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Deep Search: An Intelligent File Searching through Content Analysis

Real-time full-text search holds essential value in current digital libraries because it helps users find documents with content rather than names [1]. Users can perform content-based searches that reveal files through the extraction of textual contents within documents and optimize the retrieval process for research databases as well as legal document search and enterprise knowledge management solutions [2]. A full-text search technique-powered document retrieval system, which seeks to create a content-based file searching mechanism, is analyzed within this report. These search systems implement ranking as their main step to evaluate document relevance through the combination of term frequency and document length analysis with inverse document frequency factors [3]. The foundation for improving search accuracy and efficiency depends heavily on knowledge about directory creation as well as score calculation methods. The research also explores performance comparison between Whoosh and Elasticsearch regarding their scaling capabilities and their abilities to index data and respond to search queries and rank results [4]. Whoosh functions best for compact document sets, yet Elasticsearch delivers real-time search functionality for extensive data collections. The final report will present the most effective solution for creating a content-based search system with high performance levels for various application domains.

Published by: Nachiket Parjane, Kartik Patare, Rohan Ingle, Renuka Wakhare

Author: Nachiket Parjane

Paper ID: V11I3-1240

Paper Status: published

Published: May 25, 2025

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Research Paper

The Effect of Dollarization on the Argentine Economy- A Global Analysis

This research paper looks at the possible social and economic impacts of the implementation of the American Dollar in Argentina, through the use of a comparative analysis, between 5 different countries that have implemented numerous forms of dollarization. After an analysis of the socio-economic factors of El Savador, Ecuador, Cambodia, Panama and Zimbabwe, the researcher makes a conclusion on the benefits and harms of the implementation of the dollar. The historical analysis provides insight into the various policy reformation decisions made by different countries across the globe, to combat one major problem, inflation, all with the desire to achieve economic stability. This research paper looks at the applicability of the dollar in the Argentine economy, white analyzing and evaluating economic policy decisions throughout Argentine history. The research paper also finds out that economic prosperity is not a byproduct of simply the geographic location, natural resources or its culture, but rather the effectiveness of the political and economic institutions that govern the country.

Published by: Kevin Isaac

Author: Kevin Isaac

Paper ID: V11I2-1396

Paper Status: published

Published: May 25, 2025

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Research Paper

Modern Web 3.0 Blockchain Applications: Healthcare for Enhancing Privacy, Smart Contracts, and Cryptocurrency

Federated Learning (FL) has emerged as a promising approach for training machine learning models while preserving privacy, particularly in Internet of Things (IoT)-based environments such as healthcare. However, FL alone is insufficient for addressing all privacy challenges. This paper explores the integration of blockchain technology with FL to enhance privacy in Smart Healthcare Systems. Key contributions include a blockchain-enabled model for storage, aggregation, and gradient sharing; implementation of sidechains to improve transaction speed and reduce computational overhead; and the use of smart contracts for secure access control. The study proposes a scalable, privacy-preserving framework that aligns with healthcare regulations and supports collaborative AI applications, ultimately improving patient care and medical research.

Published by: Namandeep Gupta, Aditya Singh Rathore, Mayank Choudhary

Author: Namandeep Gupta

Paper ID: V11I3-1213

Paper Status: published

Published: May 23, 2025

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Research Paper

Geometrical Approach to Kepler’s Laws of Planetary Motion

We know that the earth is a planet revolving round the sun is an elliptical orbit, the sun being at the focus. The time taken by the earth to complete one revolution is called an year which is equal to 365.25 days relative to the earth the sun describes an ellipse round the earth. The elementary pen and string method to draw ellipse has been devised to examine planetary orbits on the basis of the Kepler's Laws. Besides qualitative feature of the orbits. Quantitative depends of the orbital shape on the quantities appearing in the Kepler's Laws can also be analyzed with simple geometrical procedures. The method thus provides a relevant intermediate step to students prior to the study of the rigorous theory of central force problems. The students were asked questions relating to Kepler's three laws of motion, as well as what keeps planets in orbit around the sun. Less common ideas include a mix of circular and highly elliptical orbital shapes. Many students have conceptions consistent with the Kepler's second and third laws of motion and the case with which the models are adopted by students may suggests some ways to teach these concepts the types of ideas about orbital shapes and orbital behavior may originate in common depictions of orbits often seen in print and on the internet.

Published by: Ram Saroj Sah

Author: Ram Saroj Sah

Paper ID: V11I3-1186

Paper Status: published

Published: May 20, 2025

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Research Paper

Development and Optimization of Pumpkin Pomace Enhanced Savory Crackers

The development of functional food products using agro-industrial by-products such as pumpkin pomace is a sustainable and nutritious approach. This study focuses on the formulation of fiber-rich savory crackers enhanced with wet pumpkin pomace, blended with wheat flour and carom seeds. Pumpkin pomace, rich in dietary fiber and β-carotene, was incorporated to improve the nutritional profile without compromising sensory quality. The optimized formulation was evaluated for its physical, textural, and nutritional properties, including moisture, fat, ash, pH, protein, and fiber. Results indicated a significant enhancement in dietary fiber and protein, with acceptable sensory scores. This study supports the use of fruit and vegetable residues in mainstream food formulations to promote health, reduce food waste, and improve sustainability.

Published by: Y. Noor E Nazneen, Dr. A. Swaroopa Rani, G. Vikram Goud

Author: Y. Noor E Nazneen

Paper ID: V11I3-1192

Paper Status: published

Published: May 20, 2025

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Research Paper

A Smart Medicine Reminder System Using React Native and Timezone-Aware Notifications for Personalized mHealth Assistance

Medication non-adherence contributes to nearly 125,000 preventable deaths annually and accounts for approximately 10% of hospitalizations globally. While existing mobile health (mHealth) solutions provide basic reminders, they often overlook key factors such as time zone differences, dosage schedules, and UI accessibility. This paper presents a cross-platform medicine reminder system built using React Native, with time zone-aware scheduling and personalized notification logic. The system leverages a Node.js backend with MongoDB for dynamic user and medicine tracking, and cron-based scheduling for precision delivery. Early-stage testing indicates significant improvement in reminder accuracy across different time zones and positive user feedback on usability. This work contributes a scalable, open-source solution aimed at enhancing medication adherence for diverse populations.

Published by: Nandigama Prashanth Kumar

Author: Nandigama Prashanth Kumar

Paper ID: V11I2-1359

Paper Status: published

Published: May 17, 2025

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