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	<title>Volume-3 Issue-1, December 2022 &#8211; Indian Journal of Artificial Intelligence and Neural Networking (IJAINN)</title>
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	<title>Volume-3 Issue-1, December 2022 &#8211; Indian Journal of Artificial Intelligence and Neural Networking (IJAINN)</title>
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		<title>B1024021221</title>
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					<description><![CDATA[<p>The Indian Journal of Artificial Intelligence and Neural Networking (IJAINN) has ISSN 2582-7626 (online), open-access, peer-reviewed, periodical bi-monthly international journal, which is published by Lattice Science Publication (LSP) in February, April, June, August, October and December.The aim of the journal is to publish high quality peer–reviewed original articles in the area of Artificial Intelligence and Neural Networking that covers Neural Networks, Fuzzy Logic, Simulated Biological Evolution Algorithms (Like Genetic Algorithm), Ant Colony Optimization, Reasoning and Evolution, Intelligence Applications, Computer Vision and Speech Understanding, Multimedia and Cognitive Informatics, Data Mining and Machine Learning Tools, Heuristic and Ai Planning Strategies and Tools, Computational Theories of Learning, Technology and Computing (Like Particle Swarm Optimization), Intelligent System Architectures, Knowledge Representation, Bioinformatics, Natural Language Processing, Multiagent Systems, Supervised Learning, Unsupervised Learning, Deep Learning, Big Data and AI Approaches, Reinforcement Learning, Learning with Generative Adversarial Networks, Regression and Prediction, Problem Solving and Planning, Clustering, Classification, Neural Information Processing, Vision and Speech Perception, Heterogeneous and Streaming Data, Probabilistic Models and Methods, Reasoning and Inference, Marketing and Social Sciences, Knowledge Discovery, Web Mining, Information Retrieval, Design and Diagnosis, Game Playing, Streaming Data, Music Modelling and Analysis, Robotics and Control, Multi-Agent Systems. #Neural Networks #Fuzzy Logic #Simulated Biological Evolution Algorithms (Like Genetic Algorithm) #Ant Colony Optimization #Reasoning and Evolution #Intelligence Applications #Computer Vision and Speech Understanding #Multimedia and Cognitive Informatics #Data Mining and Machine Learning Tools #Heuristic and AI Planning Strategies and Tools #Computational Theories of Learning #Technology and Computing (Like Particle Swarm Optimization) #Intelligent System Architectures #Knowledge Representation #Bioinformatics #Natural Language Processing #Multiagent Systems #Supervised Learning #Unsupervised Learning #Deep Learning #Big Data and AI Approaches #Reinforcement Learning #Learning with Generative Adversarial Networks #Regression and Prediction #Problem Solving and Planning #Clustering #Classification #Neural Information Processing #Vision and Speech Perception #Heterogeneous and Streaming Data #Probabilistic Models and Methods #Reasoning and Inference #Marketing and Social Sciences #Knowledge Discovery #Web Mining, Information Retrieval #Design and Diagnosis #Game Playing #Streaming Data #Music Modelling and Analysis #Robotics and Control #Multi-Agent systems #PhD #Academic #Scopus #SCI #LatticeScience #Springer, #ScienceDirect #IEEE #Mendeley #Research #Scholarship #UGC #SSRN #LatticeScience #ESCI #Science #Journal #Conference #SSRN #PubLons</p>
<p>The post <a rel="nofollow" href="https://www.ijainn.latticescipub.com/portfolio-item/b1024021221/">B1024021221</a> appeared first on <a rel="nofollow" href="https://www.ijainn.latticescipub.com">Indian Journal of Artificial Intelligence and Neural Networking (IJAINN)</a>.</p>
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										<content:encoded><![CDATA[<p>The Indian Journal of Artificial Intelligence and Neural Networking (IJAINN) has ISSN 2582-7626 (online), open-access, peer-reviewed, periodical bi-monthly international journal, which is published by Lattice Science Publication (LSP) in February, April, June, August, October and December.The aim of the journal is to publish high quality peer–reviewed original articles in the area of Artificial Intelligence and Neural Networking that covers Neural Networks, Fuzzy Logic, Simulated Biological Evolution Algorithms (Like Genetic Algorithm), Ant Colony Optimization, Reasoning and Evolution, Intelligence Applications, Computer Vision and Speech Understanding, Multimedia and Cognitive Informatics, Data Mining and Machine Learning Tools, Heuristic and Ai Planning Strategies and Tools, Computational Theories of Learning, Technology and Computing (Like Particle Swarm Optimization), Intelligent System Architectures, Knowledge Representation, Bioinformatics, Natural Language Processing, Multiagent Systems, Supervised Learning, Unsupervised Learning, Deep Learning, Big Data and AI Approaches, Reinforcement Learning, Learning with Generative Adversarial Networks, Regression and Prediction, Problem Solving and Planning, Clustering, Classification, Neural Information Processing, Vision and Speech Perception, Heterogeneous and Streaming Data, Probabilistic Models and Methods, Reasoning and Inference, Marketing and Social Sciences, Knowledge Discovery, Web Mining, Information Retrieval, Design and Diagnosis, Game Playing, Streaming Data, Music Modelling and Analysis, Robotics and Control, Multi-Agent Systems. #Neural Networks #Fuzzy Logic #Simulated Biological Evolution Algorithms (Like Genetic Algorithm) #Ant Colony Optimization #Reasoning and Evolution #Intelligence Applications #Computer Vision and Speech Understanding #Multimedia and Cognitive Informatics #Data Mining and Machine Learning Tools #Heuristic and AI Planning Strategies and Tools #Computational Theories of Learning #Technology and Computing (Like Particle Swarm Optimization) #Intelligent System Architectures #Knowledge Representation #Bioinformatics #Natural Language Processing #Multiagent Systems #Supervised Learning #Unsupervised Learning #Deep Learning #Big Data and AI Approaches #Reinforcement Learning #Learning with Generative Adversarial Networks #Regression and Prediction #Problem Solving and Planning #Clustering #Classification #Neural Information Processing #Vision and Speech Perception #Heterogeneous and Streaming Data #Probabilistic Models and Methods #Reasoning and Inference #Marketing and Social Sciences #Knowledge Discovery #Web Mining, Information Retrieval #Design and Diagnosis #Game Playing #Streaming Data #Music Modelling and Analysis #Robotics and Control #Multi-Agent systems #PhD #Academic #Scopus #SCI #LatticeScience #Springer, #ScienceDirect #IEEE #Mendeley #Research #Scholarship #UGC #SSRN #LatticeScience #ESCI #Science #Journal #Conference #SSRN #PubLons</p>
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<p style="text-align: justify;"><span style="font-family: 'times new roman', times, serif;"><span style="font-size: 14pt;"><strong><span style="font-size: 18pt;">Autism Screening using Deep Learning</span><a href="https://crossmark.crossref.org/dialog/?doi=10.54105/ijainn.B1024.43122&amp;domain=www.ijainn.latticescipub.com"><img decoding="async" id="crossmark-icon" class="alignnone" src="https://crossmark-cdn.crossref.org/widget/v2.0/logos/CROSSMARK_Color_horizontal.svg" alt="CROSSMARK Color horizontal" width="150" height="33"></a><br />
</strong>V S Mohan Kumar<span style="font-size: 10pt;"><sup><strong>1</strong></sup></span>, Anny Leema A<span style="font-size: 10pt;"><sup><strong>2</strong></sup></span></span></span><br />
<span style="font-size: 12pt; font-family: 'times new roman', times, serif;">
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</span></p>
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<p style="text-align: justify;"><span style="font-family: 'times new roman', times, serif; font-size: 12pt;">Manuscript received on 01 April 2021<strong> |</strong> Revised Manuscript received on 08 August 2022<strong> |</strong> Manuscript Accepted on 15 December 2022<strong> |</strong> Manuscript published on 30 December 2023 <strong>|</strong> PP: 19-26<strong> |</strong> Volume-3 Issue-1, December 2022 <strong>|</strong> Retrieval Number: 100.1/ijainn.B1024021221<strong> |</strong> DOI: <a href="http://doi.org/10.54105/ijainn.B1024.43122" target="_blank" rel="noopener">10.54105/ijainn.B1024.43122</a><br />
</span><br />
<span style="font-family: 'times new roman', times, serif; font-size: 12pt;"><i class="fa fa-unlock-alt" style="font-size: 12px; color: blue;"></i><a href="https://www.openaccess.nl/en/open-publications" target="_blank" rel="noopener"> Open Access</a><strong> |</strong> <i class="far fa-file-alt" style="color: blue;"></i><a href="https://www.ijainn.latticescipub.com/ethics-policies/"> Ethics and Policies</a> <strong>|</strong> <i class="fa fa-quote-right" style="color: blue;"></i> <a href="https://citation.crosscite.org/" target="_blank" rel="noopener">Cite</a> <strong>|</strong> <i class="fa fa-plus" style="color: blue;" aria-hidden="true"></i><a href="https://zenodo.org/records/10438873" target="_blank" rel="noopener"> Zenodo</a> <strong> |</strong> <i class="fa fa-database" style="color: blue;" aria-hidden="true"></i><a href="https://www.ijainn.latticescipub.com/indexing/"> Indexing and Abstracting</a></span><br />
<span style="font-size: 10pt; font-family: 'times new roman', times, serif;">© The Authors. Published by Lattice Science Publication (LSP). This is an <a href="https://www.openaccess.nl/en/open-publications" target="_blank" rel="noopener">open access</a> article under the CC-BY-NC-ND license <a href="https://creativecommons.org/licenses/by-nc-nd/4.0/" target="_blank" rel="noopener">(http://creativecommons.org/licenses/by-nc-nd/4.0/)</a></span></p>
<p style="text-align: justify;"><span style="font-family: 'times new roman', times, serif; font-size: 14pt;"><strong>Abstract:</strong> Autism spectrum disorder (ASD) is growing among childrens. Autism is normal chronic disorder which fails a person or a child to interact with others socially. Detecting of autism through screening test is very time consuming and cost effective till now there is no cure for autism. But if it is detected earlier we canmotivate themto move socially and decrease the level of autism in them. So we detect autism using deep learning techniques so that we can detect it earlier stages.<br />
</span><br />
<span style="font-family: 'times new roman', times, serif; font-size: 12pt;"><span style="font-size: 14pt;"> <strong>Keywords:</strong> <span style="font-family: 'times new roman', times, serif; font-size: 14pt;">Deep Learning, Chronic, Autism, Spectrum</span></span><br />
<span style="font-size: 14pt;"> <strong>Scope of the Article:</strong> <span style="font-family: 'times new roman', times, serif; font-size: 14pt;">Deep Learning</span></span><br />
</span></p>
<p>
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<p>The post <a rel="nofollow" href="https://www.ijainn.latticescipub.com/portfolio-item/b1024021221/">B1024021221</a> appeared first on <a rel="nofollow" href="https://www.ijainn.latticescipub.com">Indian Journal of Artificial Intelligence and Neural Networking (IJAINN)</a>.</p>
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		<title>B1044022222</title>
		<link>https://www.ijainn.latticescipub.com/portfolio-item/b1044022222/</link>
		
		<dc:creator><![CDATA[IJAINN Journal]]></dc:creator>
		<pubDate>Wed, 20 Dec 2023 06:49:02 +0000</pubDate>
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					<description><![CDATA[<p>The Indian Journal of Artificial Intelligence and Neural Networking (IJAINN) has ISSN 2582-7626 (online), open-access, peer-reviewed, periodical bi-monthly international journal, which is published by Lattice Science Publication (LSP) in February, April, June, August, October and December.The aim of the journal is to publish high quality peer–reviewed original articles in the area of Artificial Intelligence and Neural Networking that covers Neural Networks, Fuzzy Logic, Simulated Biological Evolution Algorithms (Like Genetic Algorithm), Ant Colony Optimization, Reasoning and Evolution, Intelligence Applications, Computer Vision and Speech Understanding, Multimedia and Cognitive Informatics, Data Mining and Machine Learning Tools, Heuristic and Ai Planning Strategies and Tools, Computational Theories of Learning, Technology and Computing (Like Particle Swarm Optimization), Intelligent System Architectures, Knowledge Representation, Bioinformatics, Natural Language Processing, Multiagent Systems, Supervised Learning, Unsupervised Learning, Deep Learning, Big Data and AI Approaches, Reinforcement Learning, Learning with Generative Adversarial Networks, Regression and Prediction, Problem Solving and Planning, Clustering, Classification, Neural Information Processing, Vision and Speech Perception, Heterogeneous and Streaming Data, Probabilistic Models and Methods, Reasoning and Inference, Marketing and Social Sciences, Knowledge Discovery, Web Mining, Information Retrieval, Design and Diagnosis, Game Playing, Streaming Data, Music Modelling and Analysis, Robotics and Control, Multi-Agent Systems. #Neural Networks #Fuzzy Logic #Simulated Biological Evolution Algorithms (Like Genetic Algorithm) #Ant Colony Optimization #Reasoning and Evolution #Intelligence Applications #Computer Vision and Speech Understanding #Multimedia and Cognitive Informatics #Data Mining and Machine Learning Tools #Heuristic and AI Planning Strategies and Tools #Computational Theories of Learning #Technology and Computing (Like Particle Swarm Optimization) #Intelligent System Architectures #Knowledge Representation #Bioinformatics #Natural Language Processing #Multiagent Systems #Supervised Learning #Unsupervised Learning #Deep Learning #Big Data and AI Approaches #Reinforcement Learning #Learning with Generative Adversarial Networks #Regression and Prediction #Problem Solving and Planning #Clustering #Classification #Neural Information Processing #Vision and Speech Perception #Heterogeneous and Streaming Data #Probabilistic Models and Methods #Reasoning and Inference #Marketing and Social Sciences #Knowledge Discovery #Web Mining, Information Retrieval #Design and Diagnosis #Game Playing #Streaming Data #Music Modelling and Analysis #Robotics and Control #Multi-Agent systems #PhD #Academic #Scopus #SCI #LatticeScience #Springer, #ScienceDirect #IEEE #Mendeley #Research #Scholarship #UGC #SSRN #LatticeScience #ESCI #Science #Journal #Conference #SSRN #PubLons</p>
<p>The post <a rel="nofollow" href="https://www.ijainn.latticescipub.com/portfolio-item/b1044022222/">B1044022222</a> appeared first on <a rel="nofollow" href="https://www.ijainn.latticescipub.com">Indian Journal of Artificial Intelligence and Neural Networking (IJAINN)</a>.</p>
]]></description>
										<content:encoded><![CDATA[<p>The Indian Journal of Artificial Intelligence and Neural Networking (IJAINN) has ISSN 2582-7626 (online), open-access, peer-reviewed, periodical bi-monthly international journal, which is published by Lattice Science Publication (LSP) in February, April, June, August, October and December.The aim of the journal is to publish high quality peer–reviewed original articles in the area of Artificial Intelligence and Neural Networking that covers Neural Networks, Fuzzy Logic, Simulated Biological Evolution Algorithms (Like Genetic Algorithm), Ant Colony Optimization, Reasoning and Evolution, Intelligence Applications, Computer Vision and Speech Understanding, Multimedia and Cognitive Informatics, Data Mining and Machine Learning Tools, Heuristic and Ai Planning Strategies and Tools, Computational Theories of Learning, Technology and Computing (Like Particle Swarm Optimization), Intelligent System Architectures, Knowledge Representation, Bioinformatics, Natural Language Processing, Multiagent Systems, Supervised Learning, Unsupervised Learning, Deep Learning, Big Data and AI Approaches, Reinforcement Learning, Learning with Generative Adversarial Networks, Regression and Prediction, Problem Solving and Planning, Clustering, Classification, Neural Information Processing, Vision and Speech Perception, Heterogeneous and Streaming Data, Probabilistic Models and Methods, Reasoning and Inference, Marketing and Social Sciences, Knowledge Discovery, Web Mining, Information Retrieval, Design and Diagnosis, Game Playing, Streaming Data, Music Modelling and Analysis, Robotics and Control, Multi-Agent Systems. #Neural Networks #Fuzzy Logic #Simulated Biological Evolution Algorithms (Like Genetic Algorithm) #Ant Colony Optimization #Reasoning and Evolution #Intelligence Applications #Computer Vision and Speech Understanding #Multimedia and Cognitive Informatics #Data Mining and Machine Learning Tools #Heuristic and AI Planning Strategies and Tools #Computational Theories of Learning #Technology and Computing (Like Particle Swarm Optimization) #Intelligent System Architectures #Knowledge Representation #Bioinformatics #Natural Language Processing #Multiagent Systems #Supervised Learning #Unsupervised Learning #Deep Learning #Big Data and AI Approaches #Reinforcement Learning #Learning with Generative Adversarial Networks #Regression and Prediction #Problem Solving and Planning #Clustering #Classification #Neural Information Processing #Vision and Speech Perception #Heterogeneous and Streaming Data #Probabilistic Models and Methods #Reasoning and Inference #Marketing and Social Sciences #Knowledge Discovery #Web Mining, Information Retrieval #Design and Diagnosis #Game Playing #Streaming Data #Music Modelling and Analysis #Robotics and Control #Multi-Agent systems #PhD #Academic #Scopus #SCI #LatticeScience #Springer, #ScienceDirect #IEEE #Mendeley #Research #Scholarship #UGC #SSRN #LatticeScience #ESCI #Science #Journal #Conference #SSRN #PubLons</p>
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<p style="text-align: justify;"><span style="font-family: 'times new roman', times, serif;"><span style="font-size: 14pt;"><strong><span style="font-size: 18pt;">Empirical Study on Sentiment Analysis</span><a href="https://crossmark.crossref.org/dialog/?doi=10.54105/ijainn.B1044.123122&amp;domain=www.ijainn.latticescipub.com"><img decoding="async" id="crossmark-icon" class="alignnone" src="https://crossmark-cdn.crossref.org/widget/v2.0/logos/CROSSMARK_Color_horizontal.svg" alt="CROSSMARK Color horizontal" width="150" height="33"></a><br />
</strong>M. Azhagiri<strong><span style="font-size: 10pt;"><sup>1</sup></span></strong>, S. Divya Meena<span style="font-size: 10pt;"><sup><strong>2</strong></sup></span>, A. Rajesh<span style="font-size: 10pt;"><sup><strong>3</strong></sup></span>, M. Mangaleeswaran<span style="font-size: 10pt;"><sup><strong>4</strong></sup></span>, M. Gowtham Sethupathi<span style="font-size: 10pt;"><sup><strong>5</strong></sup></span></span></span><br />
<span style="font-size: 12pt; font-family: 'times new roman', times, serif;">
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</span></p>
<p style="text-align: justify;"><span style="font-size: 12pt; font-family: 'times new roman', times, serif;">
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<span  class='av_font_icon av-a9b4g-5-f17959b23e03945d6bab5117434a78a5 avia_animate_when_visible av-icon-style- avia-icon-pos-left avia-iconfont avia-font-entypo-fontello avia-icon-animate'><span class='av-icon-char' data-av_icon='' data-av_iconfont='entypo-fontello' aria-hidden="true" data-avia-icon-tooltip="DIVYAMEENA.SUNDARAM@gmail.com "></span></span><sup><strong>2</strong></sup>S. DivyaMeena, Assistant Professor, Department of Computing, Vellore Institute of Technology, Andhra Pradesh, India.<br />
</span></p>
<p style="text-align: justify;"><span style="font-size: 12pt; font-family: 'times new roman', times, serif;">
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<p style="text-align: justify;"><span style="font-family: 'times new roman', times, serif; font-size: 12pt;">Manuscript received on 23 December 2021 <strong>|</strong> Revised Manuscript received on 10 December 2022 <strong>|</strong> Manuscript Accepted on 15 December 2022 <strong>|</strong> Manuscript published on 30 December 2023 <strong>|</strong> PP: 8-18<strong> |</strong> Volume-3 Issue-1, December 2022 <strong>|</strong> Retrieval Number: 100.1/ijainn.B1044022222<strong> |</strong> DOI: <a href="http://doi.org/10.54105/ijainn.B1044.123122" target="_blank" rel="noopener">10.54105/ijainn.B1044.123122</a><br />
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<span style="font-family: 'times new roman', times, serif; font-size: 12pt;"><i class="fa fa-unlock-alt" style="font-size: 12px; color: blue;"></i><a href="https://www.openaccess.nl/en/open-publications" target="_blank" rel="noopener"> Open Access</a><strong> |</strong> <i class="far fa-file-alt" style="color: blue;"></i><a href="https://www.ijainn.latticescipub.com/ethics-policies/"> Ethics and Policies</a> <strong>|</strong> <i class="fa fa-quote-right" style="color: blue;"></i> <a href="https://citation.crosscite.org/" target="_blank" rel="noopener">Cite</a> <strong>|</strong> <i class="fa fa-plus" style="color: blue;" aria-hidden="true"></i><a href="https://zenodo.org/records/10438838" target="_blank" rel="noopener"> Zenodo</a> <strong> |</strong> <i class="fa fa-database" style="color: blue;" aria-hidden="true"></i><a href="https://www.ijainn.latticescipub.com/indexing/"> Indexing and Abstracting</a></span><br />
<span style="font-size: 10pt; font-family: 'times new roman', times, serif;">© The Authors. Published by Lattice Science Publication (LSP). This is an <a href="https://www.openaccess.nl/en/open-publications" target="_blank" rel="noopener">open access</a> article under the CC-BY-NC-ND license <a href="https://creativecommons.org/licenses/by-nc-nd/4.0/" target="_blank" rel="noopener">(http://creativecommons.org/licenses/by-nc-nd/4.0/)</a></span></p>
<p style="text-align: justify;"><span style="font-family: 'times new roman', times, serif; font-size: 14pt;"><strong>Abstract:</strong> Sentiment analysis (SA), generally known as Opinion Mining (OM), is really the process of gathering and evaluating people&#8217;s ideas, thoughts, feelings, beliefs, including views about various subjects, goods, as well as services. Individuals produce large amounts of comments and evaluations about products, services, and day-to-day tasks as Internet-based applications such as webpages, online sites, social networking sites, and blog posts continue to evolve at a rapid pace. Firms, government institutions medical researchers and scholars may use sentiment analysis to collect and evaluate mood of the people and perspectives, obtain business information, and make smarter and more informed choices. The approaches for sentiment analysis are thoroughly examined in this work, problems, trends and features in order to provide academics with a worldwide overview of sentiment analysis and topics of interest. The paper discusses the various uses of sentiment analysis as well as the general procedure for performing this assignment. The report subsequently examines, analyses, and analyses the various techniques in order to gain a comprehensive understanding of its benefits and downsides. Furthermore, to elucidate long term prospects, the constraints of sentiment analysis have been highlighted.<br />
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<span style="font-family: 'times new roman', times, serif; font-size: 12pt;"><span style="font-size: 14pt;"> <strong>Keywords:</strong> <span style="font-family: 'times new roman', times, serif; font-size: 14pt;">Sentiment Analysis, Opinion Mining, Explicit and Implicit Feature, Natural Language Processing</span>.</span><br />
<span style="font-size: 14pt;"> <strong>Scope of the Article:</strong> <span style="font-family: 'times new roman', times, serif; font-size: 14pt;">Natural Language Processing</span></span><br />
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<p>The post <a rel="nofollow" href="https://www.ijainn.latticescipub.com/portfolio-item/b1044022222/">B1044022222</a> appeared first on <a rel="nofollow" href="https://www.ijainn.latticescipub.com">Indian Journal of Artificial Intelligence and Neural Networking (IJAINN)</a>.</p>
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		<title>A1061123122</title>
		<link>https://www.ijainn.latticescipub.com/portfolio-item/a1061123122/</link>
		
		<dc:creator><![CDATA[IJAINN Journal]]></dc:creator>
		<pubDate>Sat, 26 Nov 2022 09:11:19 +0000</pubDate>
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					<description><![CDATA[<p>The Indian Journal of Artificial Intelligence and Neural Networking (IJAINN) has ISSN 2582-7626 (online), open-access, peer-reviewed, periodical bi-monthly international journal, which is published by Lattice Science Publication (LSP) in February, April, June, August, October and December.The aim of the journal is to publish high quality peer–reviewed original articles in the area of Artificial Intelligence and Neural Networking that covers Neural Networks, Fuzzy Logic, Simulated Biological Evolution Algorithms (Like Genetic Algorithm), Ant Colony Optimization, Reasoning and Evolution, Intelligence Applications, Computer Vision and Speech Understanding, Multimedia and Cognitive Informatics, Data Mining and Machine Learning Tools, Heuristic and Ai Planning Strategies and Tools, Computational Theories of Learning, Technology and Computing (Like Particle Swarm Optimization), Intelligent System Architectures, Knowledge Representation, Bioinformatics, Natural Language Processing, Multiagent Systems, Supervised Learning, Unsupervised Learning, Deep Learning, Big Data and AI Approaches, Reinforcement Learning, Learning with Generative Adversarial Networks, Regression and Prediction, Problem Solving and Planning, Clustering, Classification, Neural Information Processing, Vision and Speech Perception, Heterogeneous and Streaming Data, Probabilistic Models and Methods, Reasoning and Inference, Marketing and Social Sciences, Knowledge Discovery, Web Mining, Information Retrieval, Design and Diagnosis, Game Playing, Streaming Data, Music Modelling and Analysis, Robotics and Control, Multi-Agent Systems. #Neural Networks #Fuzzy Logic #Simulated Biological Evolution Algorithms (Like Genetic Algorithm) #Ant Colony Optimization #Reasoning and Evolution #Intelligence Applications #Computer Vision and Speech Understanding #Multimedia and Cognitive Informatics #Data Mining and Machine Learning Tools #Heuristic and AI Planning Strategies and Tools #Computational Theories of Learning #Technology and Computing (Like Particle Swarm Optimization) #Intelligent System Architectures #Knowledge Representation #Bioinformatics #Natural Language Processing #Multiagent Systems #Supervised Learning #Unsupervised Learning #Deep Learning #Big Data and AI Approaches #Reinforcement Learning #Learning with Generative Adversarial Networks #Regression and Prediction #Problem Solving and Planning #Clustering #Classification #Neural Information Processing #Vision and Speech Perception #Heterogeneous and Streaming Data #Probabilistic Models and Methods #Reasoning and Inference #Marketing and Social Sciences #Knowledge Discovery #Web Mining, Information Retrieval #Design and Diagnosis #Game Playing #Streaming Data #Music Modelling and Analysis #Robotics and Control #Multi-Agent systems #PhD #Academic #Scopus #SCI #LatticeScience #Springer, #ScienceDirect #IEEE #Mendeley #Research #Scholarship #UGC #SSRN #LatticeScience #ESCI #Science #Journal #Conference #SSRN #PubLons</p>
<p>The post <a rel="nofollow" href="https://www.ijainn.latticescipub.com/portfolio-item/a1061123122/">A1061123122</a> appeared first on <a rel="nofollow" href="https://www.ijainn.latticescipub.com">Indian Journal of Artificial Intelligence and Neural Networking (IJAINN)</a>.</p>
]]></description>
										<content:encoded><![CDATA[<p>The Indian Journal of Artificial Intelligence and Neural Networking (IJAINN) has ISSN 2582-7626 (online), open-access, peer-reviewed, periodical bi-monthly international journal, which is published by Lattice Science Publication (LSP) in February, April, June, August, October and December.The aim of the journal is to publish high quality peer–reviewed original articles in the area of Artificial Intelligence and Neural Networking that covers Neural Networks, Fuzzy Logic, Simulated Biological Evolution Algorithms (Like Genetic Algorithm), Ant Colony Optimization, Reasoning and Evolution, Intelligence Applications, Computer Vision and Speech Understanding, Multimedia and Cognitive Informatics, Data Mining and Machine Learning Tools, Heuristic and Ai Planning Strategies and Tools, Computational Theories of Learning, Technology and Computing (Like Particle Swarm Optimization), Intelligent System Architectures, Knowledge Representation, Bioinformatics, Natural Language Processing, Multiagent Systems, Supervised Learning, Unsupervised Learning, Deep Learning, Big Data and AI Approaches, Reinforcement Learning, Learning with Generative Adversarial Networks, Regression and Prediction, Problem Solving and Planning, Clustering, Classification, Neural Information Processing, Vision and Speech Perception, Heterogeneous and Streaming Data, Probabilistic Models and Methods, Reasoning and Inference, Marketing and Social Sciences, Knowledge Discovery, Web Mining, Information Retrieval, Design and Diagnosis, Game Playing, Streaming Data, Music Modelling and Analysis, Robotics and Control, Multi-Agent Systems. #Neural Networks #Fuzzy Logic #Simulated Biological Evolution Algorithms (Like Genetic Algorithm) #Ant Colony Optimization #Reasoning and Evolution #Intelligence Applications #Computer Vision and Speech Understanding #Multimedia and Cognitive Informatics #Data Mining and Machine Learning Tools #Heuristic and AI Planning Strategies and Tools #Computational Theories of Learning #Technology and Computing (Like Particle Swarm Optimization) #Intelligent System Architectures #Knowledge Representation #Bioinformatics #Natural Language Processing #Multiagent Systems #Supervised Learning #Unsupervised Learning #Deep Learning #Big Data and AI Approaches #Reinforcement Learning #Learning with Generative Adversarial Networks #Regression and Prediction #Problem Solving and Planning #Clustering #Classification #Neural Information Processing #Vision and Speech Perception #Heterogeneous and Streaming Data #Probabilistic Models and Methods #Reasoning and Inference #Marketing and Social Sciences #Knowledge Discovery #Web Mining, Information Retrieval #Design and Diagnosis #Game Playing #Streaming Data #Music Modelling and Analysis #Robotics and Control #Multi-Agent systems #PhD #Academic #Scopus #SCI #LatticeScience #Springer, #ScienceDirect #IEEE #Mendeley #Research #Scholarship #UGC #SSRN #LatticeScience #ESCI #Science #Journal #Conference #SSRN #PubLons</p>
<div  class='flex_column av-2pleei-77393da6e13ef63df2f7886a16f796e1 av_one_full  avia-builder-el-0  avia-builder-el-no-sibling  first flex_column_div  '     ><div  class='av_promobox av-laxpqcoq-1b4949e493f93ae34ea28f6f0d3e3d71 avia-button-yes  avia-builder-el-1  avia-builder-el-no-sibling '><div class='avia-promocontent'></p>
<p style="text-align: justify;"><span style="font-family: 'times new roman', times, serif;"><span style="font-size: 14pt;"><strong><span style="font-size: 18pt;">Influence of Digital Fluctuations on Behavior of Neural Networks</span><a href="https://crossmark.crossref.org/dialog/?doi=10.54105/ijainn.A1061.123122&amp;domain=www.ijainn.latticescipub.com"><img decoding="async" id="crossmark-icon" class="alignnone" src="https://crossmark-cdn.crossref.org/widget/v2.0/logos/CROSSMARK_Color_horizontal.svg" alt="CROSSMARK Color horizontal" width="150" height="33"></a><br />
</strong>Igor V. Netay</span></span><br />
<span style="font-size: 12pt; font-family: 'times new roman', times, serif;">
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<p style="text-align: justify;"><span style="font-family: 'times new roman', times, serif; font-size: 12pt;">Manuscript received on 18 November 2022<strong> |</strong> Revised Manuscript received on 25 November 2022<strong> |</strong> Manuscript Accepted on 15 December 2022 <strong>|</strong> Manuscript published on 30 December 2022<strong> |</strong> PP: 1-7<strong> |</strong> Volume-3 Issue-1, December 2022 <strong>|</strong> Retrieval Number: 100.1/ijainn.A1061123122<strong> |</strong> DOI: <a href="http://doi.org/10.54105/ijainn.A1061.123122" target="_blank" rel="noopener">10.54105/ijainn.A1061.123122</a><br />
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<span style="font-size: 10pt; font-family: 'times new roman', times, serif;">© The Authors. Published by Lattice Science Publication (LSP). This is an <a href="https://www.openaccess.nl/en/open-publications" target="_blank" rel="noopener">open access</a> article under the CC-BY-NC-ND license <a href="https://creativecommons.org/licenses/by-nc-nd/4.0/" target="_blank" rel="noopener">(http://creativecommons.org/licenses/by-nc-nd/4.0/)</a></span></p>
<p style="text-align: justify;"><span style="font-family: 'times new roman', times, serif; font-size: 14pt;"><strong>Abstract:</strong> This paper deals with effect of digital noise to numerical stability of neural networks. Digital noise arises from the inexactness of floating point values operations. Accumulated errors finally lead to the loss of significance. Experiments show that more redundant networks have higher noise influence. This effect is tested in both model and real world samples. As a result, one should exclude all the networks results from the beginning of fluctuations. Results of experiments allow us to hypothesize that minimal values of loss function preserving significance were achieved for the networks of size close to the complexity of the dataset. So, it is a reason to choose sizes of network layers in accordance with complexity of particular datasets and not universally for an architecture and general problem statement without relation to data. In the case of fine tuning this suggests that pruning of network layers can improve result accuracy and reliability of prediction due to decrease of numerical noise influence. Results of this article are based on analysis of numerical experiments with train of more than 50000 neural networks for thousands epochs for each network. Almost all the networks begin to fluctuate.<br />
</span><br />
<span style="font-family: 'times new roman', times, serif; font-size: 12pt;"><span style="font-size: 14pt;"> <strong>Keywords:</strong> Neural Network, Numerical Stability, Digital Noise, Digital Fluctuations, Fine-Tuning.</span><br />
<span style="font-size: 14pt;"> <strong>Scope of the Article:</strong> Neural Networks</span><br />
</span></p>
<p>
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<p>The post <a rel="nofollow" href="https://www.ijainn.latticescipub.com/portfolio-item/a1061123122/">A1061123122</a> appeared first on <a rel="nofollow" href="https://www.ijainn.latticescipub.com">Indian Journal of Artificial Intelligence and Neural Networking (IJAINN)</a>.</p>
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