REGAL | Representation learning-based graph alignment | Recommender System library

 by   GemsLab Python Version: Current License: MIT

kandi X-RAY | REGAL Summary

kandi X-RAY | REGAL Summary

REGAL is a Python library typically used in Artificial Intelligence, Recommender System applications. REGAL has no bugs, it has no vulnerabilities, it has a Permissive License and it has low support. However REGAL build file is not available. You can download it from GitHub.

This repository contains a Python implementation of methods presented in the following paper:. Mark Heimann, Haoming Shen, Tara Safavi, and Danai Koutra. REGAL: Representation Learning-based Graph Alignment. International Conference on Information and Knowledge Management (CIKM), 2018. Please consider citing this paper if you find the code helpful.
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            kandi-support Support

              REGAL has a low active ecosystem.
              It has 60 star(s) with 12 fork(s). There are 3 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 7 open issues and 5 have been closed. On average issues are closed in 1 days. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of REGAL is current.

            kandi-Quality Quality

              REGAL has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              REGAL is licensed under the MIT License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              REGAL releases are not available. You will need to build from source code and install.
              REGAL has no build file. You will be need to create the build yourself to build the component from source.
              Installation instructions are not available. Examples and code snippets are available.
              REGAL saves you 142 person hours of effort in developing the same functionality from scratch.
              It has 372 lines of code, 18 functions and 5 files.
              It has high code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed REGAL and discovered the below as its top functions. This is intended to give you an instant insight into REGAL implemented functionality, and help decide if they suit your requirements.
            • Computes the similarity of a graph
            • Calculate k - hop neighbors
            • Calculate the degree of a graph
            • Computes the similarity between two nodes
            • Get the feature dimensionality based on the method
            • Sample nodes from the graph
            • Get k - hop neighbors for a given adjacency method
            • Compute the score between two embedding matrices
            • Computes the score for a given alignment matrix
            • Computes the similarity matrix
            • Computes the similarity matrix for embedding
            • Align two embedding matrix
            • Computes the score for the given alignment matrix
            • Compute the score of a matrix
            • Learn representations of representations
            • Extract the embeddings from the combined embedding
            • Parse arguments
            Get all kandi verified functions for this library.

            REGAL Key Features

            No Key Features are available at this moment for REGAL.

            REGAL Examples and Code Snippets

            No Code Snippets are available at this moment for REGAL.

            Community Discussions

            QUESTION

            WIkipedia API get text under headers
            Asked 2022-Mar-12 at 07:39

            I can scripe a wikipedia usein wikipedia api

            ...

            ANSWER

            Answered 2022-Mar-12 at 07:39

            You don't want to call re twice, but rather iterate directly through the results provided by regex_result. Named groups in the form of (?P...) make it even easier to extract the header name without the surrounding markup.

            Source https://stackoverflow.com/questions/71320082

            QUESTION

            ValueError: All arrays must be of the same length append data in data frame
            Asked 2021-Oct-07 at 12:22
            import requests
            from bs4 import BeautifulSoup
            import pandas as pd
            headers ={
                'User-Agent':'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.114 Safari/537.36'
            }
            productlink=[]
            n=[]
            a=[]
            re=[]
            ra=[]
            w=[]
            
            r =requests.get('https://www.houzz.com/professionals/general-contractor')
            soup=BeautifulSoup(r.content, 'html.parser')
            tra = soup.find_all('div',class_='hz-pro-search-result__info')
            for pro in tra:
                name=pro.find('span',class_='mlm header-5 text-unbold').text
                n.append(name)
                address=pro.find('span',class_='hz-pro-search-result__location-info__text').text
                a.append(address)
                reviews=pro.find('span',class_='hz-star-rate__review-string').text
                re.append(reviews)
                rating=pro.find('span',class_='hz-star-rate__rating-number').text
                ra.append(rating)
            for links in tra:
                for link in links.find_all('a',href=True)[2:]:
                        if link['href'].startswith('https://www.houzz.com/professionals/general-contractors'):
                            productlink.append(link['href'])
            
            for link in productlink:
                r =requests.get(link,headers=headers)
                soup=BeautifulSoup(r.content, 'html.parser')
                for web in soup.find_all('a',attrs={'class':'sc-62xgu6-0 jxCcwv mwxddt-0 bSdLOV hui-link trackMe'}):
                    w.append(web['href'])
            df = pd.DataFrame({'name':n,'address':a,'reviews':re,'rating':ra,'web':w})
            print(df)
            
            ...

            ANSWER

            Answered 2021-Oct-07 at 12:22

            Make it as simple as possible and do not store the information from different loops in these bunch of lists, try to store them in one dict:

            possible solution

            Source https://stackoverflow.com/questions/69480501

            QUESTION

            C# find anagram from a string array of candidates
            Asked 2021-Sep-27 at 20:55

            My task is to implement a method that could return a correct sublist of anagrams.

            Now so far I am having problems with figuring out how can I collect the anagrams in candidates that match word and return it.

            This is my code for now:

            ...

            ANSWER

            Answered 2021-Sep-27 at 20:08

            If two words are anagrams, they have the same numbers of same letters:

            Source https://stackoverflow.com/questions/69351919

            QUESTION

            Properly and cleanly segregating a test set and modifying data conditionally for LDA and associated confusion matrix in R
            Asked 2021-Sep-24 at 07:02

            I want to do LDA (linear discriminant analysis) with the Auto dataset of the ISLR package. To start off, I am trying to take the cars with year = 75 and use it as a "test set", where cars of all other years will be used as a "training set". However, it seems that I've made a mess of things. For instance, in my code below, sequentially using the replace function for the values of mpg.year75 just results in everything being set to high:

            ...

            ANSWER

            Answered 2021-Sep-24 at 07:02

            The issue is in these 3 lines.

            Source https://stackoverflow.com/questions/69310714

            QUESTION

            Renaming a variable and conditionally changing the values in R (using the dplyr package)
            Asked 2021-Sep-23 at 07:08

            I am trying to use the rename() function of the dplyr package to change the variable mpg to mpgclass:

            ...

            ANSWER

            Answered 2021-Sep-23 at 07:08

            rename works for me, perhaps you have a function conflict with another package. Try using dplyr::rename.

            To change the columns based on range of values you may use case_when or cut.

            Source https://stackoverflow.com/questions/69295245

            QUESTION

            Tailwind css not extended
            Asked 2021-Aug-23 at 11:04

            I'm trying to extend my tailwind css by adding the following to the config:

            ...

            ANSWER

            Answered 2021-Aug-23 at 11:04

            If I understand the documentation correctly, backgroundColor in extend section is only used for adding states (like active which is in example).

            If you would like to extend it via the default palette you can place it to the theme (without extend) and spread the default values via JavaScript:

            Source https://stackoverflow.com/questions/68891226

            QUESTION

            how to filter array from the letters found within a word game?
            Asked 2021-Aug-04 at 10:12

            I have a word game here made with javascript,

            I play against a robot that guesses a word from a directory of words it has. If the guessed word have a matching letter and matching index it turns blue and gets displayed.

            If any letter only exist in the guess word but not at correct index it turns orange.

            The robot now randomly guesses the words and doesn't do anything with the blue or orange letters. I want the robot to filter the word directory it guesses from with the letters that are correct or exist in the guess word.

            I can store those letters in two variable but I'm having scope problems to filter the word directory from the scope these variable

            ...

            ANSWER

            Answered 2021-Aug-04 at 09:42

            You have too much code too see where the problem is happening. Is this the filter you are looking for?

            Source https://stackoverflow.com/questions/68648897

            QUESTION

            how to compare arrays and find if a letter is in the array at the same index and if it is in the array even if its not at the same index?
            Asked 2021-Aug-03 at 11:09

            Hi i am writing a javascript guessing game which on start of the page a random word is generated, then the user tries to guess the word, if the user guess the whole word correctly the word is turned to green and pushed to page. i have made this part. now here if the user guess doesn't match the random word I'm trying to compare the two words and if any letters in user guess matches the random words letters and both letters are at the same index the letter in the use guess becomes yellow and then pushed to the screen. but if the letters is in the wrong index but still exist in the other word i want that letter to be blue.i have tried to make them into arrays and compare them but i cant find the logic to do so.

            ...

            ANSWER

            Answered 2021-Aug-03 at 11:09

            You can make use of String#includes() and String#charAt() to check each character in the userGuess against the pickedWord.

            The snippet below uses the results to wrap each character in a span of the appropriate color. You can refactor the HTML generated as needed.

            Source https://stackoverflow.com/questions/68634670

            QUESTION

            RecyclerView onClickListener with DiffUtil
            Asked 2021-Jun-22 at 08:29

            How is it possible to handle onClick for RecyclerView with DiffUtil callback? And how can I change background color for chosen item in recyclerview? I have two RecyclerViews in one Activity. When user click on item in RecyclerView A, something happen in RecyclerView B.

            This is the class

            ...

            ANSWER

            Answered 2021-Jun-22 at 08:29

            How is it possible to ...

            You have a ViewModel and it exposes two observable liveData with the List that your RecyclerViews need (two adapters, two lists).

            The logic to decide that List A, Item 1 was tapped, and therefore List B, Item N has to change its background is absolutely outside of the scope of the Recycler View, Adapter, Activity, and possibly even ViewModel.

            Ultimately, when a data mutation occurs (you tapped Item 1), you receive this event, act upon it (aka: send it to the Viewmodel -> Repository -> transform the data -> publish new lists(s) with the mutated data.

            Eventually, your ViewModel will receive the new data from the repository, and will update the LiveData(s) that your activity is observing, and this will result in the adapters being submitted new data, that your DiffUtils will pick up, causing the Adapter to re-bind the modified views.

            UPDATE

            Based on the question/answer you linked, and your comment, I think this deserves a further comment.

            1. The person says: "it's not a good idea to handle click on the adapter, nor to use an interface", then proceeds to "handle" the click, and uses an anonymous function (so it could have been an interface for the purposes of testing, but it instead made it a "higher order function".

            2. This is exactly the same principle I was describing, only an interface is easier to understand.

            Think about the responsibilities like this:

            ViewHolder: It knows nothing about the data, recycler view, adapter, etc. But it has direct access to each "row/column" of your List. It owns the views, and it can manipulate them based on the data it's supplied and told to "hold" alongside the needed views. It doesn't create the views (it's told to) but it has them. All this can do in regards of clicking, is to make either expose a view (so a click listener can be set by someone externally) or simply delegate it.

            Adapter: It knows nothing about the views other than their type (if used) and how to create viewHolders and "bind" them. So it sits in between, but it does have access to the data source provided to it (the list you supply) and it does have access to each "view holder" that it created; it knows more or less what's on screen, and can map a position to the data.

            RecyclerView/Fragment/ViewModel: these have no idea what happens inside an adapter (nor they should), but they are primarily interested in when a click (or event) happened so they can presumably do something about it.

            Based on all this, let's look at this person's solution (vs. what I was suggesting):

            1. The Adapter's constructor is modified to receive a function:

            (private val onSelect: (YourDataType?) -> Unit)

            I normally define an interface:

            Source https://stackoverflow.com/questions/68066069

            QUESTION

            Adding p-values to a polr model (for modelsummary)
            Asked 2021-May-06 at 05:49

            I know that polr does not give p-values because they are not very reliable. Nevertheless, I would like to add them to my modelsummary (Vignette) output. I know to get the values as follows:

            ...

            ANSWER

            Answered 2021-May-05 at 13:12

            I think the easiest way to achieve this is to define a tidy_custom.polr method as described here in the documentation.. For instance, you could do:

            Source https://stackoverflow.com/questions/67400435

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

            Vulnerabilities

            No vulnerabilities reported

            Install REGAL

            You can download it from GitHub.
            You can use REGAL like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.

            Support

            For any new features, suggestions and bugs create an issue on GitHub. If you have any questions check and ask questions on community page Stack Overflow .
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            gh repo clone GemsLab/REGAL

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            git@github.com:GemsLab/REGAL.git

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