Explain this neural network used for knowledge graph integration

I am interested in a better understanding of the neural network used in the LogicENN article, Model of Logically-Based Neuron-Based Knowledge Clusters. To my knowledge, this is the most advanced and complex knowledge graph.

The neural network is described as follows:

Pairs of entities, $ (h, t) $ , are entered and the relations are out.

The score of a given triple $ (h, r, t) $ is $ f ^ r_ {h, t} $ and is given by:

enter the description of the image here

Beta vectors are the integration of relationships.

The phi vector is the mapping of the characteristics of the hidden layer of the network, shared between all relations.

This neural network works with a single hidden layer.

The first problem is this: when I look at the picture, I think that this neural network should have several hidden layers, but in the text, it says "we use a single masked layer".

The second problem is this: when I look at the photo, I think there is no direct relationship between the outputs and the hidden layers, but in text, it is written "the mapping of the characteristics of the hidden layer of the network that is sharing between all relations ".

Please, explain this network of neurons. Any help is appreciated.

algorithms – The highest problem of secure network?

Safe Bar Problem: There are several rungs on a ladder in ascending order of height. A bottle is projected from a bar and, depending on the height of the bar, the bottle can break or not break (the bottle breaks for the upper height bars and is not not for the lower bars). We must find the bar of maximum height for which the bottle does not break, since:

(1) We only have 1 bottle with us.

(2) We have endless bottles with us.

(3) We have exactly 2 bottles with us.

(4) We have k bottles with us. ($ 1 leq k $).

Design algorithms to solve (1) – (4) with the best possible temporal complexity. (Also note that (3) and (4) should be an asymptotic improvement over (1).)

My method: (1) is just a linear search and (2) is an approach of division and conquest to solve the problem. I do not find an asymptotically improved algorithm for (3) – the only methods I thought would bring about consistent improvements in temporal factor complexity with respect to (1). I do not know how to solve the problems of (3) and (4).

P.S: This is a problem of Chapter 1 of Kleinberg and Tardos. I did not find the solution online.

SMB delete folders (mac, windows) local network problem

I have mixed machines in my local network, everyone has all the permissions to read / write. Everything works fine, but when a Mac user tries to delete a folder, an error is generated:

"The operation can not be completed because you do not have permission to access certain items."

This only happens with folders! Windows users do not have it. The server is on the Windows machine.

I have read a lot of articles on afp / smb related issues but not all of them work for me. Maybe I'm doing something completely wrong or you have a workaround?

Thank you for your time.

Network – How to Network Two Remote Linux Servers

I have two Linux servers that are both located in remote locations (no LAN). Currently, a server contains all the files of my website, the MySQL database and all the files uploaded to my website by my visitors. To separate workload and storage issues, I want all files to be stored on the other server and serve them from that location while the first one processes all requests.
What is the best way or protocol that I should use to mount these two servers? I'm thinking of SSHFS or NFS but I think NFS only applies to locally connected servers. Your helpful tips to guide me in the right direction are greatly appreciated because I am still learning to use these technologies.

Networking – Connect the rendering farm to the local network

New for networking, so … You want to see if that's possible … It's not an ideal configuration either. Therefore, if you have recommendations on better hardware / software, I am open.

I have a render farm with 23 computers, each with 2 Ethernet ports, where 1 goes to the host computer via a switch. The IP address of the host is XXX.XXX.X.XXX, and I have the nodes on the same subnet with the default gateway pointing to the IP of the Host (sorry to report some obvious things). This allows me to access the nodes from the remote desktop manager and to use Team Render for C4D. At present, C4D files originate from a separate computer performing dialing and are downloaded on a USB stick transfer to the host computer. The second Ethernet port of the host is configured to connect to a NAS, always via the switch. This port and the NAS are on a different network (YYYY.YYYY.YY.YYYY).

I am now trying to connect the renderfarm to a local network (wifi or ethernet) so that I can transfer C4D files to the host without USB. I try to do it either via Ethernet or simply with Teamviewer (WiFi). Is there a way to do it safely? I've acquired a Dell SonicWall, but I only experience it at the moment.

Thank you 🙂

network – social network cache server for wireless LAN

I've set up a HotSpot for a college and I'd like to install a cache server, especially for social networks.
Since geographically close people are likely to become "friends" on SN and share or view the same multimedia content multiple times (status, memes, videos, etc.)
I've thought of setting up a cache server to optimize the use of bandwidth.

I target:
-Facebook
-Twitter
-WhatsApp
-Youtube

I was wondering if a simple HTTP cache would suffice, because when searching, I found that encryption could mess up the cache system. J & # 39; therefore would seek advice from experienced guys.

bitcoind – Bitcoin Lightning Network

I have created a channel in the Lightning Network, the payment and the balance of the receiver channel have been updated. But after closing the channel, the receiver's wallet balance is not updated and the sender also loses the funds. (Even after mining)

Is there anything to do to get the balance updated?

New network of affiliates with recurring commissions and weekly payments

I have created a small portfolio of tools in growing niches, such as dropshipping and print on demand. I will pay you up to 50% of the income of the users you refer to.

Enjoy the current gold rush in dropshipping and ecommerce and be the one selling the shovels. Your commission will be paid weekly via Paypal. And it gets even better, if you are sponsoring other advertisers / affiliates, you will be paid 10% of their income. If you manage to sponsor a couple of great whales with commissions in the $ x, xxx zone, you will receive a couple of $ 100 a month, provided it's an active advertiser can go up to several years.

This is the tracking platform on which you will get more information about the tools, as well as a way to track your clicks, your subscribers and the income you have earned: https: / /convertil.com/

I am also looking for an affiliate manager who helps to find new affiliates for a fixed fee or a% of their income.
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FireHeaven
Review by FireHeaven sure
.
[Vn5socks.net] Automatic update 24 hours a day, 7 days a week – good socks
LIVE ~ 13.231.110.249:1081 | 0.099 | Norwalk | CT | 06850 | United States | Checked at vn5socks.net
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Evaluation: 5

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Update October 15, 2019 ⚡⚡ Manage your own CPA / advertising network | NewProxyLists

October 15 New update: AM dashboard with administrator permissions

Hello guys,

We have published a new update: Dashboard of the affiliate manager.

AM now has its own panel and the administrator can set permissions

The administrator can choose what AM can do and see (for each AM!). See the screen shot below.

(IMG)

The AM panel looks like this (depending on the permissions set):

(IMG)

You can try our demo: https://app.mytrackingmedia.com/ (admin / admin123)

Order today because we can either increase the price of the script (no encoding, no license), or sell a licensed script instead. Coming in a few days.

Next update: SMARTLINK and other payment options for admin

To order: https://procpascript.com/

Regards,
Chris