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                <text>RCBAM-CNN: Rebuild Convolution Block Attention Module-based Convolutional Neural Network for Lung Nodule Classification</text>
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                <text>Computed tomography; data augmentation; horizontal flips; rebuild convolution block attention module-based convolutional neural network; U-Net</text>
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                <text>Lung cancer remains the leading cause of cancer-related deaths worldwide. Pulmonary nodules, indicative of tumor growth, present significant diagnostic challenges due to their varying sizes and shapes. Computed Tomography (CT) is commonly used for lung cancer screening due to its high sensitivity and efficacy in detecting these nodules. However, differentiating between benign and malignant nodules can be difficult due to their overlapping characteristics. To address this challenge, we propose a Rebuild Convolution Block Attention Module-based Convolutional Neural Network (RCBAM-CNN) designed to accurately classify lung nodules from CT scans. The RCBAM-CNN integrates a Rebuild Convolution Block Attention Module (RCBAM), which includes reshaped layers and redefined spatial attention mechanisms to enhance the networks focus on relevant features while minimizing noise. The performance of the proposed method is evaluated using the LIDC-IDRI dataset. Data augmentation techniques, including rotation, rescaling, and both vertical and horizontal flips, are applied to improve the models robustness and generalization. Subsequently, U-Net is employed for precise image segmentation, ensuring accurate delineation of nodule regions. The proposed RCBAM-CNN demonstrates exceptional performance, achieving an accuracy of 99.72%, surpassing existing methods such as adaptive morphology with a Gabor Filter (GF) and Capsule Network-based CNN. This approach represents a significant advancement in lung nodule classification, offering improved diagnostic accuracy and reliability.  2024 River Publishers.</text>
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                <text>Jain D.; Hundekari S.; Upreti K.; Jain N.; Rose M.; Singh N.; Singhai R.; Kumar M.</text>
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                <text>Journal of Mobile Multimedia, Vol-20, No. 5, pp. 1039-1066.</text>
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                <text>All Open Access; Gold Open Access</text>
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                <text>Jain D., Department of CSE-AIML, ABES Engineering College, U.P, Ghaziabad, India; Hundekari S., School of Engineering and Technology, Pimpri Chinchwad University, Pune, India; Upreti K., Christ University, Delhi NCR Campus, Ghaziabad, India; Jain N., Vivekananda School of Engineering and Technology, VIPS-TC, Delhi, Pitampura, India; Rose M., G. D. Goenka University, Haryana, Gurgaon, India; Singh N., G. D. Goenka University, Haryana, Gurgaon, India; Singhai R., IIPS, Devi Ahilya University, Indore, India; Kumar M., Gurukula Kangri University, Uttarakhand, Haridwar, India</text>
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                <text>Patent Number: 202041041351, Applicant: Dr. Babburu Kiranmai.&#13;
Our Invention RDAH- Health Notification• is a monitoring system for a person includes a processor coupled more than one wireless nodes a wearable mobile appliance in communication with the client and one or more wireless nodes. The invention also implemented agents with rules executed by the processor, the rules being selected to respond to a client communication relating to a predetermined health condition each agent communicating with another computer implemented agent, the client or the treatment professional.</text>
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                <text>Sivastava, Shilpa.</text>
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                <text>Re-evaluating Emperor Asoka a relational contract theory explanation for economic transformation</text>
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                <text>Asoka; Economic transformation; Edicts; Enforcement; Incompleteness; Iteration; Relational contracts</text>
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                <text>Emperor Asoka's rein is considered an important era in ancient Indian history because of the vastness of his empire and the Buddhist elements in his administration. We propose that in addition to these reasons for highlighting Asoka's rein, there is an important economic argument as well. It was during the century or two around Asoka's rule that the subcontinent's economy underwent a transformation from a simple pastoralagricultural economy to a more mature economy with large scale production, specialisation and trade. The element that Asoka introduced into the social relations in his empire is Buddha's Dhamma, which formed and strengthened relational contracts. A key feature of relational contracts is incompleteness of arrangements that is managed by social iterations and formal and informal enforcement mechanisms. Each of these is reflected in Asoka's edicts, the earliest surviving writing samples from the subcontinent. Asoka planned for these measures to ensure political and economic stability. In addition, he also laid the most important foundational material in a rather unique way for all future economic transformations.  2017 Journal of Dharma: Dharmaram Journal of Religions and Philosophies (DVK, Bangalore).</text>
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                <text>Rassendren G.; Bharat S.</text>
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                <text>Journal of Dharma, Vol-42, No. 2, pp. 179-200.</text>
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                <text>Dharmaram College, Centre for the Study of World Religions</text>
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&lt;br /&gt;&lt;br /&gt;&lt;a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85033797935&amp;amp;partnerID=40&amp;amp;md5=885dac10ea1bf7d90dc36986ea8efb70" target="_blank" rel="noreferrer noopener"&gt;https://www.scopus.com/inward/record.uri?eid=2-s2.0-85033797935&amp;amp;partnerID=40&amp;amp;md5=885dac10ea1bf7d90dc36986ea8efb70&lt;/a&gt;</text>
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                <text>ISSN: 2537222</text>
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                <text>Rassendren G., Department of Economics, Christ University, India; Bharat S., Department of Economics, Christ University, India</text>
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                <text>Reaction of Indian Stock Market to Outbreak of COVID-19: An Empirical Analysis of Extreme Inter-day Movements</text>
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                <text>COVID-19; Event Study; Inter-day Movement; Stock Market</text>
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                <text>The contagious COVID-19 pandemic has been considered a massive global crisis since World War II and has disturbed business and economic activities across the globe. The current study examined the reaction of the stock markets to the outbreak of COVID-19, considering the extreme inter-day movements in the Indian stock market. The extreme inter-day movements in S&amp;amp;P CNX Nifty-50 have been identified during the study period from January 2020 to December 2021 and further classified into decline and gain events based on positive and negative announcements related to COVID-19. The study utilized an event study approach and panel regression for empirical investigation. The results of the event study analysis illustrate that the significant abnormal loss ranges from 12.86% to 2.47% for the major decline events and significant abnormal return from 8.43% to 3.23% for the gain events. The regression analysis results showed that real return and Central Bank Policy rate have a considerable impact on the abnormal returns during COVID-19. The studys findings are helpful to policy implications that identified the need to focus on financial education and strengthen the health and finance-related policies to deal with such pandemics in the future.  2023 MDI.</text>
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                <text>Sharma D.; Verma R.; Sam S.; Sharma S.</text>
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                <text>Vision</text>
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                <text>Sage Publications India Pvt. Ltd</text>
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                <text>2023-01-01</text>
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                <text>“A good book has no ending,” says RD Cumming. Similarly, a good book inspires, encourages and comforts each time we read it. ST PAULS Publications, have been enriching and enlightening minds of innumerable readers for more than six decades. So for ST PAULS have published more than 1000 titles in different languages in India.</text>
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                <text>Purpose: Extant literature regarding factors essential for successful information technologies (IT) implementation in small and medium enterprises (SMEs) does not significantly address readiness factors for IT implementation in an Indian context. This exploratory research develops and tests a framework to analyse the antecedents to organisational preparedness for adoption of IT infrastructure in SMEs. Design/methodology/approach: This exploratory research adopts a mixed-method approach to test the technology, organization and environment (TOE) framework. In-depth interviews with SME owners are conducted to develop the case study, and the measures obtained are tested through a survey at a small and medium business industrial cluster in Southern India in SMEs. Findings: The case study indicates SME owners drive to initiate technology preparedness for organisational sustainability is a key factor, a measure not seen during the literature review. An empirical study tests the measures. Pressure from customers, owners age, sales of SME, owners attitude towards IT and owners knowledge of IT was confirmed, which indicates organisational factors have more impact compared to technological and environmental factors. Research limitations/implications: The academic scope of this research paper can be extended to contexts such as readiness in IT infrastructure for digital transformation. Practical implications: The validated research framework can be used by organisation stakeholders and SME IT practitioners for successful IT adoption. Social implications: SMEs contribute significantly to gross domestic product (GDP) and provide employment opportunities. Hence, this research provides a tested model that SMEs owners/managers can adopt as a framework to augment competitiveness to implement IT. Originality/value: The study adopts a mixed-method research design and is, perhaps, a first in the Indian context to explore variables through case study and validate identified measures through an empirical study. The model can be used by SME owners and practitioners to ascertain factors for organisational preparedness for IT adoption.  2019, Emerald Publishing Limited.</text>
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                <text>Journal of Asia Business Studies, Vol-13, No. 4, pp. 694-718.</text>
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                <text>This chapter argues that privileged perspectives can be decentered using intersectional pedagogies when engaging with literary texts such as Moonflower, a novel that engages children with vital topics relating to race, gender, and mental health.  2024 selection and editorial matter, KaaVonia Hinton and Karen Michele Chandler; individual chapters, the contributors. All rights reserved.</text>
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                <text>Teaching Black Speculative Fiction: Equity, Justice, and Antiracism, pp. 26-35.</text>
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                <text>Crude oil; prices; sentiment analysis; topic modeling; tweets</text>
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                <text>Market sentiment influence crude oil future prices in direct or indirect way. In order to measure the polarity of market sentiment various techniques has been deployed by industry and academia alike. This pilot study successfully introduced two instruments, namely topic modeling and Sentiment clustering, to unearth the prevailing sentiments behind crude oil future pricesThree main conclusions that can be drawn from empirical results are. First, the K-Means clustering algorithm is an effective technique for sentiment clustering compared to Louveian and MDS clustering techniques. Second sentiment polarity-related positive sentiments have shown more variations in comparison to neutral and negative sentiments. Third It is possible to extract the keywords related to essential factors influencing crude oil prices using the LDA technique under topic modeling  2022 IEEE.</text>
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                <text>Saxena A.; Bhagat V.; Mahajan J.</text>
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                <text>Reading Duality of Existence in Kerala of the

 1980s through P. Padmarajan???s select films</text>
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                <text>Theory of mind (TOM) refers to a set of abilities which enables understanding of mental states including beliefs, emotions and intentions of self and others. The purpose of this paper is to study the effect of different reading patterns including frequency of reading fiction and genre preference on TOM performance. It also aims to compare the accuracy of TOM performance under explicit goal directed and non-directed reading conditions. To achieve this objective, a sample of 72 Indian college students were randomly allocated to two groups and were evaluated on the Reading the Mind in the Eyes Test (RMET) and the Short Story Task (SST). The two groups differed with respect to task instructions aimed at mobilizing different manner of engagement (goal directed and nondirected) with the prose in the SST. The individual reading habits and preferences of all the participants were recorded by a self report questionnaire. Scores on the novel SST showed significant positive correlation with RMET scores. No significant difference in TOM performance with respect to the different engagement styles was found, indicating that TOM abilities function continuously and equally effectively when being used in goal directed and nondirected conditions. Notably, participants who reported to prefer literary fiction performed significantly better on the SST task than the participants who prefer popular fiction. This positive link between literary fiction and TOM has important implications in clinical and developmental fields and necessitates further research.  2021, National Academy of Psychology (NAOP) India.</text>
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                <text>Franz  Kafka  has  been  discussed  as  an  existentialist,  a  Zionist,  a  Marxist  and  also  a philosopher. While most of the twentieth century studies centred around reading Kafka on the content plane, the contemporary Kafka studies show a change in trend where scholars and critics alike have shifted focus on re-reading Kafkas works on the expression plane??from the Hegelian school to the Kantian school of art without a concept. But it is interesting that even such studies only deal with the form??use of metaphor and the typical Kafkaesque expressions in writing, syntax and use of minimal narrative, not delving deeper to realize the aesthetic potential of his works in totality. It was Milan Kundera who first noted that most Kafka readings negate the presence of aesthetics. On reading Kafka from the aesthetic perspective, readers would be bound to reflect on its semblance with psychedelic aesthetics?? a field of aesthetics which itself has been much debated. The research involved an analysis of the Kafkan texts and works which fall under the umbrella term psychedelic art??music, painting and literature. A close study revealed that indeed there is a similarity in form, expression  and  representation  in  Kafkas  works  and  psychedelic  art.  This  research  will provide a new perspective of reading Kafka and partially explain Kafkas use of hallucinatory

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                <text>A reagent-controlled chemoselective process has been devised for the synthesis of 4H-1,3-benzoxazines and related biologically important heterocycles in high yields under mild conditions. These scaffolds could be efficiently constructed using two different chemoselective reactions that rely on the choice of reagents and reaction conditions. The treatment of various 2-amino-arylalkyl alcohols with isothiocyanates afforded thiourea intermediates, which were reacted in situ with molecular iodine in the presence of triethylamine to give 2-amino-4H-1,3-benzoxazines, whereas the corresponding 2-amino-4H-1,3-benzothiazines were obtained by the reaction of thiourea intermediates in the presence of T3P (a mild cyclodehydrating agent) and triethylamine as the base. The described protocol represents the first example for the synthesis of 4H-1,3-benzoxazines via the dehydrosulfurization method using molecular iodine as the reagent. Copyright  2019 American Chemical Society.</text>
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                <text>Putta V.P.R.K.; Vodnala N.; Gujjarappa R.; Tyagi U.; Garg A.; Gupta S.; Pujar P.P.; Malakar C.C.</text>
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                <text>Journal of Organic Chemistry, Vol-85, No. 2, pp. 380-396.</text>
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                <text>American Chemical Society</text>
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                <text>&lt;a href="https://doi.org/10.1021/acs.joc.9b02384" target="_blank" rel="noreferrer noopener"&gt;https://doi.org/10.1021/acs.joc.9b02384&lt;/a&gt;
&lt;br /&gt;&lt;br /&gt;&lt;a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85077724633&amp;amp;doi=10.1021%2Facs.joc.9b02384&amp;amp;partnerID=40&amp;amp;md5=aa8405a21c326db08a02bc23d40280cf" target="_blank" rel="noreferrer noopener"&gt;https://www.scopus.com/inward/record.uri?eid=2-s2.0-85077724633&amp;amp;doi=10.1021%2facs.joc.9b02384&amp;amp;partnerID=40&amp;amp;md5=aa8405a21c326db08a02bc23d40280cf&lt;/a&gt;</text>
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                <text>ISSN: 223263; PubMed ID: 31825620; CODEN: JOCEA</text>
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                <text>Putta V.P.R.K., Department of Medicinal Chemistry, Jubilant Biosys, Bangalore, Karnataka, 560022, India, Department of Chemistry, CHRIST, Deemed to Be University, Bangalore, 560029, India; Vodnala N., Department of Chemistry, National Institute of Technology Manipur, Imphal, Manipur, 795004, India; Gujjarappa R., Department of Chemistry, National Institute of Technology Manipur, Imphal, Manipur, 795004, India; Tyagi U., Department of Chemistry, National Institute of Technology Manipur, Imphal, Manipur, 795004, India; Garg A., Department of Medicinal Chemistry, National Institute of Pharmaceutical Education and Research, Chunilal Bhawan, 168, Maniktala Main Road, Kolkata, 700054, India; Gupta S., Department of Medicinal Chemistry, National Institute of Pharmaceutical Education and Research, Chunilal Bhawan, 168, Maniktala Main Road, Kolkata, 700054, India; Pujar P.P., Department of Chemistry, CHRIST, Deemed to Be University, Bangalore, 560029, India; Malakar C.C., Department of Chemistry, National Institute of Technology Manipur, Imphal, Manipur, 795004, India</text>
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          <element elementId="50">
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                <text>Real hypersurfaces of complex space forms satisfying FischerMarsden equation</text>
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                <text>Complex Euclidean space; FischerMarsden equation; Hopf hypersurface; Non-flat complex space form</text>
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                <text>Let M be a real hypersurface of a complex space form of constant curvature c. In this paper, we study the hypersurface M which admits a nontrivial solution to FischerMarsden equation, that is, the induce metric g of M satisfies Hessg(?) = (?g?) g+ ?Sg, where ? is a nontrivial function. We prove that there does not exist a complete Hopf real hypersurface in a non-flat complex space form satisfying FischerMarsden equation. Finally, we show that a complete real hypersurface with A?= ??, ?? 0 , of a complex Euclidean space Cn satisfying FischerMarsden equation is locally congruent to a sphere or S1R2n-2.  2021, Universitdegli Studi di Ferrara.</text>
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              <elementText elementTextId="117929">
                <text>Venkatesha V.; Naik D.M.; Kumara H.A.</text>
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                <text>Annali dell'Universita di Ferrara, Vol-67, No. 1, pp. 203-216.</text>
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              <elementText elementTextId="117931">
                <text>Springer-Verlag Italia s.r.l.</text>
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                <text>2021-01-01</text>
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                <text>&lt;a href="https://doi.org/10.1007/s11565-021-00361-x" target="_blank" rel="noreferrer noopener"&gt;https://doi.org/10.1007/s11565-021-00361-x&lt;/a&gt;
&lt;br /&gt;&lt;br /&gt;&lt;a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85104106753&amp;amp;doi=10.1007%2Fs11565-021-00361-x&amp;amp;partnerID=40&amp;amp;md5=be30b4c7f068761e9ec1a66b18f7a588" target="_blank" rel="noreferrer noopener"&gt;https://www.scopus.com/inward/record.uri?eid=2-s2.0-85104106753&amp;amp;doi=10.1007%2fs11565-021-00361-x&amp;amp;partnerID=40&amp;amp;md5=be30b4c7f068761e9ec1a66b18f7a588&lt;/a&gt;</text>
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            <description>Information about rights held in and over the resource</description>
            <elementTextContainer>
              <elementText elementTextId="117934">
                <text>Restricted Access</text>
              </elementText>
            </elementTextContainer>
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            <description>A related resource</description>
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              <elementText elementTextId="117935">
                <text>ISSN: 4303202</text>
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            </elementTextContainer>
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            <name>Format</name>
            <description>The file format, physical medium, or dimensions of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="117936">
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            <description>A language of the resource</description>
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              <elementText elementTextId="117937">
                <text>English</text>
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                <text>Article</text>
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                <text>Venkatesha V., Department of Mathematics, Kuvempu University, Shivamogga, Karnataka, India; Naik D.M., Department of Mathematics, Kuvempu University, Shivamogga, Karnataka, India, Department of Mathematics, CHRIST (Deemed to be University), Bengaluru, Karnataka, India; Kumara H.A., Department of Mathematics, Kuvempu University, Shivamogga, Karnataka, India</text>
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  <item itemId="20906" public="1" featured="0">
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            <element elementId="50">
              <name>Title</name>
              <description>A name given to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="51377">
                  <text>Conference Papers</text>
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    <itemType itemTypeId="28">
      <name>Conference Paper</name>
      <description>Faculty Publications- Conference Papers</description>
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      <elementSet elementSetId="1">
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        <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
        <elementContainer>
          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="188166">
                <text>Real time conversion of sign language to speech and prediction of gestures using artificial neural network</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="188167">
                <text>Artificial Neural Network; Global System for Mobile; GSM; Mute people; Sign Languages</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="41">
            <name>Description</name>
            <description>An account of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="188168">
                <text>Sign language is generally used by the people who are unable to speak, for communication. Most people will not be able to understand the Universal Sign Language (unless they have learnt it) and due to this lack of knowledge about the language, it is very difficult for them to communicate with mute people. A device that helps to bridge a gap between mute persons and other people forms the crux of this paper. This device makes use of an Arduino Uno board, a few flex sensors and an Android application to enable effective communication amongst the users. Using the flex sensors, gestures made by the wearer is detected and then according to various pre-defined conditions for the numerous values generated by the flex sensors, corresponding messages are sent using a Global System for Mobile(GSM) module to the wearer?s android device, which houses the application that has been designed to convert text messages into speech. The GSM module is also used to send the sensor inputs to a cloud server and these values are taken as input parameters into the neural network for a time series based prediction of gestures. The system is designed to be a continually learning device and improve reliability by monitoring every individual?s behaviour at all times.  2018 The Authors. Published by Elsevier B.V.</text>
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            </elementTextContainer>
          </element>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="188169">
                <text>Abraham A.; Rohini V.</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="48">
            <name>Source</name>
            <description>A related resource from which the described resource is derived</description>
            <elementTextContainer>
              <elementText elementTextId="188170">
                <text>Procedia Computer Science, Vol-143, pp. 587-594.</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="45">
            <name>Publisher</name>
            <description>An entity responsible for making the resource available</description>
            <elementTextContainer>
              <elementText elementTextId="188171">
                <text>Elsevier B.V.</text>
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            </elementTextContainer>
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          <element elementId="40">
            <name>Date</name>
            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="188172">
                <text>2018-01-01</text>
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          <element elementId="43">
            <name>Identifier</name>
            <description>An unambiguous reference to the resource within a given context</description>
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              <elementText elementTextId="188173">
                <text>&lt;a href="https://doi.org/10.1016/j.procs.2018.10.435" target="_blank" rel="noreferrer noopener"&gt;https://doi.org/10.1016/j.procs.2018.10.435&lt;/a&gt;
&lt;br /&gt;&lt;br /&gt;&lt;a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85058273796&amp;amp;doi=10.1016%2Fj.procs.2018.10.435&amp;amp;partnerID=40&amp;amp;md5=3c6bb6be4eb6474bcca80416e94662ba" target="_blank" rel="noreferrer noopener"&gt;https://www.scopus.com/inward/record.uri?eid=2-s2.0-85058273796&amp;amp;doi=10.1016%2fj.procs.2018.10.435&amp;amp;partnerID=40&amp;amp;md5=3c6bb6be4eb6474bcca80416e94662ba&lt;/a&gt;</text>
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            </elementTextContainer>
          </element>
          <element elementId="47">
            <name>Rights</name>
            <description>Information about rights held in and over the resource</description>
            <elementTextContainer>
              <elementText elementTextId="188174">
                <text>All Open Access; Gold Open Access</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="46">
            <name>Relation</name>
            <description>A related resource</description>
            <elementTextContainer>
              <elementText elementTextId="188175">
                <text>ISSN: 18770509</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="42">
            <name>Format</name>
            <description>The file format, physical medium, or dimensions of the resource</description>
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              <elementText elementTextId="188176">
                <text>Online</text>
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            <name>Language</name>
            <description>A language of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="188177">
                <text>English</text>
              </elementText>
            </elementTextContainer>
          </element>
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            <description>The nature or genre of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="188178">
                <text>Conference paper</text>
              </elementText>
            </elementTextContainer>
          </element>
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            <description>The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant</description>
            <elementTextContainer>
              <elementText elementTextId="188179">
                <text>Abraham A., Deemed to Be University, Hosur Road, Karnataka, Bengaluru, 560029, India; Rohini V., Deemed to Be University, Hosur Road, Karnataka, Bengaluru, 560029, India</text>
              </elementText>
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          <elementContainer>
            <element elementId="50">
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              <description>A name given to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="51377">
                  <text>Conference Papers</text>
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              </elementTextContainer>
            </element>
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      <name>Conference Paper</name>
      <description>Faculty Publications- Conference Papers</description>
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    <elementSetContainer>
      <elementSet elementSetId="1">
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        <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
        <elementContainer>
          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="185555">
                <text>Real-Time Application of Document Classification Based on Machine Learning</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="185556">
                <text>Balanced accuracy; Document classification; OCR; SVM; t-SNE; Text analytics; tf-idf</text>
              </elementText>
            </elementTextContainer>
          </element>
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            <name>Description</name>
            <description>An account of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="185557">
                <text>This research has been performed, keeping a real-time application of document (multi-page, varying length, scanned image-based) classification in mind. History of property title is captured in various documents, recorded against the said property in all the countries across the world. Information of the property, starting from ownership to the conveyance, mortgage, refinance etc. are buried under these documents. This is by far a human driven process to manage these digitized documents. Categorization of the documents is the primary step to automate the management of these documents and intelligent retrieval of information without or minimal human intervention. In this research, we have examined a popular, supervised machine learning technique called, SVM (support vector machine) with a heterogeneous data set of six categories of documents related to property. The model obtained an accuracy of 88.06% in classifying over 988 test documents.  2020, Springer Nature Switzerland AG.</text>
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            <elementTextContainer>
              <elementText elementTextId="185558">
                <text>Guha A.; Samanta D.</text>
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            <description>A related resource from which the described resource is derived</description>
            <elementTextContainer>
              <elementText elementTextId="185559">
                <text>Learning and Analytics in Intelligent Systems, Vol-9, pp. 366-379.</text>
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            <elementTextContainer>
              <elementText elementTextId="185560">
                <text>Springer Nature</text>
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            <name>Date</name>
            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="185561">
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