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Papers by Sivapriya anandh

Research paper thumbnail of An Efficient Wavelet Based Feature Reduction and Classification Technique for the Diagnosis of Dementia

International Journal of Computer Science, Engineering and Information Technology, 2011

This research paper proposes an improved feature reduction and classification technique to identi... more This research paper proposes an improved feature reduction and classification technique to identify mild and severe dementia from brain MRI data. The manual interpretation of changes in brain volume based on visual examination by radiologist or a physician may lead to missing diagnosis when a large number of MRIs are analyzed. To avoid the human error, an automated intelligent classification system is proposed which caters the need for classification of brain MRI after identifying abnormal MRI volume, for the diagnosis of dementia. In this research work, advanced classification techniques using Support Vector Machines based on Particle Swarm Optimisation and Genetic algorithm are compared. Feature reduction by wavelets and PCA are analysed. From this analysis, it is observed that the proposed classification of SVM based PSO is found to be efficient than SVM trained with GA and wavelet based feature reduction technique yields better results than PCA.

Research paper thumbnail of Artificial Intelligence and Machine Learning (AIML) Volume (14), Issue (I) August, 2014

Research paper thumbnail of Artificial Intelligence and Machine Learning Journal, Volume 10, Issue 1, ICGST LLC, Delaware, USA, October 2010

This Issue (DOI: 10.13140/RG.2.1.4392.6481) includes the following articles; P1121004977, Alaa M.... more This Issue (DOI: 10.13140/RG.2.1.4392.6481) includes the following articles; P1121004977, Alaa M. Elsayad, "Diagnosis of Breast Tumor using Boosted Decision Trees" P1121002967, Y. Mechqrane and R. Ezzahir and C. Bessiere and E.H. Bouyakhf, "A Constraint Based Approach To Air Traffic Control" P1121022077, Tarek Aboueldahab and Mahumod Fakhreldin, "Stock Market Indices Prediction via Hybrid Sigmoid Diagonal Recurrent Neural Networks and Enhanced Particle Swarm Optimization" P1121026153, S. Abu Naser and R. Al-Dahdooh and A. Mushtaha and M. El-Naffar, "Knowledge Management in ESMDA: Expert System for Medical Diagnostic Assistance" P1121052912, A. Thobbi and R. Kadam and W. Sheng, "Achieving Remote Presence using a Humanoid Robot Controlled by a Non-Invasive BCI Device" P1121052911, S.Kokila and P.Gomathi and T.Manigandan, "Design of Energy Efficient Humidification Plant for Textile Processing"

Research paper thumbnail of Artificial Intelligence and Machine Learning Journal, ISSN: 1687-4846, Volume 11, Issue 1, ICGST LLC, Delaware, USA, October 2011

This Issue includes the following papers; P1121046354, Maha El Meseery, Mahmoud Fakhr El Din, Tar... more This Issue includes the following papers; P1121046354, Maha El Meseery, Mahmoud Fakhr El Din, Tarek abouldahab, "Sketch Recognition using Enhanced Particle Swarm Optimization" P1121102458, T.R.Sivapriya and V.Saravanan, "Dementia Diagnosis relying on Texture based features and SVM classification" P1121053406, Eslam Omara, Taha El Said, Mervat Mousa, "Employing Neural Networks for Assessment of Data Quality with Emphasis on Data Completeness" P1121051397, N. D. Salih and Rosli Besar and F. S. Abas, "Sketch-based Shape Retrieval relying on BSR Technique" P1121117560, N. Malla Reddy and N.V.Ramana and K.Ramesh Reddy, "Implementation of Agglomerative and Divisive Cluster Algorithm for Unit Commitment Solution based on Genetic Algorithm" P1121129662, Eslam Omara, Taha El Sayed, Mervat Mousa, "Neuro Assessment of Data Quality based on Data Timeliness Criterion"

Research paper thumbnail of An Efficient Wavelet Based Feature Reduction and Classification Technique for the Diagnosis of Dementia

International Journal of Computer Science, Engineering and Information Technology, 2011

This research paper proposes an improved feature reduction and classification technique to identi... more This research paper proposes an improved feature reduction and classification technique to identify mild and severe dementia from brain MRI data. The manual interpretation of changes in brain volume based on visual examination by radiologist or a physician may lead to missing diagnosis when a large number of MRIs are analyzed. To avoid the human error, an automated intelligent classification system is proposed which caters the need for classification of brain MRI after identifying abnormal MRI volume, for the diagnosis of dementia. In this research work, advanced classification techniques using Support Vector Machines based on Particle Swarm Optimisation and Genetic algorithm are compared. Feature reduction by wavelets and PCA are analysed. From this analysis, it is observed that the proposed classification of SVM based PSO is found to be efficient than SVM trained with GA and wavelet based feature reduction technique yields better results than PCA.

Research paper thumbnail of Artificial Intelligence and Machine Learning (AIML) Volume (14), Issue (I) August, 2014

Research paper thumbnail of Artificial Intelligence and Machine Learning Journal, Volume 10, Issue 1, ICGST LLC, Delaware, USA, October 2010

This Issue (DOI: 10.13140/RG.2.1.4392.6481) includes the following articles; P1121004977, Alaa M.... more This Issue (DOI: 10.13140/RG.2.1.4392.6481) includes the following articles; P1121004977, Alaa M. Elsayad, "Diagnosis of Breast Tumor using Boosted Decision Trees" P1121002967, Y. Mechqrane and R. Ezzahir and C. Bessiere and E.H. Bouyakhf, "A Constraint Based Approach To Air Traffic Control" P1121022077, Tarek Aboueldahab and Mahumod Fakhreldin, "Stock Market Indices Prediction via Hybrid Sigmoid Diagonal Recurrent Neural Networks and Enhanced Particle Swarm Optimization" P1121026153, S. Abu Naser and R. Al-Dahdooh and A. Mushtaha and M. El-Naffar, "Knowledge Management in ESMDA: Expert System for Medical Diagnostic Assistance" P1121052912, A. Thobbi and R. Kadam and W. Sheng, "Achieving Remote Presence using a Humanoid Robot Controlled by a Non-Invasive BCI Device" P1121052911, S.Kokila and P.Gomathi and T.Manigandan, "Design of Energy Efficient Humidification Plant for Textile Processing"

Research paper thumbnail of Artificial Intelligence and Machine Learning Journal, ISSN: 1687-4846, Volume 11, Issue 1, ICGST LLC, Delaware, USA, October 2011

This Issue includes the following papers; P1121046354, Maha El Meseery, Mahmoud Fakhr El Din, Tar... more This Issue includes the following papers; P1121046354, Maha El Meseery, Mahmoud Fakhr El Din, Tarek abouldahab, "Sketch Recognition using Enhanced Particle Swarm Optimization" P1121102458, T.R.Sivapriya and V.Saravanan, "Dementia Diagnosis relying on Texture based features and SVM classification" P1121053406, Eslam Omara, Taha El Said, Mervat Mousa, "Employing Neural Networks for Assessment of Data Quality with Emphasis on Data Completeness" P1121051397, N. D. Salih and Rosli Besar and F. S. Abas, "Sketch-based Shape Retrieval relying on BSR Technique" P1121117560, N. Malla Reddy and N.V.Ramana and K.Ramesh Reddy, "Implementation of Agglomerative and Divisive Cluster Algorithm for Unit Commitment Solution based on Genetic Algorithm" P1121129662, Eslam Omara, Taha El Sayed, Mervat Mousa, "Neuro Assessment of Data Quality based on Data Timeliness Criterion"