1,745,282 research outputs found
Vividhlaxi Audyogik Samshodhan Vikas Kendra (VASVIK) Award for Agricultural Science and Technology 2020
Vividhlaxi Audyogik Samshodhan Vikas Kendra (VASVIK) Award for Agricultural Science and Technology 202
Vikas Khanna
Vikas Khanna, University of Pittsburghhttps://digitalcommons.montclair.edu/sust-seminar-headshots/1144/thumbnail.jp
A higher order collective classifier:
Modern statistical machine learning techniques often rely on the assumption that data instances are independent and identically distributed (IID). However, recent work in statistical relational learning has demonstrated the utility of violating the independence assumption. Specifically, the research has shown the value of leveraging relationships between data instances based on higher-order paths. In this thesis, I present a novel Higher Order Collective Classifier (HOCC), a statistical relational machine learning technique that leverages latent information present in higher-order co-occurrences of items across data instances. A general framework is presented in which HOCC can be applied to event detection in time series data. Given the importance of cyber-security, HOCC is applied to two different data sets in the cyber-security domain: first, a Border Gateway Protocol (BGP) dataset, for detection and classification of anomalies, and second, a Network File System dataset for building models of user activity for masquerade detection. Performance of HOCC compares favorably against first-order models that do not leverage higher-order information, achieving separation of classes that heretofore were difficult to separate.M.S.Includes bibliographical references (p. 60-63)by Vikas Meno
Informetrics on M. N. Srinivas
M. N. Srinivas, the well known sociologist is widely recognised as architect of modern Indian sociology and social anthropology. His publications have been analysed by year, domain, authorship pattern, channels of communication used. Keywords, etc. The results indicate that the papers published by him are of a nature that qualify him to be a 'role model' for the younger generations to emulate.
By the end of 1995, Srinivas had to his credit 144 papers which, included 33 broad papers in sociology and anthropology; 18 papers in social change; 28 papers in village studies; 12 papers on religion; 17 papers on caste and 36 papers of general popular interest. The periods 1958-61 and 1974-77, when Srinivas was 38-41 and 58-61 years old. were his most productive periods with highest publication activity
Computational Complexity of Graph Partition under Vertex-Compaction to an Irreflexive Hexagon
In this paper, we solve a long-standing graph partition problem under vertex-compaction that has been of interest since about 1999. The graph partition problem that we consider in this paper is to decide whether or not it is possible to partition the vertices of a graph into six distinct non-empty sets A, B, C, D, E, and F, such that the vertices in each set are independent, i.e., there is no edge within any set, and an edge is possible but not necessary only between the pairs of sets A and B, B and C, C and D, D and E, E and F, and F and A, and there is no edge between any other pair of sets. We study the problem as the vertex-compaction problem for an irreflexive hexagon (6-cycle). Determining the computational complexity of this problem has been a long-standing problem of interest since about 1999, especially after the results of open problems obtained by the author on a related compaction problem appeared in 1999. We show in this paper that the vertex-compaction problem for an irreflexive hexagon is NP-complete. Our proof can be extended for larger even irreflexive cycles, showing that the vertex-compaction problem for an irreflexive even k-cycle is NP-complete, for all even k \geq 6
VIKAS MEHTA - The Street, a Quintessential Social Public Space (2014)
VIKAS MEHTA
The Street. A Quintessential Social Public Space
Routledge, New York, 2014, 256 p. Englis
SAMAGRA VIKAS SOCIAL SERVICE SOCIETY: PURSUIT OF INTEGRAL HUMAN DEVELOPMENT
SAMAGRA VIKAS SOCIAL SERVICE SOCIETY:PURSUIT OF INTEGRAL HUMAN DEVELOPMEN
VIKAS MEHTA - The Street, a Quintessential Social Public Space (2014)
VIKAS MEHTA
The Street. A Quintessential Social Public Space
Routledge, New York, 2014, 256 p. Englis
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