NETS | Extremely Fast Outlier Detection from a Data Stream via Set | Predictive Analytics library
kandi X-RAY | NETS Summary
kandi X-RAY | NETS Summary
This paper addresses the problem of efficiently detecting outliers from a data stream as old data points expire from and new data points enter the window incrementally. The proposed method is based on a newly discovered characteristic of a data stream, that the change in the locations of data points in the data space is typically very insignificant. This observation has led to the finding that the existing distance-based outlier detection algorithms perform excessive unnecessary computations that are repetitive and/or canceling out the effects. Thus, in this paper, we propose a novel set-based approach to detecting outliers, whereby data points at similar locations are grouped and the detection of outliers or inliers is handled at the group level. Specifically, a new algorithm NETS is proposed to achieve a remarkable performance improvement by realizing set-based early identification of outliers or inliers and taking advantage of the "net effect" between expired and new data points. Additionally, NETS is capable of achieving the same efficiency even for a high-dimensional data stream through two dimensional-level filtering. Comprehensive experiments using six real-world data streams show 5 to 25 times faster processing time than state-of-the-art algorithms with comparable memory consumption. We assert that NETS opens a new possibility to real-time data stream outlier detection.
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Top functions reviewed by kandi - BETA
- Main method for testing
- Index a slide from a list of values
- Returns the list of candidate cell indices for the given cell
- Calculate the net change
- Find out outliers
- Returns true if the given tuple is neighboring to the given threshold
- Looks for outliers
- Find outlier cells in the slide
- Measure memory
- Compute memory
- Sorts the priority
- Calculates the Euclidean distance between the two tuples
- Gets the CPU time in milliseconds
- Truncates the network
NETS Key Features
NETS Examples and Code Snippets
Community Discussions
Trending Discussions on NETS
QUESTION
When I try Microsoft WCF Web Service Reference Provider I get this error:
the connected services component 'Microsoft WCF Web Service Reference Provider' failed (HRESULT:0x80131500) The target framework 'net5.0-windows' is not supported .NET Core, .NET Standart, or a .NET Framework version. The minimum supported framework versions are as follows: netcoreapp 1.0, netstandart 1.3 and net4.5
How can I add the web service links?
...ANSWER
Answered 2021-Jun-14 at 08:59I changed net5.0-windows to net5.0 in the csproj file. Added the webservice reference, then changed the csproj file back to net5.0-windows. This solved it.
QUESTION
In similar question, the solution is to use an unique value instead of index of map as the 'key' prop when looping through the array to render components. However, it not working for me as the remaning components still rerender after i delete an element from the array. What am i missing here?
Here is my attempts，which is not working as expected：
App.js
...ANSWER
Answered 2021-Jun-13 at 03:40Hope this solves your problem
QUESTION
I am a little bit confused about my network setup at home.
This is the setup:
VLAN1 - 172.16.20.0/24 VLAN2 - 10.11.12.0/24
I am in the VLAN2 net (which is my WiFi), for the moment I allowed all traffic between both subnets.
My setup uses a KVM host for most of the services, my firewall lies on this machine and is virtualized (opnsense).
So the KVM network interfaces looks like this:
...ANSWER
Answered 2021-Jun-11 at 17:32I fixed it by myself. The management interface itself was missing a route to the VLAN2 net. Works now :)
QUESTION
I'm on Windows10 and downloaded Tomcat 8.5
I go to conf folder and run startup.bat script
After a few seconds, Tomcat stops. And in the logs I can see :
...ANSWER
Answered 2021-Jun-09 at 20:16The failure isn't due by the port on which the HTTP connector listens, but the "shutdown" port (usually 8005), which is already taken.
You configure it using the port attribute of the element:
QUESTION
I have a build pipeline, where I have a Nuget restore step using NuGetCommand which works fine.
But the next step where the build is performed fails on missing nuget packages.
It seems the build step tries to restore the nuget packages a second time, which does not work (It doesn't have the credentials to do so)
The yaml file for the build definition is as follows:
...ANSWER
Answered 2021-Jun-08 at 18:43From the dotnet documentation
You don't have to run dotnet restore because it's run implicitly by all commands that require a restore to occur, such as dotnet new, dotnet build, dotnet run, dotnet test, dotnet publish, and dotnet pack. To disable implicit restore, use the --no-restore option.
The dotnet restore command is still useful in certain scenarios where explicitly restoring makes sense, such as continuous integration builds in Azure DevOps Services or in build systems that need to explicitly control when the restore occurs.
You should either use --no-restore in dotnet publish or remove the dotnet restore and let the packages restored implicitly by dotnet publish
QUESTION
I have been working through an awesome tutorial within Udemy to learn more about Blazor (https://www.udemy.com/course/programming-in-blazor-aspnet-core/), but have hit a stumbling block that I'm not entirely sure what to do with.
Short Version
When upgrading to .Net 5 from .Net Standard 2.1, I end up with this error when trying to run this sample Blazor application as soon as it loads up (so it's not hitting any of my code): System.TypeLoadException: Could not resolve type with token 01000014 from typeref (expected class 'System.Threading.Tasks.Task' in assembly 'System.Runtime, Version=5.0.0.0, Culture=neutral, PublicKeyToken=b03f5f7f11d50a3a') I see a similar problem with this SO link, but it didn't really give me much to go off of.
Detailed Version
With prior versions of .Net, you installed the latest, then Visual Studio picked that up, you switched projects and away you went - everything was seamless and just worked. With some of the newer stuff though, Microsoft's messaging has been extremely confusing and the problem I'm hitting now is inside that Udemy tutorial I need to utilize the IJSObjectReference interface to do something. When I first added that to the code, the type reference couldn't be resolved so a quick search pointed me to needing to move the project to .Net 5 by changing this:
ANSWER
Answered 2021-Jan-20 at 06:19Have you changed the header node in the *.csproj too?
QUESTION
I have a dockerized ASP.NET Core app that I'm trying to run locally under Linux (Fedora 33). I'd like to disable HTTPS so I don't have to deal with constant certificate errors.
To do this I simply disabled the HTTPS redirect feature which is included by default, however the app then wasn't responding to any HTTP requests at all.
I managed to get the dev version of the app to run on HTTP by explicitly configuring Kestrel in Startup.cs:
...ANSWER
Answered 2021-Jun-06 at 21:181st cheek by other browser or cheek blocking antivirus or firewall of your PC may interrupted it. then change the port number before by cheeking the ip and port number by ip scanner.
as you now when you need change http to https need SSL certificate , so set disable option Tools->option->environment->webbrowsers
QUESTION
We have several repositories and each one has its own .editorconfig. Obviously, these are not synced, which is why I would like to distribute the .editorconfig from our framework solution (along with other files) via NuGet package to all our repositories/solutions and copy it via a simple Copy build Task to the solution directory.
I attempted to do the following:
Create a project "EditorConfigDistribution", which is supposed to contain the master .editorconfig file.
...ANSWER
Answered 2021-Jun-07 at 13:20I was able to find a solution for my problem: I not only provide the .editorconfig, but also the Copy-Build task via my EditorConfigDistribution project, which looks like this now:
QUESTION
I'm trying to configure a simple network structure using Vagrant as depicted in the following figure:
As you can see I aim to simulate a hacker attack which goes from attacker through router and reaches victim, but that's not important for the problem I'm struggling with.
This is my Vagrantfile so far (VritualBox is used as provider):
...ANSWER
Answered 2021-Jun-03 at 22:55You've got a redundant default gateway on victim and attacker called _gateway. You should delete it and leave only the one going to the router via eth1 interface.
QUESTION
In Azure when deploying via 'az deployment group create' I get an error since a few days.
The ressource group is created in 'West Europe' - Region
Here is my command:
...ANSWER
Answered 2021-Jun-01 at 10:57Its Normal this image is no logger available, When having this type of issue try to create it via the web interface as you will have the available SKU
Note : the listed image via az command is not always up to date
az vm image list-skus --location 'westeurope' --offer 'Windows-10' --publisher 'MicrosoftWindowsDesktop'
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Community Discussions, Code Snippets contain sources that include Stack Exchange Network
Vulnerabilities
No vulnerabilities reported
Install NETS
You can use NETS like any standard Java library. Please include the the jar files in your classpath. You can also use any IDE and you can run and debug the NETS component as you would do with any other Java program. Best practice is to use a build tool that supports dependency management such as Maven or Gradle. For Maven installation, please refer maven.apache.org. For Gradle installation, please refer gradle.org .
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