M.Tech / M.E / PhD Thesis | Computer Science & Engineering | India | Volume 4 Issue 6, June 2015
Mining Interaction Patterns among Brain Regions by Clustering Based Interactive K-Means
Amruta S. Chougule, S. A. Bajpai
Functional Magnetic Resonance Imaging (FMRI) provides study of brain functions. The information content from that is large in volume and complex and data requires effective and efficient data mining techniques. To understand the complex interaction patterns among brain regions novel clustering technique is proposed. Each subject consider as FMRI image histogram. The objective is to assign objects exhibiting a similar intrinsic interaction pattern to common cluster. To formalize this idea, define a cluster by a set of mathematical models describing the cluster-specific interaction patterns. Based on this novel cluster notion, propose interaction K-means (IKM), an efficient algorithm for partitioning clustering. IKM simultaneously clusters the data and discovers the relevant cluster-specific interaction patterns. The results on two real FMRI studies demonstrate the potential of IKM to contribute to a better understanding of normal brain function and the alternations characteristic for psychiatric disorders.
Keywords: clustering, interaction patterns, histogram
Edition: Volume 4 Issue 6, June 2015
Pages: 2472 - 2475
How to Cite this Article?
Amruta S. Chougule, S. A. Bajpai, "Mining Interaction Patterns among Brain Regions by Clustering Based Interactive K-Means", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=SUB155896, Volume 4 Issue 6, June 2015, 2472 - 2475
Similar Articles with Keyword 'clustering'
Survey on Various Image Segmentation Techniques
A Mining Method to Predict Patients DOSH
Ruchi Rathor, Pankaj Agarkar
Survey on Hubness - Based Clustering Algorithms
Nikita Dhamal, Antara Bhatttacharya
A Review of Text Mining Techniques Associated with Various Application Areas
Dr. Shilpa Dang, Peerzada Hamid Ahmad
Enhancement of Leach Protocol in Wireless Sensor Network
Bipin Patel, Hardik Kadiya
Similar Articles with Keyword 'histogram'
Detection and Classification of Skin Cancer using Image Processing Techniques
Maha Shawish, Balsam Eid
Survey on Cancer Detection using Content Based Image Retrieval Technique
Aparna W. Bondade, Priti Saktel
Human Detection with Non Linear Classification Using Linear SVM
Optimized Content Based Image Retrieval System using Colored Features with IWD
Damandeep Singh, Nitin Bhagat
Image Normalization Robust using Histogram Equalization and Logarithm Transform Frequency DCT Coefficients for Illumination in Facial Images
Dr. V. S. Manjula