Applications of Data Mining in Weather Forecasting Using Frequent Pattern Growth Algorithm
International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
www.ijsr.net | Open Access | Fully Refereed | Peer Reviewed International Journal

ISSN: 2319-7064

Research Paper | Computer Science & Engineering | India | Volume 4 Issue 6, June 2015

Applications of Data Mining in Weather Forecasting Using Frequent Pattern Growth Algorithm

Amruta A. Taksande, P. S. Mohod

Rainfall forecasting or Weather forecasting has been one of the most challenging problems around the world because it consists of multidimensional and nonlinear data such as in the field of agriculture to determine initial growing season. Recently, climate change causes much trouble in rainfall forecasting. Our Project describes five data mining algorithms namely neural network (NN), random forest, classification and regression tree (CRT), support vector machine (SVM) and k-nearest neighbour. Generally these algorithms are used for the prediction. Generally these algorithms used for prediction. In this project we use five years previous data from Jan 2010-Jan 2014 for Nagpur station. On available datasets we apply the Frequent Pattern Growth Algorithm for deleting the inappropriate data. Generally temperature, humidity, wind speed are mainly responsible for the rainfall prediction.On the percentage of these parameters we predict there is a rainfall or not. Based on experiment result, it can be concluded that the combination of GA and FP growth algorithm weather data can gives prediction with higher than 90 % accuracy with several population size and crossover probability.

Keywords: Data Mining Algorithms, Prediction, Neural Network, Frequent Pattern Growth Algorithm and Weather Forecasting

Edition: Volume 4 Issue 6, June 2015

Pages: 3048 - 3051

Share this Article

How to Cite this Article?

Amruta A. Taksande, P. S. Mohod, "Applications of Data Mining in Weather Forecasting Using Frequent Pattern Growth Algorithm", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=SUB156170, Volume 4 Issue 6, June 2015, 3048 - 3051

134 PDF Views | 101 PDF Downloads

Download Article PDF



Similar Articles with Keyword 'Data Mining Algorithms'

Review Papers, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014

Pages: 708 - 710

A Review on Efficient Algorithms for Mining High Utility Item Sets

Nutan Sarode, Devendra Gadekar

Share this Article

Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014

Pages: 1021 - 1023

Privacy Preserving Mining Based Framework for Analyzing the Patient Behavior

Dhanashree M. Patil, Dnyaneshwar A. Rokade

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 10, October 2015

Pages: 1989 - 1994

Direct Discrimination Discovery through Multi Agent Systems in Data Mining

K. Nataraj, Dr. G.A Ramachandra

Share this Article

Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 10, October 2014

Pages: 1676 - 1680

A Survey on Big Data Mining Algorithms

S. Sivasankar, T. Prabhakaran

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 7, July 2015

Pages: 355 - 358

A Peculiar Approach for Detection of Cluster Outlier in High Dimensional Data

Abhimanyu Kumar

Share this Article

Similar Articles with Keyword 'Prediction'

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 7, July 2020

Pages: 1454 - 1458

Heart Disease Prediction with Machine Learning Approaches

Megha Kamboj

Share this Article

Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014

Pages: 886 - 889

Survey on Algorithms Predicting Performance of Keyword Queries

Snehal Borole

Share this Article

Research Paper, Computer Science & Engineering, Sweden, Volume 9 Issue 12, December 2020

Pages: 1137 - 1139

Predicting Diabetes using Gradient Boosting is a Machine Learning Technique

Ali Adam Mohammad

Share this Article

Review Papers, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014

Pages: 1936 - 1938

A Mining Method to Predict Patients DOSH

Ruchi Rathor, Pankaj Agarkar

Share this Article

Research Paper, Computer Science & Engineering, Kenya, Volume 7 Issue 5, May 2018

Pages: 1409 - 1411

Students Performance Prediction Using FP-Tree Data Mining Techniques

Eliakim Ombati Akama

Share this Article

Similar Articles with Keyword 'Neural Network'

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 10, October 2020

Pages: 1626 - 1628

Image Noise Reduction with Autoencoder using Tensor Flow

Jai Sehgal, Dr Yojna Arora

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014

Pages: 2681 - 2688

A Proposed Framework Using Neural Network in Web Mining for Improving the Performance of E-Learning System

Dar Masroof Amin, Atul Garg

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014

Pages: 1797 - 1799

Analysis Speed of Sending HL7 Data with use of TrainLM Algorithm in Medical Informatics

Kanika Sharma, Rupinder Kaur Gurm

Share this Article

Review Papers, Computer Science & Engineering, India, Volume 5 Issue 6, June 2016

Pages: 2539 - 2541

Classification of Data Using LAD

Aishwarya Jadhav, Vaishali Nandedkar

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 8, August 2014

Pages: 1141 - 1146

Offline Hindi Signature Recognition Using Surf Feature Extraction and Neural Networks Approach

Harpreet Kaur, Simarjeet Kaur

Share this Article
Top