Research
I am interested in research on machine learning with a focus on graphs, multiple-criteria decision-making, fuzzy logic, graph theory, and network science. I am being supervised by Prof Jozsef Dombi.
Resources
Recommended resources:
Real Networks
https://www.kdnuggets.com/2015/04/awesome-public-datasets-github.html
https://www.microsoft.com/en-us/research/project/microsoft-academic-graph/
https://figshare.com/articles/dataset/United_States_Commutes_and_Megaregions_data_for_GIS/411015
Annotated dataset for cyberbullying detection research: https://github.com/IDIASLab/CONcISE
Artificial networks
GN Benchmark(Non-overlapping communities),
LFR Benchmark(Overlapping communities)
Network Libraries in R and Python
igraph, NCmisc, statnet, intergraph, RColorBrewer, poweRlaw, sets, data.table, ggplot2, magrittr, parallel, CDlib, networkx, numpy, pandas, matplotlib, StellarGraph, TensorFlow, sklearn, PyTorch, PyPI and many more, Tidygraph, Tidyverse, Tidyverse, Bioconductor, NetworKit, sna, etc.
For color palette in R for visualizations and plots color brewer
Books for Machine Learning on Graphs
1 Probabilistic Machine Learning: An Introduction by Kevin Patrick Murphy. MIT Press, 2021
2 Graph Representation Learning Book by William L. Hamilton, McGill University
Courses on Graph based Machine Learning and its application on Graphs
1 CS224W: Machine Learning with Graphs
2 Social Network Analysis in Python
Tools for Network Visualisation
Gephi,
Networkx library in Python (for smaller networks),
Igraph in R,
Basic visone,
Cytoscape,
NodeXL,
Flourish. studio,
Neo4j-Bloom
Statistical Tools and Libraries for Data mining
ELKI , Weka, Sci-Kit, Orange, Knime, Neo4j-GDS Library
Publications
Theory of preference modeling for communities in scale-free networks in Special Issue on Community Structure in Networks 2021, peer-reviewed journal, ESCI indexed open-access.
Using Preference Intensity for Detecting Network Communities, COMPLEX NETWORKS 2020, Proceedings of the Ninth International Conference on Complex Networks and Their Applications (Peer-reviewed), Book Title: Complex Networks & Their Applications IX, Madrid, Spain.
Preference relation and Community detection, 2019 IEEE 19th International Symposium on Computational Intelligence and Informatics and 7th IEEE International Conference on Recent Achievements in Mechatronics, Automation, Computer Sciences and Robotics (CINTI-MACRo), Szeged, Hungary
Routing Protocols in Delay Tolerant Networks: Application-Oriented Survey, WCNA 2014, Proceedings of International Conference WCNA December 27-28, 2014, Shenzhen, China. Book Title: Wireless Communications, Networking, and Applications, Series Title: Lecture Notes in Electrical Engineering
An Overview of Security Challenges of Android Apps Permissions, 2nd International Conference On “Advancements in Computing Sciences, Information Techniques & Emerging E-Learning Technologies”(ACSITEET– 2014), Organized by “Krishi Sanskriti”, February 2014, Jawaharlal Nehru University, New Delhi, India
Exploiting Poisson Distribution for Determination of Optimized Path, International Conference On “Advancements in Computing Sciences, Information Techniques & Emerging E-Learning Technologies”(ACSITEET– 2013), Organized by “Krishi Sanskriti”, October 2013, Jawaharlal Nehru University, New Delhi, India