AGRICULTURE DATA FEATURE EXTRACTION USING SEQUENTIAL PATTERN MINING AND RANDOM FOREST (SPM-RF) DATA MINING METHOD

Feature extraction assumes a critical part in analyzing agricultural datasets and acquiring experiences for decision-making. In this paper we propose a methodology that consolidates Sequential Pattern Mining (SPM) and Random Forest (RF) techniques for feature extraction in agricultural datasets. The SPM RF approach uses the temporal request of occasions in agricultural information to extract regular…

AGRICULTURE DATA FEATURE EXTRACTION USING SEQUENTIAL PATTERN MINING AND RANDOM FOREST (SPM-RF) DATA MINING METHOD

Feature extraction assumes a critical part in analyzing agricultural datasets and acquiring experiences for decision-making. In this paper we propose a methodology that consolidates Sequential Pattern Mining (SPM) and Random Forest (RF) techniques for feature extraction in agricultural datasets. The SPM RF approach uses the temporal request of occasions in agricultural information to extract regular…

THE INFLUENCE OF SOCIAL MEDIA MARKETING ON CONSUMER PURCHASING BEHAVIOR

ABSTRACT In today’s digital age, social media has become a dominant force in shaping consumer behavior. This study explores the influence of social media marketing on consumer purchasing decisions, particularly through platforms such as Instagram, Facebook, YouTube, and WhatsApp. By surveying 230 respondents using a structured questionnaire, the research analyzes the most preferred platforms, frequency…

SUSTAINABLE DEVELOPMENT AND INNOVATION IN DIGITALIZATION

-In India, sustainable development and innovation have become central to addressing the country’s economic, environmental, and social challenges. Rapid industrial growth, urbanization, and digital transformation are driving the need for innovative approaches that balance progress with ecological responsibility. Government initiatives such as the National Solar Mission, Smart Cities Mission, and Digital India are promoting renewable…

ECONOMIC RELATIONS: TRADE AND INVESTMENT OPPORTUNITIES IN INDIA

India’s economic relations, driven by robust trade and investment opportunities, have positioned the country as one of the fastest-growing economies in the world. With a large consumer base, a skilled workforce, and a rapidly expanding digital infrastructure, India offers a favorable environment for both domestic and foreign investors. Strategic reforms such as the Goods and…

Digital Governance and Economic Efficiency

Digital governance has emerged as a transformative force in enhancing economic efficiency and public service delivery. By integrating technology into government operations, digital governance minimizes bureaucratic delays, reduces corruption, and ensures transparency and accountability. This sub-theme explores how e-governance tools like online portals, mobile apps, digital payment systems, and automated data management streamline administrative processes…