Downloads: 110
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'
Downloads: 1 | Monthly Hits: ⮙1
Survey Paper, Computer Science & Engineering, India, Volume 10 Issue 5, May 2021
Pages: 948 - 951Survey on Various Image Segmentation Techniques
Babita Chauhan
Downloads: 75
Review Papers, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014
Pages: 1936 - 1938A Mining Method to Predict Patients DOSH
Ruchi Rathor, Pankaj Agarkar
Downloads: 99
Review Papers, Computer Science & Engineering, India, Volume 3 Issue 10, October 2014
Pages: 2253 - 2256Survey on Hubness - Based Clustering Algorithms
Nikita Dhamal, Antara Bhatttacharya
Downloads: 99
Review Papers, Computer Science & Engineering, India, Volume 4 Issue 2, February 2015
Pages: 2461 - 2466A Review of Text Mining Techniques Associated with Various Application Areas
Dr. Shilpa Dang, Peerzada Hamid Ahmad
Downloads: 100 | Weekly Hits: ⮙5
Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 5, May 2014
Pages: 1742 - 1745Enhancement of Leach Protocol in Wireless Sensor Network
Bipin Patel, Hardik Kadiya
Similar Articles with Keyword 'histogram'
Downloads: 34
Research Paper, Computer Science & Engineering, Syria, Volume 10 Issue 3, March 2021
Pages: 524 - 528Detection and Classification of Skin Cancer using Image Processing Techniques
Maha Shawish, Balsam Eid
Downloads: 107
Review Papers, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014
Pages: 1019 - 1020Survey on Cancer Detection using Content Based Image Retrieval Technique
Aparna W. Bondade, Priti Saktel
Downloads: 107 | Monthly Hits: ⮙9
Review Papers, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014
Pages: 1347 - 1354Human Detection with Non Linear Classification Using Linear SVM
Vaibhav Janbandhu
Downloads: 107
Research Paper, Computer Science & Engineering, India, Volume 5 Issue 5, May 2016
Pages: 1915 - 1919Optimized Content Based Image Retrieval System using Colored Features with IWD
Damandeep Singh, Nitin Bhagat
Downloads: 108
Research Paper, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014
Pages: 1891 - 1895Image Normalization Robust using Histogram Equalization and Logarithm Transform Frequency DCT Coefficients for Illumination in Facial Images
Dr. V. S. Manjula