A comprehensive survey on graph neural networks

A comprehensive survey on graph neural networks Wu et al., arXiv’19

Last year we looked at ‘Relational inductive biases, deep learning, and graph networks,’ where the authors made the case for deep learning with structured representations, which are naturally represented as graphs. Today’s paper choice provides us with a broad sweep of the graph neural network landscape. It’s a survey paper, so you’ll find details on the key approaches and representative papers, as well as information on commonly used datasets and benchmark performance on them.

We’ll be talking about graphs as defined by a tuple (V, E, A) where V is the set of nodes (vertices), E is the set of edges, and A is the adjacency matrix. An edge is a pair (v_i, v_j), and the adjacency matrix is an N \times N (for N nodes) matrix where A_{ij} = 0 if nodes v_i and v_j are not directly connected by a edge, and some weight value > 0 if they are.

In an attributed graph we also have a set of attributes for each node. For node attributes with D dimensions we have a node feature matrix X \in R^{N \times D}.

A spatial-temporal graph is one where the feature matrix X evolves over time. It is defined as G = (V, E, A, X) with X \in R^{T \times N \times D} for T time Continue reading

Securing your SWIFT environment with VMware

The SWIFT Controls Framework was created to help customers figure out which controls are needed to better secure their SWIFT environment.  The SWIFT security controls framework is broken down into objectives, principles, and controls.   The three objectives are “Secure your environment, Know and Limit Access, and Detect and Respond”.

Customers interested in exploring VMware product alignment with the SWIFT framework should evaluate the end-to-end solution. This includes VMware products, as well as other technology that support a customer’s SWIFT platform. The following is a high-level alignment of some of the SWIFT framework controls and VMware products.

VMware Product Alignment with SWIFT Objectives

Restrict internet access & Protect Critical Systems from General IT Environment

As part of a SWIFT deployment, a secured and zoned off environment must be created. This zone contains the SWIFT infrastructure that is used for all SWIFT transaction.  Two SWIFT Principles that we will discuss are

  • Protect Critical Systems from General IT Environment
  • Detect Anomalous Activity to Systems or Transaction Records

These controls are required to be enforced on the SWIFT infrastructure.  SWIFT requires that all traffic from the general IT infrastructure to the SWIFT zone be as restricted as possible.   They also Continue reading

Cisco to MikroTik – Switching and VLANs

 

 

About the Cisco to MikroTik series

 

One of the most difficult configuration challenges for MikroTik equipment seems to be switching and VLANs in the CRS series. Admittedly, the revamp of VLAN configuration for MikroTik CRS switches in early 2018 made things a lot easier. But, sometimes there is still confusion on how to configure VLANs and IP addresses in VLANs with MikroTik RouterOS operating on a switch.

This will only cover VLAN configuration for CRS 3xx series switches in RouterOS as SwitchOS is not nearly as common in operational deployments.

CRS 1xx/2xx series use an older style of configuration and seem to be on the way out so I’m not 100% sure whether or not i’ll write a similar guide on that series.

If you’ve been in networking for a while, you probably started with learning the Cisco CLI. Therefore, it is helpful to compare the commands if you want to implement a network with a MikroTik and Cisco switches.

This is the fourth post in a series that creates a Rosetta stone between IOS and RouterOS. Here are some of the others:

Click here for the first article in this series – “Cisco to MikroTik BGP command translation”
Click  Continue reading

Cisco to MikroTik – Switching and VLANs

 

 

About the Cisco to MikroTik series

 

One of the most difficult configuration challenges for MikroTik equipment seems to be switching and VLANs in the CRS series. Admittedly, the revamp of VLAN configuration for MikroTik CRS switches in early 2018 made things a lot easier. But, sometimes there is still confusion on how to configure VLANs and IP addresses in VLANs with MikroTik RouterOS operating on a switch.

This will only cover VLAN configuration for CRS 3xx series switches in RouterOS as SwitchOS is not nearly as common in operational deployments.

CRS 1xx/2xx series use an older style of configuration and seem to be on the way out so I’m not 100% sure whether or not i’ll write a similar guide on that series.

If you’ve been in networking for a while, you probably started with learning the Cisco CLI. Therefore, it is helpful to compare the commands if you want to implement a network with a MikroTik and Cisco switches.

This is the fourth post in a series that creates a Rosetta stone between IOS and RouterOS. Here are some of the others:

Click here for the first article in this series – “Cisco to MikroTik BGP command translation”
Click  Continue reading

The Linux command-line cheat sheet

When coming up to speed as a Linux user, it helps to have a cheat sheet that can help introduce you to some of the more useful commands.In the tables below, you’ll find sets of commands with simple explanations and usage examples that might help you or Linux users you support become more productive on the command line.[ Also see Invaluable tips and tricks for troubleshooting Linux. ] Getting familiar with your account These commands will help new Linux users become familiar with their Linux accounts.To read this article in full, please click here

History of Networking: ILNP with Saleem Bhatti

Using a single IP address to provide both identity and location information can create challenges and inefficiencies in network design. In this History of Networking episode, we sit down with Saleem Bhatti to talk about the history of ILNP and IP mobility to see how this tech aims to resolve this challenge.

Outro Music:
Danger Storm Kevin MacLeod (incompetech.com)
Licensed under Creative Commons: By Attribution 3.0 License
http://creativecommons.org/licenses/by/3.0/

IDG Contributor Network: The role of open source in networking

Technology is always evolving. However, in recent time, two significant changes have emerged in the world of networking. Firstly, the networking is moving to software that can run on commodity off-the-shelf hardware. Secondly, we are witnessing the introduction and use of many open source technologies, removing the barrier of entry for new product innovation and rapid market access.Networking is the last bastion within IT to adopt the open source. Consequently, this has badly hit the networking industry in terms of slow speed of innovation and high costs. Every other element of IT has seen radical technology and cost model changes over the past 10 years. However, IP networking has not changed much since the mid-’90s.To read this article in full, please click here

IDG Contributor Network: The role of open source in networking

Technology is always evolving. However, in recent time, two significant changes have emerged in the world of networking. Firstly, the networking is moving to software that can run on commodity off-the-shelf hardware. Secondly, we are witnessing the introduction and use of many open source technologies, removing the barrier of entry for new product innovation and rapid market access.Networking is the last bastion within IT to adopt the open source. Consequently, this has badly hit the networking industry in terms of slow speed of innovation and high costs. Every other element of IT has seen radical technology and cost model changes over the past 10 years. However, IP networking has not changed much since the mid-’90s.To read this article in full, please click here

BrandPost: 3 Ways 802.11ax Makes Wi-Fi Better

Introduced in 1997, the IEEE 802.11 standard, more commonly known as Wi-Fi, has continually evolved to address the need of increased speeds in enterprise Wi-Fi networks. Of late, however, data rate and throughput have become table stakes in any high-density WLAN deployment.That's because there has been an explosion in the number of client devices per household. Offices and public spaces like malls, stadiums, and concert venues also boast of highly dense client environments. The demand has shifted from "high speed Wi-Fi" to "fast and efficient Wi-Fi in extremely dense environments."Enter 11ax. With the introduction of 802.11ax (also known as Wi-Fi 6), the wireless industry is now delivering bandwidth and efficiency several times that of the legacy 802.11b.To read this article in full, please click here

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Sponsored Post: Software Buyers Council, InMemory.Net, Triplebyte, Etleap, Stream, Scalyr

Who's Hiring? 


  • Triplebyte lets exceptional software engineers skip screening steps at hundreds of top tech companies like Apple, Dropbox, Mixpanel, and Instacart. Make your job search O(1), not O(n). Apply here.

  • Need excellent people? Advertise your job here! 

Fun and Informative Events

  • Advertise your event here!

Cool Products and Services


  • Shape the future of software in your industry. The Software Buyers Council is a panel of engineers and managers who want to share expert knowledge, contribute to improvement of software, and help startups in their industry. Receive occasional invitations to chat with for 30 minutes about your area of expertise and software usage. No obligations, no marketing emails or sales calls. Upcoming topics include infrastructure and application monitoring, AI/ML platforms, and more. Learn more and join today.

  • InMemory.Net provides a Dot Net native in memory database for analysing large amounts of data. It runs natively on .Net, and provides a native .Net, COM & ODBC apis for integration. It also has an easy to use language for importing data, and supports standard SQL for querying data. http://InMemory.Net
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