KBot: a Knowledge graph based chatBot for natural language understanding over linked data

A Ait-Mlouk, L Jiang - IEEE Access, 2020 - ieeexplore.ieee.org
With the rapid progress of the semantic web, a huge amount of structured data has become
available on the web in the form of knowledge bases (KBs). Making these data accessible …

EER MLN: EER approach for modeling, mapping, and analyzing complex data using multilayer networks (MLNs)

KS Komar, A Santra, S Bhowmick… - … on Conceptual Modeling, 2020 - Springer
Abstract Extended Entity Relationship (or EER) modeling is an important step after
application requirements for data analysis are gathered, and is critical for translating user …

From base data to knowledge discovery–A life cycle approach–Using multilayer networks

A Santra, K Komar, S Bhowmick… - Data & Knowledge …, 2022 - Elsevier
Abstract Analysis of complex data sets to infer/discover meaningful information/knowledge
involves (after data collection and cleaning):(i) Modeling the data—an approach for deriving …

Winfra: A web-based platform for semantic data retrieval and data analytics

A Ait-Mlouk, XS Vu, L Jiang - Mathematics, 2020 - mdpi.com
Given the huge amount of heterogeneous data stored in different locations, it needs to be
federated and semantically interconnected for further use. This paper introduces WINFRA, a …

Cowiz: Interactive covid-19 visualization based on multilayer network analysis

K Samant, E Memeti, A Santra, E Karim… - 2021 IEEE 37th …, 2021 - ieeexplore.ieee.org
Covid Wizard or CoWiz is a Covid-19 visualization dashboard based on Multilayer Network
(MLN) analysis underneath 1. Online dashboards typically plot/visualize statistical …

MLN-Visualizer: Interactive Visualization of Graphs and Multilayer Network Analysis Results

V Sabhaya, A Shinde, A Santra… - 2023 IEEE Ninth …, 2023 - ieeexplore.ieee.org
Big data analysis is broader with a life cycle from choosing a model to represent data,
generation of the model for the given data set, analysis using operations relevant to the …

[图书][B] Analysis of complex data sets using multilayer networks: A decoupling-based framework

A Santra - 2020 - search.proquest.com
We are on the cusp of analyzing a variety of data being collected in every walk of life-social,
biological, health-care, corporate, climate, to name a few. The data sets are becoming …

ModViz: A Modular and Extensible Architecture for Drill-Down and Visualization of Complex Data

D Rademacher, J Valdez, E Memeti, K Samant… - … Baltic Conference on …, 2022 - Springer
Abstract Analysis of data sets that may be changing often or in real-time, consists of at least
three important synchronized components: i) figuring out what to infer (objectives), ii) …

Structure-preserving community in a multilayer network: definition, detection, and analysis

A Santra, KS Komar, S Bhowmick… - arXiv preprint arXiv …, 2019 - arxiv.org
Multilayer networks or MLNs (also called multiplexes or network of networks) are being used
extensively for modeling and analysis of data sets with multiple entity and feature types as …

Why multilayer networks instead of simple graphs? modeling effectiveness and analysis flexibility and efficiency!

S Chakravarthy, A Santra, KS Komar - Big Data Analytics: 7th International …, 2019 - Springer
We are on the cusp of analyzing a variety of data being collected in every walk of life-social,
biological, health-care, corporate, climate, to name a few. We are also in search for models …