Pabitra Mitra's Books

Pattern Recognition Algorithms for Data Mining addresses different pattern recognition (PR) tasks in a unified framework with both theoretical and experimental results. Tasks covered include data condensation, feature selection, case generation, clustering/classification, and rule generation and evaluation. This volume presents various theories, me

This work presents link prediction similarity measures for social networks that exploit the degree distribution of the networks. In the context of link prediction in dense networks, the text proposes similarity measures based on Markov inequality degree thresholding (MIDTs), which only consider nodes whose degree is above a threshold for a possible link. Also presented are similarity measures based on cliques (CNC, AAC, RAC), which assign extra weight between nodes sharing a greater number of cliques. Additionally, a locally adaptive (LA) similarity measure is proposed that assigns different weights to common nodes based on the degree distribution of the local neighborhood and the degree distribution of the network. In the context of link prediction in dense networks, the text introduces a novel two-phase framework that adds edges to the sparse graph to forma boost graph.

“Once in a while I go off on a spree and make a fool of myself, but I always come back, and in my heart, I love her all the time.” – F. Scott Fitzgerald, The Great Gatsby

“There is a fragrance of hope. Inhale it. Discover the eloquence of silence. Listen to it. Even in darkness, find your light. There is a charm in waiting. The moment of fulfilling of your dreams will happen. Have faith. Chase your dreams!” - Avijeet Das

“Once in a while I go off on a spree and make a fool of myself, but I always come back, and in my heart, I love her all the time.” – F. Scott Fitzgerald, The Great Gatsby

Book's by Pabitra Mitra

Pattern Recognition Algorithms for Data Mining

Pattern Recognition Algorithms for Data Mining

Link Prediction in Social Networks

Link Prediction in Social Networks

Nyra Volume I

Nyra Volume I

Sueños Chasing Dreams

Sueños Chasing Dreams

Link Prediction in Social Networks

Link Prediction in Social Networks

Pattern Recognition Algorithms for Data Mining

Pattern Recognition Algorithms for Data Mining

Nyra Volume I

Nyra Volume I

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