{"id":16311,"date":"2019-10-09T15:46:20","date_gmt":"2019-10-09T19:46:20","guid":{"rendered":"https:\/\/bangla.salearningschool.com\/recent-posts\/graph-mining-what-is-graph-mining-learn-by-finding-answers-to-the-following-questions-can-you-answer-the-following-questions\/"},"modified":"2020-02-08T09:30:29","modified_gmt":"2020-02-08T14:30:29","slug":"graph-mining-what-is-graph-mining-learn-by-finding-answers-to-the-following-questions-can-you-answer-the-following-questions","status":"publish","type":"post","link":"http:\/\/bangla.sitestree.com\/?p=16311","title":{"rendered":"Graph Mining: What is Graph Mining? Learn by finding answers to the following questions. Can you answer the following questions?"},"content":{"rendered":"

Graph Mining: What is Graph Mining? Learn by finding answers to the following questions. Can you answer the following questions?<\/strong><\/p>\n

What is Graph Mining?<\/p>\n

What is a Graph anyway?<\/p>\n

Is Graph mining just a kind of Machine Learning? i.e. is Machine Learning the only primary component of Graph Mining?<\/p>\n

Does Graph Mining involve Only Statistics? Or Statistics can help?<\/p>\n

Does Graph Mining involve Only Graph Theory? Or Graph Theory can help?<\/p>\n

Is Graph Theory primarily relates to Computer Science or Math\/Statistics or Machine Learning?<\/p>\n

Does Graph Mining involve Only Machine Learning? Or Machine Learning is just one component?<\/p>\n

To be great at Graph Mining – what are the areas that you need to master?<\/p>\n

What are the applications of Graph Mining?<\/p>\n

How the hackers can use\/utilize Graph Mining?<\/p>\n

What is the Origin of Graph Theory?<\/p>\n

What is the first paper in Graph Theory? What does it try to solve?<\/p>\n

What (where) are the applications of the Graph Algorithm named: Seven Bridges of K\u00f6nig<\/p>\n

Why is Graph and Graph Mining Important? Why do we care?<\/p>\n

What are some application areas of Graph Mining?<\/p>\n

How can you model Social Network to be a Graph?<\/p>\n

Give an example of Graphs in Biology?<\/p>\n

What is a Semantic Graph? Give examples.<\/p>\n

Give an example of Graphs from Non-Graph Data.<\/p>\n

Network vs. Graph?<\/p>\n

Some Answers:<\/strong>
\nWhat is Graph Mining?
\nAns: Discovering and Analyzing Graph Data<\/p>\n

What are the applications of Graph Mining?
\nAns: Fraud Detection, Community\/Cluster detection, Recommending friends, Finding Influential Nodes [Virus Spread – not a good application]<\/p>\n

What (where) are the applications of the Graph Algorithm named: Seven Bridges of K\u00f6nig
\nAns: Transportation, Biology, Chip Designing, Chemistry<\/p>\n

What are some application areas of Graph Mining?
\nAns: Social Networks, Semantic Web, World Wide Web, Drug Design, Computer Networks, Sensor Networks, Chemical Components<\/p>\n

How can you model Social Network to be a Graph?
\nAns: Nodes = Users, Edges = Friends\/Followers<\/p>\n

Give an example of Graphs in Biology?
\nAns: Protein-Protein Interaction
\nNodes: Proteins
\nEdges: Physical Interactions<\/p>\n

What is a Semantic Graph? Give examples.
\nAns: Wikipedia, Nodes = Concepts, Edges = Property\/Type<\/p>\n

What is a Semantic Graph? Give examples.
\nAns: Concepts and relations<\/p>\n

Give an example of Graphs from Non-Graph Data.
\nAns: Network of Thrones (See resources), Student Enrollment<\/p>\n

Network vs. Graph?
\nAns: Network: Real Systems – Web, Social, Biology Terms: Network, Node, Link, Relationship<\/p>\n

Graph: Mathematical representation Terms: Graph, Vertex\/node, Edge
\nWe can use them interchangeably<\/p>\n

Resources:<\/strong>
\nGraph mining – lesson 1: Introduction to graphs and networks
\nhttp:\/\/www.nathalievialaneix.eu\/teaching\/m2se\/M2SE-network_1.pdf<\/a><\/p>\n

Graph theory
\nhttps:\/\/en.wikipedia.org\/wiki\/Graph_theory<\/a><\/p>\n

Seven Bridges of K\u00f6nig
\nhttps:\/\/en.wikipedia.org\/wiki\/Graph_theory#History<\/a>
\nhttp:\/\/www.cs.kent.edu\/~dragan\/ST-Spring2016\/The%20Seven%20Bridges%20of%20Konigsberg-Euler’s%20solution.pdf<\/a><\/p>\n

Semantic Network
\nhttps:\/\/en.wikipedia.org\/wiki\/Semantic_network<\/a><\/p>\n

Network of Thrones
\nhttps:\/\/www.macalester.edu\/~abeverid\/thrones.html<\/a><\/p>\n

Graph from Non-Graph data
\nManage Data in Excel With Databases, Tables, Records, and Fields
\nhttps:\/\/www.lifewire.com\/manage-data-with-databases-tables-records-and-fields-in-excel-4178649<\/a><\/p>\n

Graph Mining: Introduction
\nhttps:\/\/hpi.de\/fileadmin\/user_upload\/fachgebiete\/mueller\/courses\/graphmining\/2017\/01-Introduction.pdf<\/a><\/p>\n

Software for graph visualization and mining: Gephi (https:\/\/gephi.org\/<\/a>), Tulip (https:\/\/tulip.labri.fr\/TulipDrupal\/<\/a>) and Cytoscape (https:\/\/cytoscape.org\/<\/a>)<\/p>\n

Packages dedicated to graphs:
\nfor Python: igraph (https:\/\/igraph.org\/<\/a>), NetworkX (https:\/\/networkx.github.io\/<\/a>) and graph-tool (https:\/\/graph-tool.skewed.de\/<\/a>); Snappy (https:\/\/snap.stanford.edu\/snappy\/<\/a>)<\/p>\n

\u00a4 for R: igraph (https:\/\/igraph.org\/<\/a>), statnet (http:\/\/statnet.org\/<\/a>), bipartite (https:\/\/cran.r-project.org\/web\/packages\/bipartite\/<\/a>) and tnet (https:\/\/toreopsahl.com\/tnet\/<\/a>);<\/p>\n

\u00a8Datasets
\n\u00a4 Mark Neuman\u2019s page: http:\/\/www-personal.umich.edu\/~mejn\/netdata<\/a>
\n\u00a4 Stanford Dataset: https:\/\/snap.stanford.edu\/data\/<\/a>
\n\u00a4 KONECT: http:\/\/konect.uni-koblenz.de\/networks\/<\/a>
\n\u00a4 ICON: https:\/\/icon.colorado.edu\/#!\/<\/a><\/p>\n

\u00a8Animation of Algorithms
\n\u00a4 https:\/\/www.cs.usfca.edu\/~galles\/visualization\/Algorithms.html<\/a><\/p>\n

Sayed Ahmed<\/strong><\/p>\n

Linkedin<\/strong>: https:\/\/ca.linkedin.com\/in\/sayedjustetc<\/a><\/p>\n

Blog<\/strong>: http:\/\/Bangla.SaLearningSchool.com<\/a>, http:\/\/SitesTree.com<\/a>
\nOnline and Offline Training<\/strong>: http:\/\/Training.SitesTree.com<\/a><\/p>\n

Affiliate Links:<\/strong>
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Hottest Deals on Amazon CA: http:\/\/tiny.cc\/bgnddz<\/a><\/p>\n

Hottest Deals on Amazon Europe: http:\/\/tiny.cc\/w4nddz
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Graph Mining: What is Graph Mining? Learn by finding answers to the following questions. Can you answer the following questions? What is Graph Mining? What is a Graph anyway? Is Graph mining just a kind of Machine Learning? i.e. is Machine Learning the only primary component of Graph Mining? Does Graph Mining involve Only Statistics? … <\/p>\n

Continue reading<\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[1910,1905,182],"tags":[],"class_list":["post-16311","post","type-post","status-publish","format-standard","hentry","category-ai-ml-ds-rl-dl-nn-nlp-data-mining-optimization","category-graph-mining","category---blog","item-wrap"],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack-related-posts":[{"id":22873,"url":"http:\/\/bangla.sitestree.com\/?p=22873","url_meta":{"origin":16311,"position":0},"title":"Graph Mining: Learning Resources","author":"Sayed","date":"March 21, 2021","format":false,"excerpt":"Resources: Public URLs Graph Mining: Introducing Graphs: Learn by finding answers to the following questions?\u00a0http:\/\/bangla.salearningschool.com\/recent-posts\/graph-mining-introducing-graphs-learn-by-finding-answers-to-the-following-questions\/ Graph Mining: What is Graph Mining? Learn by finding answers to the following questions. Can you answer the following questions?\u00a0http:\/\/bangla.salearningschool.com\/recent-posts\/graph-mining-what-is-graph-mining-learn-by-finding-answers-to-the-following-questions-can-you-answer-the-following-questions\/ Graph Mining: Shared Nearest Neighbors : Clustering : Community Detection.\u00a0http:\/\/bangla.salearningschool.com\/recent-posts\/graph-mining-shared-nearest-neighbors-clustering-community-detection\/ Graph Mining: Betweenness Based Clustering:\u2026","rel":"","context":"In "Graph Mining"","block_context":{"text":"Graph Mining","link":"http:\/\/bangla.sitestree.com\/?cat=1905"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":16680,"url":"http:\/\/bangla.sitestree.com\/?p=16680","url_meta":{"origin":16311,"position":1},"title":"Industry Job Prospect for Graph Mining","author":"Sayed","date":"January 24, 2020","format":false,"excerpt":"Industry Job Prospect for Graph Mining Sample Jobs https:\/\/www.careerbuilder.com\/jobs-graph-mining https:\/\/www.indeed.com\/q-Graph-Mining-jobs.html For example, Google works in the following areas of Graph Mining. Google has jobs for such. Also, Facebook and any other social networking site will have jobs in relation to Graph Mining. Computational Biology, Medicine Research, Drug Discovery, Disease Diagnosis,\u2026","rel":"","context":"In "Math and Statistics for Data Science, and Engineering"","block_context":{"text":"Math and Statistics for Data Science, and Engineering","link":"http:\/\/bangla.sitestree.com\/?cat=1908"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":22869,"url":"http:\/\/bangla.sitestree.com\/?p=22869","url_meta":{"origin":16311,"position":2},"title":"Graph Mining: Job Prospect","author":"Sayed","date":"March 21, 2021","format":false,"excerpt":"Job Prospect for Graph Mining Industry Job Prospect for Graph Mining Sample Jobs https:\/\/www.careerbuilder.com\/jobs-graph-mining https:\/\/www.indeed.com\/q-Graph-Mining-jobs.html For example, Google works in the following areas of Graph Mining. Google has jobs for such. Also, Facebook and any other social networking site will have jobs in relation to Graph Mining. Computational Biology, Medicine\u2026","rel":"","context":"In "Graph Mining"","block_context":{"text":"Graph Mining","link":"http:\/\/bangla.sitestree.com\/?cat=1905"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":16345,"url":"http:\/\/bangla.sitestree.com\/?p=16345","url_meta":{"origin":16311,"position":3},"title":"Industry Job Prospect for Graph Mining","author":"Sayed","date":"November 2, 2019","format":false,"excerpt":"Industry Job Prospect for Graph Mining Sample Jobs https:\/\/www.careerbuilder.com\/jobs-graph-mining https:\/\/www.indeed.com\/q-Graph-Mining-jobs.html For example, Google works in these areas of Graph Mining and Google has jobs for such. Also, Facebook and any other social networking site will have jobs in relation to Graph Mining. For details, open this page. Job Areas: The\u2026","rel":"","context":"In "\u09ac\u09cd\u09b2\u0997 \u0964 Blog"","block_context":{"text":"\u09ac\u09cd\u09b2\u0997 \u0964 Blog","link":"http:\/\/bangla.sitestree.com\/?cat=182"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":22871,"url":"http:\/\/bangla.sitestree.com\/?p=22871","url_meta":{"origin":16311,"position":4},"title":"Graph Mining: Possible Course Topics","author":"Sayed","date":"March 21, 2021","format":false,"excerpt":"Course Topics Graph Theory Introduction,\u00a0Graph Mining Introduction,\u00a0Network Properties, Random Graphs, Small World Graphs,\u00a0Node Importance,\u00a0Node Similarity,\u00a0Clustering & Community Detection,\u00a0Link Prediction,\u00a0Anomaly detection,\u00a0Time Evolving Graphs,\u00a0Influence\/Virus Propagation,\u00a0Graph Mining Use Cases,\u00a0Big Data Graph Databases,\u00a0Big Data Graph ProcessingLast modified: Wednesday, 23 October 2019, 12:44 PM Shop Online:\u00a0https:\/\/www.ShopForSoul.com\/ 8112223 Canada Inc.\/JustEtc: http:\/\/JustEtc.net Linkedin: https:\/\/ca.linkedin.com\/in\/sayedjustetc Courses:\u00a0http:\/\/Training.SitesTree.com\u00a0(Big Data, Cloud,\u2026","rel":"","context":"In "Graph Mining"","block_context":{"text":"Graph Mining","link":"http:\/\/bangla.sitestree.com\/?cat=1905"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":16673,"url":"http:\/\/bangla.sitestree.com\/?p=16673","url_meta":{"origin":16311,"position":5},"title":"Industry Job Prospect for Graph Mining","author":"Sayed","date":"January 21, 2020","format":false,"excerpt":"Industry Job Prospect for Graph Mining Sample Jobs https:\/\/www.careerbuilder.com\/jobs-graph-mining https:\/\/www.indeed.com\/q-Graph-Mining-jobs.html For example, Google works in the following areas of Graph Mining. Google has jobs for such. Also, Facebook and any other social networking site will have jobs in relation to Graph Mining. Computational Biology, Medicine Research, Drug Discovery, Disease Diagnosis,\u2026","rel":"","context":"In "AI ML DS RL DL NN NLP Data Mining Optimization"","block_context":{"text":"AI ML DS RL DL NN NLP Data Mining Optimization","link":"http:\/\/bangla.sitestree.com\/?cat=1910"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]}],"_links":{"self":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts\/16311","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=16311"}],"version-history":[{"count":1,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts\/16311\/revisions"}],"predecessor-version":[{"id":16314,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=\/wp\/v2\/posts\/16311\/revisions\/16314"}],"wp:attachment":[{"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=16311"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=16311"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/bangla.sitestree.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=16311"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}