From page 3 of this paper Knowledge Graph Embeddings and Explainable AI, they mentioned as below: Note that knowledge graph embeddings are different from Graph Neural Networks (GNNs). KG embedding models are in general shallow and linear models and should be distinguished from GNNs [78], which are neural networks that take relational structures as inputs However, it's still vague to me. It seems that we can get embeddings from both of them. What are the difference? How should we choose …

For unsupervised text clustering, the key thing is the init embedding for text. If we want to use deepcluster for text, the problem for text is how to get the init embedding from deep model. BERT can not get good init embedding. If we do not use deep model, is there better way to get embedding better than glove wordvec?

This is a business site with product images. I have a multisite installation with 3 languages in 3 directories which will later be mapped to completely separate domains by the host when it's finished. The media (EDIT: in one of the sites) currently consists almost completely of large images (EDIT: total 1.8GB) that are not language-dependent, and editors will need to add the same images when creating pages with the texts in their language. However, their media library is currently …

I have comments enabled on my site but the form isn't appearing. It worked at one point as there are comments on some of my posts with links to them but they don't appear on the page. Take this post: https://arcath.net/2016/03/react/ The theme is clearly showing 1 comment at the top of the page. Comments are enabled in Settings -> Discussion I've read a lot of forum posts on the subject that lead me to these settings but I can't …

I'm starting to learn how convolutional neural networks work, and I have a question regarding the filters. Are these chosen manually or are they generated by the network in training? If it's the latter, are the coefficients in the filters chosen at random, and then as the network is trained they are "corrected"? Any help or insight you might be able to provide me in this matter is greatly appreciated!

I'm wondering how to sort a custom post's categories in the selection field which I've circled in the screenshot? And I have the following code which generates category listing $args=array( 'class' => 'select-submit2', 'hide_empty' => false, 'selected' => $prop_category_selected, 'name' => 'prop_category', 'id' => 'prop_category_submit', 'orderby' => 'NAME', 'order' => 'ASC', 'show_option_none' => __('None','wpestate'), 'taxonomy' => 'property_category', 'hierarchical'=> true ); wp_dropdown_categories( $args ); ?>

I'm trying a simple Keras project with Dense layers for binary classification. About 300000 rows of data, labels are training_set['TARGET'].value_counts() 0 282686 1 24825 My model looks like this def build_model(): model = models.Sequential() model.add(layers.Dense(64, activation='relu', kernel_regularizer=regularizers.l2(0.001), input_shape=(train_data.shape[1],))) model.add(layers.Dropout(0.5)) model.add(layers.Dense(32, kernel_regularizer=regularizers.l2(0.001), activation='relu')) model.add(layers.Dropout(0.5)) model.add(layers.Dense(1, activation='sigmoid')) model.compile(optimizer='rmsprop', loss='binary_crossentropy', metrics=['accuracy']) return model So it's binary classification that ends with a sigmoid. It's my understanding that I should get values close to 0 or close to 1? I've tried different model architectures, hyperparameters, …

Does residuals in time series decomposition have to be normally distributed ?

I've got the following code, which is supposed to run when a new post is published for the first time, check if a custom field 'specific_users' has data (this uses Advanced Custom Fields), and if so, send an email to each of the selected users. /** * Send users a notification of new grower posts */ function notify_growers($post) { // Only notify for grower posts if ( $post->post_type != 'grower_posts' ) return; $post_id = $post->ID; // ...run code once if …

I recently downloaded Camembert Model to fine-tune it for my purpose. Upon unzipping the file the contents are: Upon loading the model.pt file using pytorch: import torch model = torch.load(model_saved_at) I saw that model was in OrderedDict format containing the following keys: args model optimizer_history extra_state last_optimizer_state As the name suggests most of them are OrderedKeys themselves with the exception of args which belongs to a class argsparse.Namespace. Using vars() we can see args only contains some hyperparameters and values …

The VCdim of a finite hypothesis class $H$ cannot be larger than $\log_2(H)$. But was is an example of a hypothesis class that has VCdim exactly equal to that quantity? For a reference, this is a question from the textbook Understanding Machine Learning by Shalev-Shwartz and Ben-David.

I want to build a classification model to match customers and products. I have a description of each product, and a description of each customer, and the label : customer *i* buy/did not buy product *j*. Each sample/row is a pair (customer, product), so Feature 1 is customer's description, Feature 2 is product's description, and the target variable y is: "y = 1 : customer buys product", "y = 0 otherwise". The goal is to predict for new arriving products …

I am trying to add a wrapper to description and sub-menu in wordpress using walker class, Description will only be shown for the first menu so the structure will look like this EDIT I have been able to add a wrapper div to description but not to sub-menu and menu description together so I am seeking assistance with adding a wrapper div to menu description and sub-menu(if any) <ul id="menu-main-menu" class="primary-nav"> <li id="menu-item-41" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children first"> <a href="http://link" …

I just wrote a plugin that creates a database, populates and edits rows from the backend, now what I need to show a list view of those rows with teir respective link to a detail viewo of each one. The shortcode approach I have already done it, but that does not get the purpose of my plugin, as I want it to be available in the Menus configuration, just like Woocommerce endpoints are. How can I do that? Has someone …

I read one research paper and they said that they are using a threshold for anomaly detection. The threshold is determined to make some proportion of data of the validation dataset labeled as anomalies. how does this concept make sense

I am new to Wordpress but I have some knowledge of PHP. I am creating a bilingual site (with Polylang) which has many forms. Some of them are handled by Contact Form 7 but some others have to be custom made. So, the first form I made was quite a disaster - it works but under certain circumstances. In the archives page of a custom post I insert <form method="post" action="<?php echo esc_url( home_url( '/' ) ); ?>"> <input type="hidden" …

I'm trying To do my plugin Setting with OOP PHP when I'm Creating Setting Filed it sends $args so I can use it in their function, but when I call this function in another place it is for $args and it's undefined. here are my codes: Please Look At the Last Chapter and see the $args Add Setting: add_settings_field( 'st-test-color', __('Color', 'st-search'), 'st_color_ca', 'st-test', 'st-test-settings-section-2', array( 'name' => 'color_css', 'id' => 'st-test-color', 'class' => 'st-test-color', 'options' => $st_test, ) ); …

I have a custom post type 'services', but the archive is false, I am using a page as services. But now I need this slug mydomain.com/services/taxonomy/post2 How I can link my taxonomies with Services page as parent. It is possible? Thank you

In a binary classification problem, it is easy to find the optimal threshold (F1) by setting different thresholds, evaluating them and picking the one with the highest F1. Similarly is there a proper way to find optimal thresholds for all the classes in a multi-class setting. This will be a grid search problem if we do it brute force way. Any efficient way to do this? Is there any package that ppl use or I can use for this? Also …

I am working on implementing a Naive Bayes Classification algorithm. I have a method def prob_continous_value which is supposed to return the probability density function for an attribute given a class attribute. The problem requires classifying the following datasets: Venue,color,Model,Category,Location,weight,Veriety,Material,Volume 1,6,4,4,4,1,1,1,6 2,5,4,4,4,2,6,1,1 1,6,2,1,4,1,4,2,4 1,6,2,1,4,1,2,1,2 2,6,5,5,5,2,2,1,2 1,5,4,4,4,1,6,2,2 1,3,3,3,3,1,6,2,2 1,5,2,1,1,1,2,1,2 1,4,4,4,1,1,5,3,6 1,4,4,4,4,1,6,4,6 2,5,4,4,4,2,4,4,1 2,4,3,3,3,2,1,1,1 Venue,color,Model,Category,Location,weight,Veriety,Material,Volume 2,6,4,4,4,2,2,1,1 1,2,4,4,4,1,6,2,6 1,5,4,4,4,1,2,1,6 2,4,4,4,4,2,6,1,4 1,4,4,4,4,1,2,2,2 2,4,3,3,3,2,1,1,1 1,5,2,1,4,1,6,2,6 1,2,3,3,3,1,2,1,6 2,6,4,4,4,2,3,1,1 1,4,4,4,4,1,2,1,6 1,5,4,4,4,1,2,1,4 1,4,5,5,5,1,6,2,4 2,5,4,4,4,2,3,1,1 The code for this is written like so: from numpy.core.defchararray import count, index import …

I'm a beginner learning deep learning and trying to do semantic segmentation problems on histologic image using python and TensorFlow. There is 2 main file : Images.npy and Labels.npy (Ground truth). So before the training, i want to match the input images with the ground truth images. So, the ground truth will be matched with the images. For Example : There is images_1 and labels_1. When we check labels_1 is match with images_1 (Matched). I want to avoid this condition …

is it possible to add first name & last name to the default registration form of wordpress?

I know that there are many examples of classes where the VC Dimension is finite/infinite even though the size of the class is Uncountably Infinite. However, I could not argue if the VC Dimension of a Countably Infinite class is always finite? (I feel that its size will be "smaller" than the size of a power set of an arbitrarily large set) Any help on this is appreciated.

I have a question regarding how to setup a dataset for modeling. Let’s say I have a dataset representing which car a person will buy depending on some characteristics: The dependent variables are individual cars (Car 1, Car 2, … Car 100). The independent variables are: Budget (of the buyer) Favorite Color (of buyer) ….. ….. Color (of Car 1) Color (of Car 2) …. Color (of Car 100) MPG (of Car 1) MPG (of Car 2) ….. MPG (of …

This seems odd to me because if you're signing on a user you shouldn't already be signed in... therefore your permissions shouldn't matter. It may be a bit of an odd way of going about it, so that could be causing the issue. Here's the code: function login( $user_name, $password ) { $creds = array(); $creds['user_login'] = $user_name; $creds['user_password'] = $password; $creds['remember'] = false; $user = wp_signon( $creds, true ); if( is_wp_error( $user ) ) { $result = $user; } …

I have a custom endpoint defined like so: add_action( 'rest_api_init', function () { register_rest_route( 'menc/v1', '/crosscat/(?P<dept>[\w-]+)/(?P<cat>[\w-]+)', array( 'methods' => 'GET', 'callback' => 'dept_cat_api', 'args' => array( 'dept' => array( 'sanitize_callback' => function($param, $request, $key) { return sanitize_text_field( $param ); } ), 'cat' => array( 'sanitize_callback' => function($param, $request, $key) { return sanitize_text_field( $param ); } ), 'per_page' => array( 'default' => 10, 'sanitize_callback' => 'absint', ), 'page' => array( 'default' => 1, 'sanitize_callback' => 'absint', ), 'orderby' => array( 'default' …

there are many plugins that do some job but can i add custom code per page? Also i mean specific code by pages,posts? with function.php? For example, that code will appear every page: function hook_link() { ?> <link href="http://buhehe.de/wp-content/uploads/2017/12/Buhehe.ico" rel="shortcut icon" type="image/x-icon"> <?php } add_action('wp_head', 'hook_link'); Can i make something like this with function.php for every page customed and specified?

I am using two binary classifiers that predicts the accuracy of samples over a dataset. Accuracy is defined as ratio of correct vs incorrect predictions. Do i need to take accuracies sampled over multiple experiments and use them as data for t-test. Can some explain please ? Also what will the result of the t-test convey?. Thanks in advance.

I am looking for a public data-set of images that differ from each other only slightly, so that after applying PCA they can be reconstructed with a small error from very few PCA coefficients. It can be any type of images, the purpose is only to demonstrate an extreme example of PCA.

Intro I'm quite new to all the subjects in this question. This is my very first shot at Keras, Tensorflow, NNs or Time Series. If you're not a newbie, you'll notice that immediately. Problem I have 15 samples from an industrial process that reads temperatures, weights and heatflows every 2 seconds for roughly an hour (1876 rows). Samples look like this: temp weight heat t 0 31.9661 9.09606 -0.834733 2 31.9905 9.09503 -0.839906 4 32.0967 9.09374 -0.854042 6 32.3021 9.09315 …

I have made my own routes by using add_rewrite_rule method. I would like to know if it is possible using given method to force all my created routes to redirect to URL where there is trailing slash in the end. For example if i do add_rewrite_rule('^my-route/', 'index.php?_my_route=1', 'top') or add_rewrite_rule('^my-route', 'index.php?_my_route=1', 'top') and i make a call to http://site.dev/my-route then it does not redirect it to http://site.dev/my-route/. If it is possible then i would be thankful for sharing :).

I'm currently working on my site but having a small issue with the hamburger menu. It works fine on an actual mobile device, but when I reduce the browser size so that the hamburger appears, nothing happens when I click on it. It does not show my menu. The only thing that happens is a '#' symbol appearing at the end of my URL when I click on it. Any idea on whats going on?

I'm quite new to machine learning and statistics. I've a dataset from some ecommerce sale's history. It's almost 2k instances, and features include personId (string), productCategory (string/discrete), amountPaid (float/continuous), purchaseTime (string/Time(DD/MM/YYYY)). Person can purchase product at any time (irregular time interval so I can't use time series analysis, I guess). I want to know when will the same person (attr with person Id) make just next purchase in a category (attr with productCategory). What ML model should I use for …

I have been making Limoncello for about 3 years. It tastes really good, but I can't get the cloudy appearance the Commercial product has. Looking at recipes for "Creme di Limoncello" (which uses milk and cream), I am thinking of substituting some no fat milk for water in the simple syrup. Does anyone have an opinion about this, or tried it?

Question: ABC Open University has a Teaching and Learning Analytics Unit (TLAU) which aims to provide information for data-driven and evidence-based decision making in both teaching and learning in the university. One of the current projects in TLAU is to analyse student data and give advice on how to improve students’ learning performance. The analytics team for this project has collected over 10,000 records of students who have completed a compulsory course ABC411 from 2014 to 2019.

I have a wordpress website that has an account sign-up/login system. When a user creates an account from the website's signup page (not the wp-admin page), he has to confirm the email link (in his mail inbox) prior to being able to login. However, if the user goes to mywebsite.com/wp-admin, he is able to login and access website's resources as a logged in user without having to confirm his email. I suppose disabling access to wp-admin is not an option …