SNAP: Stanford Network Analysis...

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Page 1: SNAP: Stanford Network Analysis Projectsnap.stanford.edu/class/cs224w-2018/reports/CS224W-2018-30.pdf · Needle in the Hay Stack— Finding Fraud Rings in Transaction Networks Zhijie
Page 2: SNAP: Stanford Network Analysis Projectsnap.stanford.edu/class/cs224w-2018/reports/CS224W-2018-30.pdf · Needle in the Hay Stack— Finding Fraud Rings in Transaction Networks Zhijie
Page 3: SNAP: Stanford Network Analysis Projectsnap.stanford.edu/class/cs224w-2018/reports/CS224W-2018-30.pdf · Needle in the Hay Stack— Finding Fraud Rings in Transaction Networks Zhijie
Page 4: SNAP: Stanford Network Analysis Projectsnap.stanford.edu/class/cs224w-2018/reports/CS224W-2018-30.pdf · Needle in the Hay Stack— Finding Fraud Rings in Transaction Networks Zhijie
Page 5: SNAP: Stanford Network Analysis Projectsnap.stanford.edu/class/cs224w-2018/reports/CS224W-2018-30.pdf · Needle in the Hay Stack— Finding Fraud Rings in Transaction Networks Zhijie
Page 6: SNAP: Stanford Network Analysis Projectsnap.stanford.edu/class/cs224w-2018/reports/CS224W-2018-30.pdf · Needle in the Hay Stack— Finding Fraud Rings in Transaction Networks Zhijie
Page 7: SNAP: Stanford Network Analysis Projectsnap.stanford.edu/class/cs224w-2018/reports/CS224W-2018-30.pdf · Needle in the Hay Stack— Finding Fraud Rings in Transaction Networks Zhijie

SNAP: Stanford Network Analysis Projectsnap.stanford.edu/class/cs224w-2018/reports/CS224W-2018... · 2020. 1. 9. · Litecoin is an altcoin—a spinoff of the well-known cryptocurrency

SNAP: Stanford Network Analysis Projectsnap.stanford.edu/class/cs224w-2018/reports/CS224W-2018... · 2020. 1. 9. · Litecoin is an altcoin—a spinoff of the well-known cryptocurrency

SNAP: Stanford Network Analysis Projectsnap.stanford.edu/class/cs224w-2018/reports/CS224W-2018...3.2 Basic Interaction and Negative Sentiment Graphs Before running any experiments

SNAP: Stanford Network Analysis Projectsnap.stanford.edu/class/cs224w-2018/reports/CS224W-2018...3.2 Basic Interaction and Negative Sentiment Graphs Before running any experiments

CS224W: Social and Information Network Analysis Fall 2013 ...snap.stanford.edu › class › cs224w-2013 › homeworks › hw4 › hw4.pdf · CS224W: Social and Information Network

CS224W: Social and Information Network Analysis Fall 2013 ...snap.stanford.edu › class › cs224w-2013 › homeworks › hw4 › hw4.pdf · CS224W: Social and Information Network

CS224W:’Social’and’Information’Network’Analysis ...

CS224W:’Social’and’Information’Network’Analysis ...

SNAP: Stanford Network Analysis Projectsnap.stanford.edu/class/cs224w-2018/reports/CS224W-2018-71.pdf · contains code shared between project reports produced for CS 229 and CS 224W,

SNAP: Stanford Network Analysis Projectsnap.stanford.edu/class/cs224w-2018/reports/CS224W-2018-71.pdf · contains code shared between project reports produced for CS 229 and CS 224W,

NetworkX Tutorial - SNAP: Stanford Network Analysis Projectsnap.stanford.edu/class/cs224w-2011/nx_tutorial/nx... ·  · 2011-10-07OutlineInstallationBasic ClassesGenerating GraphsAnalyzing

NetworkX Tutorial - SNAP: Stanford Network Analysis Projectsnap.stanford.edu/class/cs224w-2011/nx_tutorial/nx... ·  · 2011-10-07OutlineInstallationBasic ClassesGenerating GraphsAnalyzing

SNAP: Stanford Network Analysis Projectsnap.stanford.edu/class/cs224w-2018/reports/CS224W-2018-42.pdf · Final report for CS224W Analysis of Networks. Where dist@i, vj) is the road

SNAP: Stanford Network Analysis Projectsnap.stanford.edu/class/cs224w-2018/reports/CS224W-2018-42.pdf · Final report for CS224W Analysis of Networks. Where dist@i, vj) is the road

CS224W Final Project Report: Network Analysis of ...snap.stanford.edu/class/cs224w-2017/projects/cs224w-47-final.pdf · CS224W Final Project Report: Network Analysis of Convolutional

CS224W Final Project Report: Network Analysis of ...snap.stanford.edu/class/cs224w-2017/projects/cs224w-47-final.pdf · CS224W Final Project Report: Network Analysis of Convolutional

SNAP: Stanford Network Analysis Projectsnap.stanford.edu/class/cs224w-2016/projects/cs224w-21...D. Community Detection Prior work has suggested that the Girvan-Newman algorithm has

SNAP: Stanford Network Analysis Projectsnap.stanford.edu/class/cs224w-2016/projects/cs224w-21...D. Community Detection Prior work has suggested that the Girvan-Newman algorithm has

CS224W Final Project Report: Uncovering the Global ...snap.stanford.edu/class/cs224w-2017/projects/cs224w-31-final.pdf · CS224W Final Project Report: Uncovering the Global Terrorism

CS224W Final Project Report: Uncovering the Global ...snap.stanford.edu/class/cs224w-2017/projects/cs224w-31-final.pdf · CS224W Final Project Report: Uncovering the Global Terrorism

SNAP: Stanford Network Analysis Projectsnap.stanford.edu/.../projects/cs224w-70-final.pdf2016/12/11  · artists. By creating nodes for each artist and treating the MSD similar artists

SNAP: Stanford Network Analysis Projectsnap.stanford.edu/.../projects/cs224w-70-final.pdf2016/12/11  · artists. By creating nodes for each artist and treating the MSD similar artists

SNAP: Stanford Network Analysis Projectsnap.stanford.edu/class/cs224w-2018/reports/CS224W-2018-38.pdfthese networks and various network projections, including a careful evaluation

SNAP: Stanford Network Analysis Projectsnap.stanford.edu/class/cs224w-2018/reports/CS224W-2018-38.pdfthese networks and various network projections, including a careful evaluation

SNAP: Stanford Network Analysis Projectsnap.stanford.edu/class/cs224w-2016/projects/cs224w-30-final.pdfDec 11, 2016  · the 2010 season of the same sport (except when testing on 2010

SNAP: Stanford Network Analysis Projectsnap.stanford.edu/class/cs224w-2016/projects/cs224w-30-final.pdfDec 11, 2016  · the 2010 season of the same sport (except when testing on 2010

SNAP: Stanford Network Analysis Projectsnap.stanford.edu/class/cs224w-2018/reports/CS224W-2018-55.pdfthe population is stratified by gonorrhea and HIV disease state. We will consider

SNAP: Stanford Network Analysis Projectsnap.stanford.edu/class/cs224w-2018/reports/CS224W-2018-55.pdfthe population is stratified by gonorrhea and HIV disease state. We will consider

SNAP: Stanford Network Analysis Projectsnap.stanford.edu/class/cs224w-2016/projects/cs224w-64-final.pdf · the influence of social networks on Yelp user reviews compared to traditional

SNAP: Stanford Network Analysis Projectsnap.stanford.edu/class/cs224w-2016/projects/cs224w-64-final.pdf · the influence of social networks on Yelp user reviews compared to traditional

SNAP: Stanford Network Analysis Projectsnap.stanford.edu/class/cs224w-2018/reports/CS224W-2018...Virality Using Twitter Higgs Dataset Zilong Wang (zilong@stanford.edu) Zhiqing Zhang

SNAP: Stanford Network Analysis Projectsnap.stanford.edu/class/cs224w-2018/reports/CS224W-2018...Virality Using Twitter Higgs Dataset Zilong Wang ([email protected]) Zhiqing Zhang

SNAP: Stanford Network Analysis Projectsnap.stanford.edu/class/cs224w-2016/projects/cs224w-23-final.pdf · top levels of the rankings, and to give a slight boost to the unicorn startups

SNAP: Stanford Network Analysis Projectsnap.stanford.edu/class/cs224w-2016/projects/cs224w-23-final.pdf · top levels of the rankings, and to give a slight boost to the unicorn startups

SNAP: Stanford Network Analysis Projectsnap.stanford.edu/class/cs224w-2018/reports/CS224W-2018-67.pdf · Funding Round Seed Angel Series A Series B Series C Series D Series E Series

SNAP: Stanford Network Analysis Projectsnap.stanford.edu/class/cs224w-2018/reports/CS224W-2018-67.pdf · Funding Round Seed Angel Series A Series B Series C Series D Series E Series

SNAP: Stanford Network Analysis Projectsnap.stanford.edu/class/cs224w-2018/reports/CS224W-2018-76.pdf · well on any network. Projection-based approaches, where a bipartite network

SNAP: Stanford Network Analysis Projectsnap.stanford.edu/class/cs224w-2018/reports/CS224W-2018-76.pdf · well on any network. Projection-based approaches, where a bipartite network

SNAP: Stanford Network Analysis Projectsnap.stanford.edu/class/cs224w-2016/projects/cs224w-63-final.pdf · On Pinterest, users generally repin from the homepage or pin directly from

SNAP: Stanford Network Analysis Projectsnap.stanford.edu/class/cs224w-2016/projects/cs224w-63-final.pdf · On Pinterest, users generally repin from the homepage or pin directly from