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Forecasting

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Papers tagged with "Forecasting"

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Vol 12, Issue 9 (September 2026) Computer Science Engineering

ProcureAi: An AI-Driven Procurement Spend Intelligence Platform For Automated Anomaly Detection, Supplier Optimisation And Predictive Expenditure Forecasting

- Enterprises Routinely Lose Between Three And Eight Percent Of Addressable Procurement Spend To Fragmentation, Duplicate Payments, Maverick Buying, Contract Price Leakage, And Unmanaged Tail Spend. This Paper Presents ProcureAI, A Full-sta...

Bharrath K
Vol 12, Issue 9 (September 2026) Computer Science

A Comprehensive Review On Machine Learning And Deep Learning Models For Forecasting Stock Market Trends

Machine Learning Is Transforming Stock Market Prediction By Leveraging Vast Datasets, Advanced Algorithms, And Computational Power To Provide More Accurate Forecasts. While Challenges Remain, Continuous Advancements In Artificial Intelligen...

Narendra Rai, Prof. Shailendra Kumar Shriwastava
Vol 12, Issue 7 (July 2026) Computer Science

A Survey On Machine Learning And Deep Learning Models For Predicting Traffic Transit Time

The Transition Towards Intelligent Traffic Systems (ITS) Is Inevitable In Future. Accurate Travel Time Estimation Is Vital For The Effectiveness Of Modern Public Transportation Systems. It Plays A Central Role In Applications Such As Real-t...

Vaishnavi Sambare, Prof. Pradeep Pal
Vol 12, Issue 7 (July 2026) Computer Science

A Comprehensive Review On Contemporary Machine Learning And Deep Learning Models For Forecasting Stock Market Trends

Machine Learning Is Transforming Stock Market Prediction By Leveraging Vast Datasets, Advanced Algorithms, And Computational Power To Provide More Accurate Forecasts. While Challenges Remain, Continuous Advancements In Artificial Intelligen...

Srishti Mongre, Dr. Dayashankar Pandey
Vol 12, Issue 6 (June 2026) Computer Applications

BUSINESS INTELLIGENCE: A WEB-BASED BUSINESS INTELLIGENCE SYSTEM FOR REAL-TIME RETAIL ANALYTICS, DEMAND FORECASTING, AND RISK MANAGEMENT

Small And Medium Retail Businesses Frequently Face Operational Difficulties Related To Inventory Management, Stock Monitoring, Demand Estimation, And Financial Reporting. Most Shop Owners Rely On Manual Records Or Entry-level Billing Softwa...

Dr.T. Amalraj Victoire, Srinivasan S
Vol 12, Issue 6 (June 2026) Information Technology

AI-Driven Price Prediction System For Direct Farmer-to- Market Consumer Agricultural Market

Farmers Who Sell Directly To Consumers Through Digital Platforms Often Have No Idea What Price To Charge For Their Produce. They Rely On Heuristic Judgment And Informal Market Signals, Or Whatever Their Neighbor Charged Last Week. This Leav...

Rahil Mulani, Muskan Bajaj, Vansh Gondane, Shubham Adkar, Vinayak Shinde
Vol 12, Issue 5 (May 2026) BUSINESS ANALYTICS

A STUDY ON SALE AND DEMAND FORCASTING USING TIME SERIES ANALYSIS IN A TEXTILE MANUFACTURING COMPANY

Accurate Sales And Demand Forecasting Is A Strategic Imperative For Textile Manufacturing Enterprises Operating In Volatile, Seasonally Driven Markets. This Study Applies Time Series Analysis To Historical Sales And Demand Data (2022–2025)...

Poorani S, Dr.Suganya, Dr.R. Florence Bharathi
Vol 12, Issue 5 (May 2026) Computer Science And Engineering

A HYBRID STOCK PRICE FORECASTING SYSTEM USING ARIMA, LSTM, AND SENTIMENT ANALYSIS

The Accurate Forecasting Of Stock Prices Remains One Of The Most Persistent And Challenging Problems In Quantitative Finance, Owing To The Inherently Noisy, Nonstationary, And Nonlinear Nature Of Financial Time Series. Traditional Foreca...

Reshma RB, Swathika P, Sackcini M, Saadana R
Vol 12, Issue 4 (April 2026) Artificial Intelligence And Data Science

Multi-Feature Search–Based Purchasing Tendency Community Classification For Densely Distributed Clients In E-commerce

Purchasing Tendency Is Defined As Customer Prefer-ences For Products And Brands, Interested In Price And Frequency Of Purchase, And Is Determined By Demographic, Transactional And Behavioral Attributes. In Today’s E-commerce, These Insights...

M.GughanRaja, M.SanjayKumar, A.AzimSaleh, S.PayasJenner, K.KabilDoss
Vol 12, Issue 4 (April 2026) Computer Applications

CONSEQUENCE INTELLIGENCE ENGINE FOR PREDICTING DECISION IMPACT IN COMPLEX SYSTEMS

Strategic Decision-making In Complex Organizational Environments Is Inherently Associated With Risk And Uncertainty. Despite Widespread Adoption Of Decision Support Systems, Most Existing Tools Focus On Structuring Decisions Rather Than Pre...

Sanjeev Rahul S, Dr. V. Shenbagapriya, Dr. K. Hazeena
Vol 12, Issue 4 (April 2026) Engineering

Live Cryptocurrency Market Dashboard With Machine Learning-Based Price Prediction And RSI Signal Generator

Cryptocurrency Markets Are Highly Volatile And Change Rapidly, Which Makes Price Prediction And Decision- Making Difficult For Investors. This Project Presents A Live Cryptocurrency Market Dashboard That Provides Real-time Market Visualizat...

Sivasangari.J, Thota Vinod Kumar, Thota Bharath, Sriramsetty Mallikarjuna, T. Hari Venkata Sudheer Babu
Vol 12, Issue 4 (April 2026) Computer Science And Engineering

AI-BASED ENERGY MANAGEMENT SYSTEM

The Rapid Growth Of Energy Demand, Increasing Electricity Costs, And The Need For Sustainable Power Utilization Present Significant Challenges To Traditional Energy Management Practices. This Paper Presents An AI-Based Smart Energy Manageme...

Mr Sathishkumar S, Saravanan M, Tonija Prabha S, Udhayasaran k, Vethatharshan R
Vol 12, Issue 3 (March 2026) Machine Learning & Deep Learning

ENHANCING STOCK PRICE FORECASTING ACCURACY USING COMPOSITIONAL RNN

Predicting Stock Prices Accurately Is Essential For Making Well-informed Decisions In Erratic Financial Markets. This Paper Introduces A Compositional Deep Learning Framework For Multivariate Time-series Forecasting That Integrates Three RN...

Bharani K, Krishna Kumar R, Surendharan R, Dalphin Mary F
Vol 12, Issue 1 (January 2026) Civil Engineering

Street Level Travel Time Estimation Employing WBPST-SVR Model Using GTFS Feature

Accurate Estimation Of Street-level Travel Time Is A Fundamental Requirement For Intelligent Transportation Systems (ITS), Enabling Effective Traffic Management, Route Optimization, And Real-time Traveler Information Services. With The Incr...

Bhumika Patidar, Prof. Vinay W. Deulkar
Vol 11, Issue 11 (November 2025) Machine Learning

AQI Index Analyzer Using Machine Learning

Air Quality Index AQI Prediction Is A Critical Public Health Task That Involves Leveraging Data-driven Methods To Forecast Pollutant Concentrations And The Resulting AQI Under Dynamic Environmental And Meteorological Conditions1. This R...

B Aditya, Mr. Ritesh Kumar

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