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With the increasing number of scientific publications, the analysis of the trends and the state-of-the-art in a certain scientific field is becoming very time-consuming and tedious task. In response to urgent needs of information, for which the existing systematic review model does not well, several other review types have emerged, namely the rapid review and scoping reviews.
The paper proposes an NLP powered tool that automates most of the review process by automatic analysis of articles indexed in the IEEE Xplore, PubMed, and Springer digital libraries. We demonstrate the applicability of the toolkit by analyzing articles related to Enhanced Living Environments and Ambient Assisted Living, in accordance with the PRISMA surveying methodology. The relevant articles were processed by the NLP toolkit to identify articles that contain up to 20 properties clustered into 4 logical groups.
The analysis showed increasing attention from the scientific communities towards Enhanced and Assisted living environments over the last 10 years and showed several trends in the specific research topics that fall into this scope. The case study demonstrates that the NLP toolkit can ease and speed up the review process and show valuable insights from the surveyed articles even without manually reading of most of the articles. Moreover, it pinpoints the most relevant articles which contain more properties and therefore, significantly reduces the manual work, while also generating informative tables, charts and graphs.
Supplementary Materials for the paper Tshitoyan et al. "Unsupervised word embeddings capture latent knowledge from materials science literature", Nature (2019).
In a nutshell, it is a type of statistical model used for tagging abstract “topics” that occur in a collection of documents that best represents the information in them.
Many techniques are used to obtain topic models. This post aims to demonstrate the implementation of LDA: a widely used topic modeling technique.
pyLDAvis is a python library for interactive topic model visualization. It is a port of the fabulous R package by Carson Sievert and Kenny Shirley. They did the hard work of crafting an effective visualization. pyLDAvis makes it easy to use the visualiziation from Python and, in particular, Jupyter notebooks.
To learn more about the method behind the visualization, it is possible to read the original paper explaining it.
This notebook provides a quick overview of how to use pyLDAvis.
People and assets can be located programmatically. Estimote's invisible technology makes things happen magically in the right place and at the right time.
Revised and tested several options, the conclusion is to use shaarli.
Tips for writing effective emails avoiding misunderstandings, with examples from the software development world.
Uncover the key differences between amateurs and professionals that make a difference and improve the prospects of success.
McFly replaces your default ctrl-r Bash history search with an intelligent search engine that takes into account your working directory and the context of recently executed commands. McFly's suggestions are prioritized in real time with a small neural network.
This article introduces how to build a Python and Flask based web application for performing text analytics on internet resources such as blog pages. To perform text analytics I will utilizing Requests for fetching web pages, BeautifulSoup for parsing html and extracting the viewable text and, apply the TextBlob package to calculate a few sentiment scores.
Anonymization has been the main means of addressing privacy concerns in sharing medical and socio-demographic data. Here, the authors estimate the likelihood that a specific person can be re-identified in heavily incomplete datasets, casting doubt on the adequacy of current anonymization practices.
It's not qmail. It's also not netqmail.
notqmail is a community-driven fork of qmail. notqmail begins where netqmail left off: providing stable, compatible, small releases to which existing qmail users can safely update. notqmail also aims higher: developing an extensible, easily packaged, and increasingly useful modern mail server.
The Companion Website for C++ Crash Course
The Blog of Josh Lospinoso
A distributed data community. Dat is a nonprofit-backed community & open protocol for building apps of the future.
Use Dat command line to share files with version control, back up data to servers, browse remote files on demand, and automate long-term data preservation.
After 6 years, I removed Docker from all my home servers. apt purge -y docker-ce Why? This was triggered by a recurring incident I faced where the Docker daemon was using 100% CPU on multiple cores…
The images allow to easily, visually take in what a sorting algorithm did over time, as it took the list from an unsorted, random state to a completely sorted state. On the horizontal axis, we have a list of numbers, represented as a single line of colors. On the vertical axis, there is time. From the top of the image to the bottom of the image, there is the list of numbers (the line of colored pixels) from a random ordering to a “sorted” rainbow line, by applying each kind of sorting algorithm one step per row.
We, the Terminal-savvy people, do not like to leave the comfort of the command line and go somewhere else to do our activities. We always find ways to do all our stuff right inside the Terminal. Why should listening to
While envisioning the darkest of futures and grappling with mortality, the English writer retreated to an idyllic Scottish isle to write Nineteen Eighty-Four