Emerging Trends and Future Directions in Artificial Intelligence, Machine Learning, and Internet of Things Innovations
Language: English
Published by CRC Press, 2025
- Softcover
- New

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- Title
- Emerging Trends and Future Directions in Artificial Intelligence, Machine Learning, and Internet of Things Innovations
- Publisher
- CRC Press
- Publication year
- 2025
- Condition
- New
- Binding
- Soft cover
- Language
- English
- ISBN 10
- 1041146086
- ISBN 13
- 9781041146087
The “North East India AI Summit: Unravelling Trends (NEIAIS 2025)” served as a vibrant platform for the exchange of cutting-edge ideas and research in the field of Artificial Intelligence, with a strong emphasis on both foundational theo□ries and real-world applications. The summit brought together experts, researchers, and enthusiasts to explore critical areas including Machine Learning, Deep Learning, Computer Vision, Natural Language Processing, Smart Systems, IoT Security, Network Technology, and Artificial Intelligence in Healthcare and Biomedical Applications. Discussions also delved into emerging trends and computational techniques, highlighting the transformative potential of AI in addressing complex, real-world challenges. The conference received an overwhelming response, attracting more than 120 research paper submissions from various regions of India and abroad. After a rigorous review process, 55 high-quality papers were accepted, out of which over 44 papers were registered for presentation at the summit. By fostering interdisciplinary col□laboration and showcasing impactful innovations, NEIAIS 2025 aims to inspire sustained research, technological growth, and broader societal benefits.
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About the Author
Dr. Khumukcham Robindro Singh received his Master’s degree in Computer Application from Manipur University, Imphal, in 2007, and was awarded his Ph.D. from Gauhati University, Guwahati, Assam, in 2013. With approximately 12 years of professional experience, he is currently serving as Assistant Professor and Head of the Department of Computer Science at Manipur University, Imphal―a Central University of India. Dr. Singh is also the Chairman of the eOffice Implementation Committee, where he is actively spearheading the university’s digital transformation initiatives. Additionally, he has frequently served on the College Inspection Team of the university and has been appointed as the Nodal Officer of the Ek Bharat Shreshtha Bharat (EBSB) Cell, Manipur University. A sought-after speaker, Dr. Singh has been invited by several departments within and outside the university to deliver expert talks on Artificial Intelligence and its applications. He has published around 15 research articles in reputed SCIE/Scopus indexed international journals, over 10 book chapters, and 12 papers in conference proceedings. Under his guidance, three Ph.D. scholars have successfully completed their research, and he has mentored 30 MCA major project theses. Dr. Singh has completed a major research project in collaboration with IIT Guwahati and Tezpur University, funded by the Ministry of Electronics and Information Technology (MeitY), Government of India. He has also organised two National Workshops on High Performance Computing in collaboration with CDAC Pune and IIT Kharagpur under the National Supercomputing Mission. He serves as a reviewer for several reputed international journals, and his primary research interests include Artificial Intelligence, Machine Learning, and Deep Learning.
Dr. Nazrul Hoque received his Ph.D. degree in Computer Science and Engineering from Tezpur University, Tezpur, India, in 2017. He is currently working as an Assistant Professor in the Department of Computer Science, Manipur University, Canchipur, Imphal, India. He has published more than 40 papers in international journals and referred to conference proceedings. Dr. Hoque has published papers in IEEE Communication Surveys and Tutorials, IEEE Access, Expert Systems with Applications, Computer Communications, Complex and Intelligent Systems, Security and Privacy, and Cybersecurity. He is a member of the editorial team of the Journal Scientific Reports. His research interests include Machine Learning, Network Security, and the Internet of Things.
Dr. Arnab Kumar Maji received his B.E. degree in Information Science and Engineering from Visvesvaraya Technological University (VTU) in 2003 and M.Tech in Information Technology from Bengal Engineering and Science University, Shibpur (currently IIEST, Shibpur) in 2006. He received his Ph.D. from Assam University, Silchar (a Central University of India) in 2016. He has approximately 20 years of professional experience. He is currently working as Associate Professor in the Department of Information Technology, North-Eastern Hill University, Shillong (a Central University of India). He has published around 40 articles in different reputed SCIE/SCOPUS-Indexed International Journals, more than 12 articles as book chapter, 30 papers as conference proceedings, and authored 03 books with several international Publishers like Elsevier, Springer, IEEE, MDPI, IGI Global, and McMilan International. 08 PhD scholars are successfully guided by him. He has also guided successfully 18 M.Tech theses. He is also reviewer of several reputed international journals and a guest editor for a Springer journal. 02 patents and 01 copyright are granted in his name. His Research interests include Computer Vision and Natural Language Processing.
Dr. Sabyasachi Mondal is an Associate Professor in the Department of Mathematics at North-Eastern Hill University, Shillong, Meghalaya, India. He obtained his B.Sc. (Hons.) in Mathematics, M.Sc. in Applied Mathematics, and Ph.D. in Computational Fluid Dynamics from Visva-Bharati Santiniketan, West Bengal, India. He worked as a ‘Postdoctoral Research Fellow’ at the University of KwaZulu-Natal, South Africa. His areas of research interest include Computational Fluid Dynamics, Heat and Mass Transport, and Nanofluid flow. With 13 years of teaching experience, he has more than 95 (SCOPUS 78) International Publications in different reputed journals, books, and conferences in his credit. Also, Dr. Mondal has published 01 Indian patent and filed 01 Indian patent recently. Dr. Mondal delivered 06 invited talks in different universities and colleges. He is an editorial board member in 06 international journals and is a reviewer for more than 50 reputed journals which include Elsevier, Springer, Wiley, and Taylor & Fransis. Dr. Mondal has received various prestigious funds and fellowships like UKZN PDF fellowship, Claude Leone Postdoctoral fellowship, and NRF travel grants. Dr. Mondal has research collaborations with various eminent scientists in India and abroad, like South Africa, Botswana, Malaysia, and Iran. His research has led to him being selected as ‘Top 2% Most Influential Scientists’ list published by ‘Standford University and SCOPUS for the year 2022–2023 in the domain of ‘Mechanical Engineering and Transports’ and ‘Applied Mathematics’.
Dr. Jyoti Sekhar Banerjee is currently serving as the Head of the Department of the Computer Science and Engineering (AI & ML) at the Bengal Institute of Technology, Kolkata, India. He also serves as the Professor-in-Charge, R&D and Consultancy Cell, and as the Nodal Officer of the IPR Cell at BIT. Since 2024, he also works as a Remote Researcher in the Internet of THings & AppliCAtions Lab (ITHACA) at the Department of Electrical and Computer Engineering, University of Western Macedonia, Greece. He is the former Remote Research Fellow of the Cognitive Computing and Brain Informatics Research Group (CCBI) at Nottingham Trent University (NTU), UK. Dr. Banerjee holds his Post>Doctoral Fellowship at Nottingham Trent University, UK, in the Department of Computer Science. He also completed the Post Graduate Diploma in IPR & TBM from MAKAUT, WB. He has teaching and research experience spanning 20 years and completed one IEI funded project. He is a member of the CSI, IEEE, ISTE, IEI, ISOC, IAENG, and a fellow of IETE. He presently serves as Secretary-cum-Treasurer of the ISTE WB Section and Secretary of the IETE, Kolkata Centre. He is the Immediate Past Secretary of the Computer Society of India, Kolkata Chapter. Dr. Banerjee is also elected as the Vice Chairman Cum Chairman Elect in Computer Society of India, Kolkata Chapter, for 2025–2027.
Dr. Siddhartha Bhattacharyya [FRSA, FIET (UK), FIEI, FIETE, FSCRS, LFOSI, SMIEEE, SMACM, SMAAIA, SMIETI, LMCSI, LMISTE] is currently a senior researcher at VSB – Technical University of Ostrava, Ostrava, Czech Republic. He is also a Scientific Advisor at Algebra University, Zagreb, Croatia. Prior to this, he was the Principal of Rajnagar Mahavidyalaya, Birbhum, India. Before this, he was a professor at CHRIST (Deemed to be University), Bangalore, India. He also served as the Principal of RCC Institute of Information Technology, Kolkata, India. He has also served as a Senior Research Scientist at VSB Technical University of Ostrava, Czech Republic. He is the recipient of several coveted national and international awards. He has received the Honorary Doctorate Award (D. Litt.) from the University of South America and the SEARCC International Digital Award ICT Educator in 2017. He was appointed as the ACM Distinguished Speaker for the tenure of 2018–2020. He has been appointed as the IEEE Computer Society Distinguished Visitor for 2021–2024. He is a co-author of 6 books and the co-editor of 106 books and has more than 400 research publications in international journals and conference proceedings to his credit.
Dr. Panagiotis Sarigiannidis is the Director of the ITHACA lab, co-founder of the first spin-off of the University of Western Macedonia: MetaMind Innovations P.C., and a Full Professor in the Department of Electrical and Computer Engineering at the University of Western Macedonia, Kozani, Greece. He received his B.Sc. and Ph.D. degrees in Computer Science from Aristotle University of Thessaloniki, Thessaloniki, Greece in 2001 and 2007, respectively. He has published over 360 papers in international journals, conferences, and book chapters, including IEEE Communications Surveys and Tutorials, IEEE Transactions on Communications, IEEE Internet of Things, IEEE Transactions on Broadcasting, IEEE Systems Journal, IEEE Wireless Communications Magazine, IEEE Open Journal of the Communications Society, IEEE/OSA Journal of Lightwave Technology, IEEE Transactions on Industrial Informatics, and IEEE Access and Computer Networks. He has received 6 best paper awards and the IEEE SMC TCHS Research and Innovation Award in 2023. He has been involved in several national, European and international projects, coordinating and technically leading numerous national and European projects including H2020, Horizon Europe, Erasmus+, and operational programs. His research interests include Telecommunication Networks, Internet of Things, and Network Security. He is an IEEE member and participates in the Editorial Boards of various journals, including IEEE Transactions on Communications, IET Networks, International Journal of Communication Systems, and International Journal of Information Security.
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Seller's business information
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;
for delivery of newspapers, periodicals or magazines with the exception of subscription contracts.
The revocation right expires prematurely in case of contracts
for delivery of sealed products, which are not suitable for return for reasons of health protection or hygiene if their seal has been removed after the delivery;
for delivery of products if they have been mixed inseparably with other goods after the delivery, owing to their condition;
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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Signature of the consumer(s) (only in case of a notification on paper)
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Date
(*) Cross out the incorrect option.
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.
Rights of the affected person
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.
Right to object
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