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![]() Part 1: Introduction to Recommender Systemsġ An Introduction to Basic Concepts on Recommender Systems 3 Pooja Rana, Nishi Jain and Usha Mittal 1.1 Introduction 4 1.2 Functions of Recommendation Systems 5 1.3 Data and Knowledge Sources 6 1.4 Types of Recommendation Systems 8 1.4.1 Content-Based 8 1.4.1.1 Advantages of Content-Based Recommendation 11 1.4.1.2 Disadvantages of Content-Based Recommendation 11 1.4.2 Collaborative Filtering 12 1.5 Item-Based Recommendation vs. ![]() Library of Congress Cataloging-in-Publication Data ISBN 978-7-5 Cover image: Pixabay.Com Cover design by Russell Richardson Set in size of 11pt and Minion Pro by Manila Typesetting Company, Makati, Philippines Printed in the USA 10 9 8 7 6 5 4 3 2 1Ĭontents Preface xix Acknowledgment xxiii Further, readers should be aware that websites listed in this work may have changed or disappeared between when this work was written and when it is read. Neither the publisher nor authors shall be liable for any loss of profit or any other commercial damages, including but not limited to special, incidental, consequential, or other damages. You should consult with a specialist where appropriate. ![]() The advice and strategies contained herein may not be suitable for your situation. This work is sold with the understanding that the publisher is not engaged in rendering professional services. The fact that an organization, website, or product is referred to in this work as a citation and/or potential source of further informa tion does not mean that the publisher and authors endorse the information or services the organiza tion, website, or product may provide or recommendations it may make. No warranty may be created or extended by sales representa tives, written sales materials, or promotional statements for this work. Wiley Global Headquarters 111 River Street, Hoboken, NJ 07030, USA For details of our global editorial offices, customer services, and more information about Wiley products visit us at Limit of Liability/Disclaimer of Warranty While the publisher and authors have used their best efforts in preparing this work, they make no rep resentations or warranties with respect to the accuracy or completeness of the contents of this work and specifically disclaim all warranties, including without limitation any implied warranties of merchant- ability or fitness for a particular purpose. Advice on how to obtain permission to reuse material from this title is available at. No part of this publication may be reproduced, stored in a retrieval system, or transmitted, in any form or by any means, electronic, mechanical, photocopying, recording, or otherwise, except as permitted by law. This edition first published 2020 by John Wiley & Sons, Inc., 111 River Street, Hoboken, NJ 07030, USA and Scrivener Publishing LLC, 100 Cummings Center, Suite 541J, Beverly, MA 01915, USA © 2020 Scrivener Publishing LLC For more information about Scrivener publications please visit All rights reserved. Sachi Nandan Mohanty, Jyotir Moy Chatterjee, Sarika Jain, Ahmed A. Recommender System with Machine Learning and Artificial Intelligence Practical Tools and Applications in Medical, Agricultural and Other Industries Edited by Publishers at Scrivener Martin Scrivener ( ) Phillip Carmical ( ) Submission to the series: Please send book proposals to and/or The objective of the series is to compile all aspects of biomedical science and healthcare informatics, from fundamental principles to current advanced concepts. This series also introduces various types of machine learning tasks in the biomedical engineering field from classification (supervised learning) to clustering (unsupervised learning). Machine learning tasks are typically classified into two broad categories depending on whether there is a learning “label” or “feedback” available to a learning system: supervised learning and unsupervised learning. Machine Learning in Biomedical Science and Healthcare Informatics Series Editors: Vishal Jain and Jyotir Moy Chatterjee In this series, the focus centers on the various applications of machine learning in the biomedical engineering and healthcare fields, with a special emphasis on the most representative machine learning techniques, namely deep learning-based approaches. Scrivener Publishing 100 Cummings Center, Suite 541J Beverly, MA 01915-6106 Recommender System with Machine Learning and Artificial Intelligence Perhaps the most recent dark horse candidate was Bill Clinton, who overcame a field of more favoured candidates to win the Democratic nomination in 1992 and became President in 1993. The expression is still used in this way today. ![]() The expression soon began to be applied to political candidates who unexpectedly won elections. Opting for the 700A equipment group is also 500 more expensive than the current Mach 1 at 2,595, though other options including the Appearance Package. Then he would enter it into a race and, to the surprise of the locals, his horse would win the race and he would pocket the prize money.īenjamin Disraeli used the idea of a dark horse outsider winning a race in his 1831 novel The Young Duke. Stranger Things Dark Horse Digital Comics Want to buy a gift for a friend Just swipe the buy button aside to reveal the gift button 1.99 Buy as Gift Stranger Things Whats New in Stranger Things See All Previous Next Stranger Things: Omnibus 17.99 Buy as Gift Stranger Things Omnibus Volume 1 11. The 2024 Ford Mustang Dark Horse will start out at 57,970, which is 1,400 more than the current range-topping pony car (following the departure of the GT500), the 2023 Mustang Mach 1. He would arrive in a strange town and pretend that his horse was just an ordinary pack horse. The origins of the expression are often attributed to a 19th century American horse-owner who raced a black stallion. La pel·lícula comença amb ell caminant per un carrer sota la pluja, abans dentrar a una botiga dantiguitats i jugar una partida descacs amb ell mateix. Dark Horse works to change the arts landscape by creating more opportunities for actors with learning disabilities and as part of our commitment to pursuing. “someone who wins a race, competition, election etc. The Dark Horse està basat en la història de la vida real de Genesis Potini, un brillant jugador descacs de Nova Zelanda que patia un sever trastorn bipolar. ![]() “someone with a secret, especially a secret ability, skill or achievement, that surprises you when you finally discover it”Ģ. Founded by George Harrison in 1974, Dark Horse Records is home to Ravi Shankar, Joe Strummer, Billy Idol, Attitudes and more. ![]() The Macmillan English Dictionary for Advanced Learners defines the expression a dark horse thus:ġ. Sustainable Development and Global Citizenship. ![]() Whether you choose the top pick or any other option from our list, the benefits of regular massage therapy far outweigh the cost. In the end, investing in a quality massage gun is a wise decision for anyone looking to take their fitness and recovery to the next level. The product is fairly straightforward, with two speeds, two massage directions, and the choice to add heat its ease of use was a feature our testers loved. ![]() With its exceptional value and performance, it is a smart investment for anyone looking to enhance their recovery routine. Best palm compression intensity options: HoMove Hand Roller Massager. The impulse massager can be used for neck massage, back massage and more. As a perk, the massager also comes with a manual finger massager. Though you can only massage one hand at a time, it's compact and portable, weighing only 2.3 pounds. Best for finger massages: Lunix LX3 Cordless Hand Massager. With six massage modes, the massager can localize on your wrist, fingers, and palm, or full hand. They are also versatile and can be used to deal with other pains on the body. Electric pulse neck massager review: Specification Material: ABS + silicone + stainless steel + magnetic Power: Built-in lithium ion battery Pulse frequency: 0Hz-1000Hz Pulse width: 20us-400us Size (L x W): 18 x 11.5cm Weight: 150g Color: Blue + pink Electric neck massager reviews: Features 50 DISOUNT. The massagers work by eliminating pains associated with the muscles nerves. They are a great product to have at home after a long day. ![]() Not only is it affordably priced, but it also boasts advanced features like a powerful motor, quiet operation, long battery life, and convenient portability. Best for battery life: Purology LXB Hand Massager. Electronic pulse massagers are quite good at relieving muscular pains. Our list of massage guns includes options to suit all budgets, and each one is designed to provide a deep tissue massage experience that is both effective and enjoyable.Īmong our top picks, the Pulse Atlas massage gun stands out as the best option. In conclusion, while the Theragun remains a popular choice among percussion massagers, there are several affordable alternatives available in 2022 that can deliver great results for pain relief and muscle recovery. ![]() The 45° plot points appear to vary randomly about their target value. This indicates that the actual spring-back on 30° bends is greater than the established 8.2° target value. Short run Xbar chart: All 11 30° plot points fall above the centerline and five fall above the UCL. There appear to be no visible patterns or trends that consistently appear across all bend angles collectively. Each pattern appears to be unique to each bend angle. The 90° plot points all fall below the centerline. The 45° plot points appear to be behaving randomly. Ĭhart Interpretation Short run range chart: Three 30° plot points fall above the XJCL and are an indication that the variability for the 30° bends is greater than expected. Spring-back short run Xbar-R control charts. Spring-back data including short run plot point calculations. All measurements are plotted on the same short run Xbar-R chart.ĭata Collection Sheet Table 2. Sampling continues in the same manner as before. Next, the machine is set up to run 30° angles and so on. Five consecutive spring-back measurements are taken every hour until the job is complete. The hydroform machine is initially set up to bend 45° angles. InfinityQS ® solutions-ProFicient™ and Enact ®-automate chart creation and help you optimize processes faster. This example provides a deep dive into the manual calculations behind the short run Xbar-R chart. Note: The target X values are based on engineering nominal values and the target R values are based on historical quality records. Spring-back target values and specifications for three types of angles. Table 1 shows the spring-back target values and specifications. The production foreman wants to use one control chart to monitor the spring-back behavior of all three types of angles. The average spring-back and standard deviations are different for each angle. In this case, the desired resultant sheet metal angles are 30°, 45°, and 90°. To counteract the spring-back effect, the form tool angle exceeds the desired angle. When the metal is bent on the form tool, it springs back a few degrees when the pressure is released. This is done by compressing a piece of sheer metal between a rubber pad and a form tool. Case DescriptionĪ hydroform is used to form angles in sheet metal. Example of sheet metal spring-back after hydroform operation. Review the following example-an excerpt from Innovative Control Charting 1-to get a sense of how a short run Xbar-R chart works.įigure 1. Short run X-bar and range (Xbar-R) charts can help you identify changes in the averages and range of averages of multiple characteristics-even those with different nominals, units of measure, or standard deviations-in limited production runs. Process Capability (Cp) and Performance (Cpk) Chart.Individual X-Moving Range (IX-MR) Chart.SPC Glossary: Quality Management Reference.Capability and Cpk Manufacturing Charts.Statistical Process Control (SPC) Implementation.How to Choose a Manufacturing Quality Intelligence Platform.How to Sell Your Quality Management Plan.How to Use Quality Metrics to Improve Quality Management in Manufacturing.Quality Management Principles to Build Your Discipline.Digital Transformation in Manufacturing: The Role of Quality.Elevating the Importance of Quality Control in Manufacturing.Dynamic Remote Alarm Monitoring Service (DRAMS).ProFicient on Demand-Dedicated Subscription.Note: If the subgroup size exceeds 10, the range chart is replaced by a chart of the subgroup standard deviation, or S chart. Evaluate the stability of the Range Chart before drawing any conclusions about the Averages (X-bar) Chart - if the Range Chart is out of control, the control limits on the Averages Chart will be unreliable. Plot the X-bar and R values for each subgroup on their respective charts. The upper and lower limits for the X-bar chart are calculated as:Īgain, A 2 is the SPC constant to get the 3 sigma control limits for the X-bar chart corresponding to the given subgroup size.Ĥ. Where D 3 and D 4 are SPC constants to get the 3 sigma control limits corresponding to the given subgroup size.ģ.Ĝalculate the control limits for the X-bar chart: the average of all the subgroup averages, or X-bar-bar, is the centerline. The upper and lower limits for the R chart are calculated as: The procedure to construct the chart is as follows :ġ.Ĝalculate the average (X-bar) and range (R) for each subgroup.Ģ.Ĝalculate the control limits for the R chart: the average range, R-bar, is the centerline. The chart shows that the process is stable, but the process mean is well above the target of 8 oz., the reasons for which need further investigation. Data were collected over twenty hours of operation consisting of a subgroup of 5 observations per hour and an X-bar and R chart was created. A cereal manufacturer was concerned that the packaging line was overfilling the 8.0 oz. ![]() The most hated stocks are crushing Wall Street in 2023 - so farĮSG, ‘dirty money’ and tax benefits: Customized ‘direct-indexing’ portfolios aren’t just for the rich anymore. SVB’s sudden collapse wasn’t a social media triggered ‘Twitter run.’ It’s what people always do when their money is threatened. DOGE-USD - Dogecoin USD Bitcoin, Ether, Forkast 500 NFT index close lower on the day Bitcoin, Ether fall Litecoin is biggest loser of day 3 Underdog Cryptos. How Dogecoin works DOGE is a coin running on its own proof-of-work (PoW) blockchain, with miners running the network. ![]() Would it be fair to ask him to pay all of my household expenses? ‘I’m considering a prenup’: My fiancé is moving to the U.S. Instead of banning TikTok, Congress should do their actual job Pennsylvania chocolate factory explodes 5 dead, 6 missing The StormGain Live Dogecoin Price Index provides the latest DOGE price in Tethers (USDT) using an average from the worlds leading exchanges. Dogecoin Jumps 8, Bitcoin Slips Below 23K (Market Watch). 2022 Watch On Twitter Facebook Newsletters Sign up for our newsletters Learn More The Airdrop Your weekly wrap of Web3 news and trends. - The live price of DOGE is 0.07009 per (DOGE / USD) today with a current market. The bank panic of 2023 could be just what the stock market needs to make money for investors again CoinDesk at CES 2023 NEAR TO IMPOSSIBLE I.D.E.A.S. Debate over expanding deposit insurance weighs on bank stocks. ![]() You can install any of the below MAME Emulators on your mac device and enjoy your favorite classic retro games All you have to do is to download the file, follow the instructions and download any rom and run it directly to your mac. Fácilmente expande 3 puertos USB 3.0 para su portátil, ultrabook o sobremesa y disfrutas de la 5Gbps velocidad de transferencia siendo aún más productiva. Here is the list with the best MAME Emulators for mac devices. But the times they do startup fine, they run perfectly with no further unexpected quits during gameplay (just the volume issue). Y Hub USB E 3.0, 3 Ps USB 3.0 USB Hub E A 10/100/1000 Mbps Gt E Ws XP/ 8/7/ V),2003/2000,Mac OS X, L: Eó . In MAMEUI or MAME Plus: open Options (at the top), then Default Game Options, select the Game Controllers tab and set your Default input layout to X-Arcade from the drop-down list (for trackball use also click the box to Enable Mouse Support ). I've also noticed that those same select games that play at lower volumes are the same that occasionally unexpectedly quit at the startup. MAME OS X is a native Mac OS X port of MAME, designed to take full advantage of OS X-specific optimizations. I don't know if it's something easy to do, but I don't remember differences in audio levels in the past using macmame. If not, I think this would be a great thing to implement. Descargar MAME OSX MacOS OpenEmu Es un proyecto experimental de código abierto para disfrutar de los mejores juegos de antaño desde los equipos MacOS. ![]() Is there an option I'm overlooking (similar to iTunes soundcheck) that will make all games the same level. Is there a sure way to keep these ROMs "favorited" at startup?Īnother question/suggestion I have is I've noticed that some games audio is much much lower than others. To remedy this in the meantime, I've tried simply "favoriting" the ROMs I do have, but they won't all stay in the favorite list. One questions I have is whether or not their is an option to consolidate the list to only the ROMs stored in the ROMs folder? ![]() First, I'd like to thank you for keeping this going. ![]() Word then uses Microsoft’s Bing search engine to do a search on the word or phrase and displays the results in the a pane that appears on the right side of the screen. Right-click a word, or highlight a group of words and right-click them, and from the menu that appears, select Smart Lookup. Microsoft Office 365 ProPlus Greek (309)Įnter your email address to subscribe to this blog and receive notifications of new posts by email.Of 2 Use Smart Lookup for quick online researchĪnother new feature, Smart Lookup, helps you do research while you’re working on a document.Microsoft Office 365 ProPlus English (308).Instead of navigating to the actual Wikipedia web page and searching what we want, and then selecting it and copying it, and moving back to our Word Document, with this Add-In we have everything at ‘our feet’.īelow you can check out the video describing the Wikipedia Add-In for Microsoft Word 365.ĭon’t forget to subscribe to My YouTube Channel. Once the Insert command is selected, the selected information is inserted in our Word Document among with the Source as we can see below.Ī very useful Add-InI believe. Once the information is selected, on top of the selected area, a plus sign appears among with the Insert command as shown. Once we have found what we are interested in, and we want to insert the information in our Word Document, we must select the information that we need as shown below. Whatever we want to display, it is up to us. In the Wikipedia task pane, we notice at the top of the results the following categories, where we can select what we want in order for it to be displayed in the task pane: Then, I pressed the search button and straight away the results appear in the Wikipedia task pane. In the following image, I have typed in the Wikipedia Search Box the criteria “ Greece” in order to search for. We also have the familiar with the web page Wikipedia search box, where we just type in what we want to search for. In the image below, we notice the Add-In task pane at the right of our window, where we can notice that the name of the task pane now is Wikipedia. For this post, I have activated the Trust This Add-In button to activate the Wikipedia Add-In. If we agree, we activate the Trust This Add-In button and if we are not sure we activate the See Details button for more information. If You Trust It, It Will Have Access To The Contents Of Any Documents Where This Add-In Is Included. The first time we use the Wikipedia Add In, we are informed with the following information: Once selected the Add-In task pane appears at the right of our screen. ![]() We must select the Insert tab and from the area of the ribbon named Add– Ins, we select the Wikipedia Add-In as shown in the image below. In order to find out, how to use it, is just to follow the steps below. Well, this website Wikipedia is now available also in Microsoft Word 365 as an Add-In. I believe that is a very useful and powerful website. I believe that almost everyone has used it to search for something. I believe everyone is familiar with Wikipedia. Wikipedia’s articles provide links designed to guide the user to related pages with additional information. The name “Wikipedia” is a portmanteau of the words wiki (a technology for creating collaborative websites, from the Hawaiian word wiki, meaning “quick”) and encyclopedia. Definition of Wikipedia: Wikipedia (Listeni/ˌwɪkᵻˈpiːdi.ə/ or Listeni/ˌwɪkiˈpiːdi.ə/ WIK-i-PEE-dee-ə) is a multilingual, web-based, free-content encyclopedia project supported by the Wikimedia Foundation and based on a model of openly editable content. ![]() I am not sure but I think Bytescribe and Expresscribe are similar. Can you get them to play in Media Player? That could help isolate some of the problem. How about downloading a trial version of Wavplayer from Bytescribe (or other wav player).smĪnd see if the. Has anyone else ever been told this? Sounds like a rip off to me. They told me after three installs, even if I buy a new computer, I have to buy the program all over again, at $100 a pop. wavplayer will play the DSS files from Olympus.ĭoes anyone know about a 3-limit install on DocShuttle, Wavplayer and other Bytescribe products? sm So, IMO, it was not money well spent, especially when I found that Express Scribe was free and worked very well for me.īytescribe wavplayer will play DSS files.īytescribe. This becomes a problem if you're using a second computer, such as laptop for travel when you eventually have to replace your computer (as I do about every 2 years), you're out of luck after the third install.īytescribe does say that you can work around that with something called a dongle-problem is they don't advertise it and I didn't know about it after the third install. You are only permitted three installations before you have to purchase another license. No, I'm talking about Bytescribe WavPlayer. It does it automatically when it loads the voice file. You could call Bytescribe and ask them if it will convert DVF files to Wav files. The DSS files on the WavPlayer were alittle garbled on slow or fast speed so this converts them to Wav files, which plays better. I use it so the voice files will sound better. ![]() Other related messages found in our databaseīytescribe has a version of Wavplayer that willĬonvert DSS to Wav files. To view latest messages and participate in discussions, select Thanks! I will look into both of these.I love my Bytescribe.very versatile!- nm - Laura E.Well, maybe I explained it wrong - A Texan.For a while I used a splitter in the back for my speakers and headphones- sm - Laura E.I am a little confused by your post.what do you mean by it does not - sm - Laura E.The best wavplayer can be found inexpensively.Does anyone know what kind of speakers I need to get, or do I need to drag the foot pedal into the store with me to try it out?Ĭomplete Discussion Below: marks the location of current message within thread I have a Bytescribe wavplayer, but it doesn't fit into my speakers. In Reply to: What's the best wavplayer? - LH Serving Over 20,000 US Medical Transcriptionistsīytescribe wavplayer Posted By: A Texan on Gab Board Politics Comedy Stop Health Issues Flags indicating the status appear by each file in the DocShuttle window.Main Board Job Seeker's Board Job Wanted Board Resume Bank Company Board Word Help Medquist New MTs Classifieds Offshore Concerns VR/Speech Recognition Tech Help Coding/Medical Billing All file transfers are securely encrypted. Files are transferred between FTP server and local PC by dragging and dropping files between the window panes. ![]() The lower pane displays files that reside on the local PC. ![]() The top pane of the DocShuttle window displays files that reside on an Internet FTP server. Each DocShuttle module has a simple user interface. Everything is automatically uploaded, downloaded, marked and organized for optimum efficiency and reliability. The Bytescribe model provides all the essential pieces necessary for dictators, transcriptionists and administrators.ĭocShuttle was designed specifically for transcriptionists, dictators and workflow administrators. It is affordable and it utilizes the many advantages of using the Internet to transfer and manage voice files. Bytescribe has worked with many transcription companies to develop this system. The Bytescribe model is simple, secure and it works well. DocShuttle Internet Transcription Software is a complete solution for managing transcription workflow. ![]() LinkedIn profile “about” section as a personal summary.Impactful headline that conveys your personal brand.Professionally shot LinkedIn profile photo and profile header image.Here are 10 aspects to think carefully about: When you hit that profile button and contemplate the messages that your LinkedIn profile is sending out to potential new employers or freelancing clients, are you happy with what you read?įirstly, let’s consider the essential elements of a good LinkedIn profile page. How to Create a Powerful LinkedIn Profile: 10 Tips What does it contain and how do you go about creating one? Read the blog below for tips and examples. Statement of qualifications: What is it and do I need one?Ī statement of qualifications may be a required part of your job application or a choice you make about how best to present your skills. If you take the time to create a good one, you never know which opportunities might come your way. To start with, you have to create a LinkedIn profile. It is true that historically manual professions such as plumbers or less senior roles such as telemarketers have not been so visible on LinkedIn, but today if you are a tradesman looking to increase your brand or an early career professional looking for education, LinkedIn is a treasure trove of opportunity for everyone. ![]() Recruiters and hiring managers will source on a variety of platforms and social media and your activity on Facebook and Twitter will certainly carry some weight, but LinkedIn is where the job search social brand should live for any corporate job seeker. Recruiters go there to find potential candidates employers are actively promoting their brands and it is by far the best social media platform for a job seeker. LinkedIn is the social media network for professionals.
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