerous professional organizations, including IEEE, CSI, CSTA/ACM (USA), IAENG (Hong Kong), IRED (USA), MACEEE (India), IACSIT (Singapore), and MAASCIT (USA).
D. Balaganesh, Vice Dean of Computer Science and Informatics at the Berlin School of Business and Innovation, Germany. With 23 years of professional teaching experience spanning multiple countries including India, Oman, Malaysia, and Germany, Professor Balaganesh is a seasoned academic with a deep expertise in Information Technology and the latest wireless fidelity innovations. His research interests are focused on Data Science, AI, malware detection, web mining, and open-source technology.
As Vice Dean of Computer Science and Informatics, Professor Balaganesh has delivered comprehensive training in mobile applications, open-source ERP, software testing, and MySQL. He has developed significant software applications such as "Timetable Automation" and "Online Exam," and has also authored and edited numerous books and book chapters. His ability to elucidate complex technical concepts in a clear and precise manner is widely recognized. Actively involved in several professional bodies, Professor Balaganesh is an elected member of the Michigan Association for Computer Users in Learning (MACUL) in the USA, a member of the International Association of Engineers (IAENG) in Hong Kong, a member of the Institute for Engineering Research and Publication (IFERP), and a member of the Computer Science Teacher Association (CSTA) in New York. He serves on editorial boards, technical committees, and as a reviewer for numerous international journals from regions such as the Arab world, Poland, Europe, and the USA.
He is a key editor of the book "Intelligent Computing and Innovation on Data Science: Lecture Notes in Networks and Systems" and has edited two notable book chapters: "Internet-of-Robotic-Things and Ubiquitous Computing" and "The Internet of Medical Things (IoMT): Healthcare Transformation”.
ORCiD: https://orcid.org/0000-0003-3771-3795
Farshad Badie holds a PhD (earned from Aalborg University in Denmark) in Human-Centered Communication & Informatics, specializing in logic, information science, and learning/cognitive science within socio-technical communication/interaction systems. Dr. Badie’s research primarily focuses on conceptual/logical languages and their applications in semantic knowledge modelling. Specifically, his research frameworks involve the logical, ontological, and semantic analysis of the fundamental components of meaning and cognition within cognitive/knowledge agents’ interactions. Furthermore, he analytically explores the conceptual and logical aspects of change and innovation in human-centered and organisational contexts, considering both systematic and strategic viewpoints. Dr. Badie has a high record of publications in well-known journals, conference proceedings, and book series. Additionally, he serves as an editorial board member and reviewer for numerous journals. He has also participated as an organising and scientific committee member in over 170 conferences and workshops held across Europe, America, Australia, Asia, and Africa.
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Moluna GmbH
Engberdingdamm 27
Greven, Germany 48268
Terms of sale
Instructions for revocation/
Standard Business Terms and customer information/ data protection declaration
Revocation right for consumers
(A ‘consumer’ is any natural person who concludes a legal transaction which, to an overwhelming extent, cannot be attributed to either his commercial or independent professional activities.)
Instructions for revocation
Revocation right
You have the right to revoke this contract within one month without specifying any reasons.
The revocation period is one month with effect from the day,
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on which you or a third party nominated by you, which is not the carrier, had taken possession of the products, provided you had ordered one or more products within the scope of a standard order and this/these product/products is/are delivered uniformly;
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on which you or a third party nominated by you, which is not the carrier, had taken possession of the last product, provided you had ordered several products within the scope of a standard order and these products are delivered separately;
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on which you or a third party nominated by you, which is not the carrier, had taken possession of the last part delivery or the last unit, provided you had ordered a product, which is delivered in several part deliveries or units;
In order to exercise your revocation right, you must inform us (Moluna GmbH, Engberdingdamm 27, 48268 Greven, Telephone number: 02571/5 69 89 33, Fax number: 02571/5 69 89 30, E-Mail address: abe@moluna.de) of your decision to revoke this contract by means of a clear declaration (e.g. a letter sent via post, fax or email). You can use the enclosed specimen revocation form for this, which however is not mandatory.
In order to safeguard the revocation period, it is sufficient that you send the notification about the exercise of the revocation right before the expiry of the revocation period.
Consequences of the revocation
If you revoke this contract, we shall repay all the payments, which we received from you, including the delivery costs (with the exception of additional costs, which arise from that fact that you selected a form of delivery other than the most reasonable standard delivery offered by us), immediately and at the latest within 14 days from the day on which we received the notification about the revocation of this contract from you. We use the same means of payment, which you had originally used during the original transaction, for this repayment unless expressly agreed otherwise with you; you will not be charged any fees owing to this repayment.
We can refuse the repayment until the products are returned to us or until you have furnished evidence that you have sent the products back to us, depending on whichever is earlier.
You must return or transfer the products to us immediately and, in any case, at the latest within 14 days with effect from the day on which you inform us of the revocation of this contract. The deadline is maintained if you send the products before the expiry of the 14 day deadline.
You bear the direct costs for returning the products.
You must pay for any depreciation of the products only if this depreciation can be attributed to any handling with you that was not necessary for checking the condition, features and functionality of the products.
Criteria for exclusion or expiry
The revocation right is not available for contracts
for delivery of products, which are not prefabricated and for whose manufacturing an individual selection or stipulation by the consumer is important or which are clearly tailored to the personal requirements of the consumer;
for delivery of products, which can spoil quickly or whose use-by date would be exceeded quickly;
for delivery of alcoholic drinks, whose price was agreed at the time of concluding the contract, which however can be delivered 30 days after the conclusion of the contract at the earliest and whose current value depends on the fluctuations in the market, on which the entrepreneur has no influence;
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The revocation right expires prematurely in case of contracts
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for delivery of sound or video recording or computer software in a sealed package if the seal has been removed after the delivery.
Specimen - revocation form
(If you wish to revoke the contract, please fill up this form and send it back to us.)
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To Moluna GmbH, Münsterstr. 105, 48268 Greven, Fax number: 02571/5 69 89 30, Email address: abe@moluna.de :
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I/we () herewith revoke the contract concluded by me/ us () regarding the purchase of the following products ()/
the provision of the following service () -
Ordered on ()/ received on ()
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Name of the consumer(s)
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Address of the consumer(s)
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Standard Business Terms and customer information / data protection declaration
I. Standard business terms
§ 1 Basic provisions
(1) The following terms and conditions of business apply for all contracts concluded with us as the supplier (Moluna GmbH) via the websites AbeBooks and/or ZVAB. Unless otherwise agreed, the inclusion of your own terms and conditions is explicitly rejected.
(2) A ‘consumer’ in the sense of the following regulations is every natural person who concludes a legal transaction which, to an overwhelming extent, cannot be attributed to either his commercial or independent professional activities. The term ‘businessman’ refers to every natural person, legal person or legally responsible partnership that concludes a legal transaction in pursuance of his/its independent professional or commercial activity.
§ 2 Conclusion of the contract
(1) The subject-matter of the contract is the selling of products .
(2) If an article is placed by us with AbeBooks or ZVAB, the activation of the page on AbeBooks or ZVAB shall involve the binding offer to conclude a contract under the terms and conditions contained in the article page.
(3) The contract shall become effective via the online shopping cart system as follows:
The products intended for purchase are moved to the "shopping cart". You can select the "Shopping Cart" using the appropriate buttons on the navigation bar and make changes there at any time.
After calling up the “Checkout” page and entering the required personal data and payment and shipping conditions, all order information is then displayed again on the order summary page.
Before submitting the order, you have the ability once more to review or change any information here (you may also use the "back" button on the Internet browser), or to cancel the purchase.
By clicking the “Buy now” button to submit the order, you declare your legally binding acceptance of the order which makes the contract effective.
(4) The execution of the order and the sending of all the details necessitated by the conclusion of the contract take place via e-mail, in a partially-automated manner. Consequently, you have to ensure that the e-mail address that you have deposited with us is the correct one, and that the receipt of the respective e-mails is guaranteed. In particular, you have to ensure that the respective e-mails are not blocked by a SPAM filter.
§ 3 Right of retention, reservation of proprietary rights
(1) You can only exercise a right of retention if the situation in question involves claims arising from the same contractual relationship.
(2) The goods remain our property until the purchase price is paid in full.
(3) If you are a businessman, the following conditions also apply:
a) We retain ownership of the goods until all the claims arising from the ongoing business relationship have been settled in full. The goods subject to retention of title may not be pledged or transferred by way of security before ownership of the said goods changes hands.
b) You can re-sell the goods within the framework of an orderly transaction. In this regard, you hereby cede all the claims amounting to the magnitude of the billing amount that accrue to you as a result of the re-selling operation to us, and we accept the cession. Furthermore, you are authorised to collect the claim in question. However, insofar as you do not discharge your payment obligations in an orderly fashion, we reserve the right to collect the claim ourselves.
c) In a situation involving the combination and amalgamation of the goods subject to retention of title, we acquire co-ownership of the newly-formed item. This co-ownership corresponds to the ratio that exists between the invoice value of the goods subject to retention of title and the other processed items at the time of processing.
d) If you make a request of this nature, we shall be obligated to release the securities that are due to us, to the extent that the realisable value of our securities exceeds the claim to be secured by more than 10%. We are responsible for selecting the securities to be released.
§ 4 Warranty
(1) The statutory warranty rights are applicable.
(2) As a consumer, you are requested to promptly check the product for completeness, visible defects and transport damage as soon as it is delivered, and promptly disclose your complaints to us and the shipping company in writing. Even if you do not comply with this request, it shall have no effect on your legal warranty claims.
(3) If a characteristic of the goods deviates from the objective requirements, the deviation shall only be deemed to be agreed if you were informed of the same by us before submitting the contractual declaration and the deviation was expressly and separately agreed between the contracting parties.
(4)
Insofar as you are an entrepreneur, the following shall apply in deviation from the above warranty provisions:
a) Only our own specifications and the manufacturer's product description shall be deemed agreed as the quality of the goods, but not other advertising, public promotions and statements by the manufacturer.
b) In the event of defects, we shall, at our discretion, provide warranty by rectification of the defect or subsequent delivery. If the rectification of defects fails, you may, at your option, demand a reduction in price or withdraw from the contract. The rectification of defects shall be deemed to have failed after a second unsuccessful attempt, unless the nature of the goods or the defect or other circumstances indicate otherwise. In the event of rectification of defects, we shall not be obliged to bear the increased costs arising from the transport of the goods to a place other than the place of performance, unless such transport is in accordance with the intended use of the goods.
c) The warranty period shall be one year from delivery of the goods. The shortening of the period shall not apply
- for culpable damage attributable to us arising from injury to life, limb or health and for other damage caused intentionally or by gross negligence;
- insofar as we have fraudulently concealed the defect or have assumed a guarantee for the quality of the item;
- in the case of items which have been used for a building in accordance with their customary use and have caused its defectiveness;
- in the case of statutory rights of recourse that you may assert against us in connection with rights arising from defects.
§ 5 Choice of law, place of fulfilment, jurisdiction
(1) German law shall apply. This choice of law only applies to customers if it does not result in the revocation of the protection guaranteed by the mandatory provisions of the law of the country in which the respective customer’s usual place of residence is located (benefit-of-the-doubt principle).
(2) If you are not a consumer, but a businessman, a legal entity under public law or an institutional fund governed by public law, our place of business is the place of jurisdiction as well as the place of fulfilment for all services that follow from the business relationships that exist with us. The same condition applies to situations in which you are not associated with a general place of jurisdiction in Germany or the EU, as well as situations in which the place of residence or the usual place of residence is not known at the time of commencement of proceedings. This has no bearing on the capacity to call upon the court associated with another place of jurisdiction.
(3) The provisions of the UN Convention on Contracts for the International Sale of Goods are explicitly inapplicable.
II. Customer information
- Identity of the seller
Moluna GmbH
Engberdingdamm 27
48268 Greven
Germany
Telephone: 02571/5698933
E-Mail: abe@moluna.de
- Information regarding the conclusion of the contract
The technical steps associated with the conclusion of the contract, the contract conclusion itself and the correction options are executed in accordance to the regulations "conclusion of the contract" in our standard business terms (part I.).
- Contractual language, saving the text of the contract
3.1 Contract language shall be English.
3.2 The complete text of the contract is not saved with us. Before the order is sent, the contract data can be printed out or electronically saved using the browser’s print function. After the order is received by us, the order data, the legally-mandated details related to distance selling contracts and the standard business terms are re-sent to you via e-mail.
- Main features of the product or service
The key features of the goods and/or services can be found in the respective quote.
- Prices and payment arrangements
5.1 The prices mentioned in the respective offers represent total prices, as do the shipping costs. They include all the price components, including all the incidental taxes.
5.2 The dispatch costs that are incurred are not included in the purchase price. They can be viewed by clicking the appropriate button on our website or in the respective quote, are shown separately over the course of the order transaction and must additionally be borne by you, insofar as free delivery is not confirmed.
5.3 The payment methods that are available to you are shown by clicking the appropriate button on our website or are disclosed in the respective quote.
5.4 Unless otherwise specified for the respective payment methods, the payment claims arising from the contract that has been concluded become payable immediately.
- Delivery conditions
6.1 The delivery conditions, delivery date and existing supply restrictions, if applicable, can be found by clicking the appropriate button on our website or in the respective quote.
Unless a different period is specified in the item description or our delivery conditions, the goods are delivered within 3-5 days after the conclusion of the contract (in case an advance payment has been agreed upon, after the payment authorisation).
6.2 If you are a consumer, the following is statutorily regulated: The risk of the sold item accidentally being destroyed or degraded during shipping only passes over to you when the item in question is delivered, regardless of whether or not the shipping operation is insured. This condition does not apply if you have independently commissioned a transport company that has not been specified by us or a person who has otherwise been appointed to execute the shipping operation.
If you are a businessman, the delivery and shipping operations take place at your own risk.
- Statutory warranty right
Liability for defects is governed by the “Warranty” provisions in our General Terms and Conditions of Business (Part I).
last update: 01.01.2022
Data protection declaration
Unless stated otherwise below, the provision of your personal data is neither legally nor contractually obligatory, nor required for conclusion of a contract. You are not obliged to provide your data. Not providing it will have no consequences. This only applies as long as the processing procedures below do not state otherwise.
“Personal data” is any information relating to an identified or identifiable natural person.
Responsible person
Contact us at any time. The contact details of the person responsible for data processing can be found in our legal notice.
Collection, processing, and transfer of personal data in orders
When you submit an order we only collect and use your personal data insofar as this is necessary for the fulfilment and handling of your order as well as processing of your queries. The provision of data is necessary for conclusion of a contract. Failure to provide it will prevent the conclusion of any contract. The processing will occur on the basis of Article 6(1) b) GDPR and is required for the fulfilment of a contract with you.
Your data is transferred here for example to the shipping companies and dropshipping providers, payment service providers, service providers for handling the order and IT service providers that you have selected. We will comply strictly with legal requirements in every case. The scope of data transmission is restricted to a minimum.
Duration of storage
After contractual processing has been completed, the data is initially stored for the duration of the warranty period, then in accordance with the retention periods prescribed by law, especially tax and commercial law, and then deleted after the period has elapsed, unless you have agreed to further processing and use.
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If the legal requirements are fulfilled, you have the following rights according to art. 15 to 20 GDPR: Right to information, correction, deletion, restriction of processing, data portability. You also have a right of objection against processing based on art. 6 (1) GDPR, and to processing for the purposes of direct marketing, according to art. 21 (1) GDPR.
Right to complain to the regulatory authority
You have the right to complain to the regulatory authority according to art. 77 GDPR if you believe that your data is not being processed legally.
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If the data processing outlined here is based on our legitimate interests in accordance with Article 6(1)f) GDPR, you have the right for reasons arising from your particular situation to object at any time to the processing of your data with future effect.
If the objection is successful, we will no longer process the personal data, unless we can demonstrate compelling legitimate grounds for the processing that outweigh your interests or rights and freedoms, or the processing is intended for the assertion, exercise or defence of legal claims.
last update: 10.01.2022