In the age of data-driven problem-solving, applying sophisticated computational tools for explaining substantive phenomena is a valuable skill. Yet, application of methods assumes an understanding of the data, structure, and patterns that influence the broader research program. This Element offers researchers and teachers an introduction to clustering, which is a prominent class of unsupervised machine learning for exploring and understanding latent, non-random structure in data. A suite of widely used clustering techniques is covered in this Element, in addition to R code and real data to facilitate interaction with the concepts. Upon setting the stage for clustering, the following algorithms are detailed: agglomerative hierarchical clustering, k-means clustering, Gaussian mixture models, and at a higher-level, fuzzy C-means clustering, DBSCAN, and partitioning around medoids (k-medoids) clustering. | Author: Philip D. Waggoner | Publisher: Cambridge University Press | Publication Date: January 28, 2021 | Number of Pages: 70 pages | Language: English | Binding: Paperback | ISBN-10: 110879338X | ISBN-13: 9781108793384
Make this full of flavour cod recipe with the convenience of an air fryer! Add your favourite seasonings and enjoy a crispy air fryer cod.
A delicious savory Chicken and Mushroom crepe with a creamy bechamel sauce. A wonderful Chicken Recipe for that special luncheon or brunch. See notes for how you can make most of it ahead of time!
Angel Chicken Rice is a heartwarming casserole that combines creamy textures and savory flavors into a delightful dish perfect for family dinners or gatherings. This recipe brings together tender chicken and fluffy rice enveloped in a rich, creamy sauce made from a blend of cream cheese, butter, and herbs, typically seasoned with an Italian dressing mix for an extra zing.
Bang Bang Chicken Skewers is a quick, easy, and flavorful recipe made with seasoned cubed chicken brushed with homemade bang bang sauce, cooked in an air fryer. They make for a delicious appetizer or main course and can also be made in the oven!
This Hungarian inspired Beef Paprikash is the ultimate hearty, flavorful meal that is perfect for fall and winter! Using sweet Hungarian paprika, it is best served over egg noodles, rice or mashed potatoes and topped with sour cream and fresh dill.
There are so many types of Chinese vegetables - Bok Choy, Napa Cabbage, Gai Lan and more! Here's what they are and how to cook them!
Unlock the secrets of chic hairstyling with our guide on how to style curtain bangs. Discover expert tips and elevate your look effortlessly!
Unfortunately, not everyone is blessed with good parents, and children of toxic parents know exactly how that feels.
Imagine sitting down to a meal where every bite offers a burst of flavor – that's exactly what you get with our Mexican Chicken with Cheese Sauce. This dish is a perfect harmony of tender, spiced chicken breasts enveloped in a rich, velvety cheese sauce, accented with the subtle kick of green chiles. It's a recipe that promises warmth and satisfaction, inviting you into a world of complex flavors and simple pleasures.
Restaurant quality at home in less than 30 minutes. With tender chicken nestled in a creamy, garlicky white wine sauce, this is one the whole family loves.
Roasted Eggplant Lasagna made with no-boil lasagna noodles and topped with Arugula Pesto. A delicious, healthy vegetarian dinner recipe that is comforting and nourishing. Vegan and GF adaptable.
9 collaborative and board games that teach social skills to kids. Includes recommended ages and what skills are targeted for each game
From northern specialities to Cantonese dim sum classics, this collection of tried and tested recipes showcases the most popular varieties of Chinese dumplings.
This honey-garlic chicken thigh recipe comes with veggies that cook on the same sheet pan as the chicken. Learn how to make this easy weeknight meal.
Looking for fun hand clapping games? Awesome hand clapping songs to teach kids, students or camp attendees, with videos and printable lyrics!
A round-up of easy healthy acid-reflux friendly dinner recipes to keep you eating well with a happy stomach every night of the week!
When I was thinking about what food to write about for the next while and had decided to tell you about food from restaurants in Toronto I had made, I did some research. By research, I mean I pulle…
This is a semi home-made recipe, made with a few store bought ingredients, and put together, for a delicious easy meal! It is uber delicious, and makes for a very filling meal!
A crunchy tasty side dish for your parties and gatherings with countless variations.
In this healthy shrimp recipe, shrimp and broccoli cook quickly in one pot, making it perfect for busy weeknights. Serve over whole grains or rice.
These easy, peanut chicken wraps are a simple and healthy lunch recipe, but they're delicious any time of day. Soft flour tortillas are filled with seasoned chicken, crunchy coleslaw and peanuts with a slightly spicy, homemade sauce.
This delicious skinny slow cooker sweet and sour chicken recipe is Weight Watchers™ friendly and will satisfy your cravings!