MC4 | An implementation of Markov Chain Type 4 Rank Aggregation | Recommender System library

 by   kalyaniuniversity Python Version: 2.3.0 License: GPL-3.0

kandi X-RAY | MC4 Summary

kandi X-RAY | MC4 Summary

MC4 is a Python library typically used in Institutions, Learning, Education, Artificial Intelligence, Recommender System, Pytorch applications. MC4 has no bugs, it has no vulnerabilities, it has build file available, it has a Strong Copyleft License and it has low support. You can install using 'pip install MC4' or download it from GitHub, PyPI.

This project is all about implementing two of the most popular rank aggregation algorithms, Markov Chain Type 4 or MC4 and MCT. In the field of Machine Learning and many other scientific problems, several items are often needed to be ranked based on some criterion. However, different ranking schemes order the items based on different preference criteria. Hence the rankings produced by them may differ greatly. Therefore a rank aggregation technique is often used for combining the individual rank lists into a single aggregated ranking. Though there are many rank aggregation algorithms, MC4 and MCT are two of the most renowned ones.
Support
    Quality
      Security
        License
          Reuse

            kandi-support Support

              MC4 has a low active ecosystem.
              It has 15 star(s) with 1 fork(s). There are 1 watchers for this library.
              OutlinedDot
              It had no major release in the last 12 months.
              There are 0 open issues and 1 have been closed. On average issues are closed in 2 days. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of MC4 is 2.3.0

            kandi-Quality Quality

              MC4 has 0 bugs and 0 code smells.

            kandi-Security Security

              MC4 has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
              MC4 code analysis shows 0 unresolved vulnerabilities.
              There are 0 security hotspots that need review.

            kandi-License License

              MC4 is licensed under the GPL-3.0 License. This license is Strong Copyleft.
              Strong Copyleft licenses enforce sharing, and you can use them when creating open source projects.

            kandi-Reuse Reuse

              MC4 releases are available to install and integrate.
              Deployable package is available in PyPI.
              Build file is available. You can build the component from source.
              Installation instructions, examples and code snippets are available.
              MC4 saves you 62 person hours of effort in developing the same functionality from scratch.
              It has 163 lines of code, 14 functions and 5 files.
              It has low code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed MC4 and discovered the below as its top functions. This is intended to give you an instant insight into MC4 implemented functionality, and help decide if they suit your requirements.
            • Calculate the MC4 aggregation function
            • Compute partial transition matrix
            • Compute the stationary distribution matrix
            • Normalize the transition matrix
            • Gets the rank of the matrix
            • Read data from source
            • Check if a file exists
            • Given a DataFrame and a DataFrame returns a dictionary mapping each item to the final rank
            • Check if a file is a CSV file
            • Get the number of rows and columns
            • Returns the transition matrix
            • Return the filename of a file
            Get all kandi verified functions for this library.

            MC4 Key Features

            No Key Features are available at this moment for MC4.

            MC4 Examples and Code Snippets

            Markov Chain Type 4 Rank Aggregation,General Usage
            Pythondot img1Lines of Code : 11dot img1License : Strong Copyleft (GPL-3.0)
            copy iconCopy
            from mc4.algorithm import mc4_aggregator
            import pandas as pd
            
            # Method 1
            aggregated_ranks = mc4_aggregator('test_dataset_1.csv', header_row = 0, index_col = 0) 
            
            # or Method 2
            df = pd.read_csv('test_dataset_1.csv', header = 0, index_col = 0)
            aggregat  

            Community Discussions

            QUESTION

            Python Print without \n
            Asked 2022-Jan-10 at 14:09

            I want to print code without \n on the result. This is my code

            ...

            ANSWER

            Answered 2021-Aug-27 at 13:21

            I had this same problem and I got an answer here.

            It's is because the line you read is always followed by a \n character. You need to remove it. Hence, just replace that last part of your code with this. .strip() will do for you. str(current_location).strip("\n")

            Whenever you read a line from a text file, it adds a \n character to tell that new line started from there. You need to remove that while printing or it will mess up with your current statement

            Source https://stackoverflow.com/questions/68954082

            QUESTION

            How to avoid importing errors from formulas in Excel with Access
            Asked 2021-Sep-05 at 08:58

            I have a series of identically formatted spreadsheets that I need to import into an access db. Unfortunately the spreadsheet data isn't in tabular form so I need to import a bunch of specific cells.

            I read specific cells into variables and construct a query to insert rows into a table.

            The code fails, when a cell contains a formula that equates to an error. To avoid the error, I must insert Null instead of the error value. How do I insert Null instead of the error value?

            ...

            ANSWER

            Answered 2021-Sep-01 at 03:39

            Declare the variables as Variant to be able to assign Null to them. Then instead of quoting the values, when constructing the select statement, quote them before constructing it:

            Source https://stackoverflow.com/questions/68996480

            QUESTION

            git rebase on a feature branch already pushed to remote
            Asked 2021-Jul-07 at 18:48

            Suppose I have feature branch locally, FB. FB has diverged from master at commit, say CC. FB has several commits more, say FBC1,FBC2.FB is pushed to remote repository, and then merged into master. So remote master has FBC1,FBC2, and then few more commits prior and after.

            Now if I pull remote commits to my local, so that my local master is now having CC-MC1-MC2-FBC1-FBC2-MC3-MC4, while FB has CC-FBC1-FBC2. So both master and FB have commits FBC1,FBC2.

            Now if I rebase master on FB, then what would be behaviour?

            ...

            ANSWER

            Answered 2021-Jul-06 at 13:57

            I don't think it would do anything because when you try to rebase a branch, git will try to find the last common ancestor between the branches involved... and at that point that revision is the tip of FB so git sees that there's nothing to rebase.

            Source https://stackoverflow.com/questions/68271886

            QUESTION

            How to load an External SVG into Vue as an Object
            Asked 2021-Jun-12 at 17:38

            I need to load an SVG file into a Vue template. It must be loaded in such a way that I can access the internal classes with js and css, so presumably I'm looking for an tag and not an tag.

            The SVG is located on an external server, not a part of my project. Vue-Svg-Loader works just fine if I have the svg as part of my project, but doesn't seem to work when the SVG isn't available until runtime.

            I've tried the following

            ...

            ANSWER

            Answered 2021-Jun-12 at 17:38

            In order to access the elements within an , you'd need to wait until it was loaded (load event) and then access the child SVG document by its contentDocument property.

            Unfortunately, this won't work in your case because the SVG files are coming from a different origin. The same-origin policy will block access to the contentDocument. Here is an example, which also fails (logs null) because a data: URL is a different origin:

            Source https://stackoverflow.com/questions/67943859

            QUESTION

            AWS S3 Upload from Lambda Returns Blank PDF (Node.js)
            Asked 2020-May-08 at 16:19

            I have a Lambda using Axios to get a PDF from DocuSign using their REST API:

            ...

            ANSWER

            Answered 2020-May-08 at 16:19

            As an alternative to the raw pdf, you can also convert the response data to base64. Just include this header 'Content-Transfer-Encoding':'base64'.

            Source https://stackoverflow.com/questions/61666776

            QUESTION

            Why does port size doesn't match here in Verilog (16-bit CarrySelectAdder)?
            Asked 2020-Mar-22 at 18:51

            Here I'm designing a 16-bit CarrySelectAdder

            Here is the adder file:

            ...

            ANSWER

            Answered 2020-Mar-22 at 11:02

            The issue is that you tied the input port of your rippleCarryAdder instance to 0 instead of 1'b0.

            0 is an unsized literal constant number here, meaning you did not define the bit-width of this constant. When looking at Section 5.7.1 (Integer literal constants) of the the SystemVerilog LRM, we find that:

            The number of bits that make up an unsized number (which is a simple decimal number or a number with a base specifier but no size specification) shall be at least 32. Unsized unsigned literal constants where the high-order bit is unknown (X or x) or three-state (Z or z) shall be extended to the size of the expression containing the literal constant.

            Hence, the compiler is interpreting your RTL as if you connected a 32-bit (or more) constant to the 1-bit input port of rippleCarryAdder.

            Source https://stackoverflow.com/questions/60798294

            QUESTION

            as3 - Moving objects through different positions
            Asked 2020-Feb-26 at 20:56

            I am coding a simple video game in adobe animate with as3. I am trying to move my objects through a swipe action through 3 different positions e.g:

            ...

            ANSWER

            Answered 2020-Feb-26 at 20:56

            I cannot help you with gestures for I never worked with them directly, but positioning is logically... not difficult.

            You have an Array of objects and an Array of positions. After the 1-st swipe you want only the first object go to the first given position:

            Source https://stackoverflow.com/questions/60420413

            QUESTION

            Operate multiple arrays simultaneously
            Asked 2020-Feb-21 at 20:01

            I am using as3 in adobe animate to create a video game. I have created multiple arrays with movie clips e.g.

            ...

            ANSWER

            Answered 2020-Feb-21 at 20:01

            There's no such thing as simultaneous in programming (well, unless you are multi-threading with the perfect sync, which is not an AS3 story at all).

            There are to ways to get close to that simultaneous thing:

            1. Put all the objects into a single container. You will be able to change x and y of that container so all the in-laid objects will change their visible positions at once. The downside is that you cannot rotate or scale them individually (think of them as clipped to a board and imagine you rotate the whole board), or you won't be able to move half of them.
            2. Arrays and loops. You iterate through all the items one by one, very fast. It looks simultaneous from the outside, but it never is.

            All that said, in order to achieve the things you want you need to figure a way to put all the objects you want to process simultaneously into a single Array and then do the thing you want on them.

            Case №1: many Arrays to one.

            Source https://stackoverflow.com/questions/60344397

            Community Discussions, Code Snippets contain sources that include Stack Exchange Network

            Vulnerabilities

            No vulnerabilities reported

            Install MC4

            For the latest release, pip install mc4. For a specific release, pip install mc4=={version} such as pip install mc4==1.0.0.

            Support

            For full documentation, please visit Documentation WikiTo report issues or request a feature, please visit IssuesFollow author, Ayan Kumar Saha - GitHub | LinkedIn
            Find more information at:

            Find, review, and download reusable Libraries, Code Snippets, Cloud APIs from over 650 million Knowledge Items

            Find more libraries
            Install
          • PyPI

            pip install mc4

          • CLONE
          • HTTPS

            https://github.com/kalyaniuniversity/MC4.git

          • CLI

            gh repo clone kalyaniuniversity/MC4

          • sshUrl

            git@github.com:kalyaniuniversity/MC4.git

          • Stay Updated

            Subscribe to our newsletter for trending solutions and developer bootcamps

            Agree to Sign up and Terms & Conditions

            Share this Page

            share link

            Consider Popular Recommender System Libraries

            recommenders

            by microsoft

            gorse

            by zhenghaoz

            DeepCTR

            by shenweichen

            Surprise

            by NicolasHug

            lightfm

            by lyst

            Try Top Libraries by kalyaniuniversity

            COVID-19-Datasets

            by kalyaniuniversityPython

            covidindia

            by kalyaniuniversityPython

            sterling

            by kalyaniuniversityPython

            pytoolkit

            by kalyaniuniversityPython

            JFlow

            by kalyaniuniversityJava