Information, Free Full-Text
Por um escritor misterioso
Descrição
The rise of social media as a platform for self-expression and self-understanding has led to increased interest in using the Myers–Briggs Type Indicator (MBTI) to explore human personalities. Despite this, there needs to be more research on how other word-embedding techniques, machine learning algorithms, and imbalanced data-handling techniques can improve the results of MBTI personality-type predictions. Our research aimed to investigate the efficacy of these techniques by utilizing the Word2Vec model to obtain a vector representation of words in the corpus data. We implemented several machine learning approaches, including logistic regression, linear support vector classification, stochastic gradient descent, random forest, the extreme gradient boosting classifier, and the cat boosting classifier. In addition, we used the synthetic minority oversampling technique (SMOTE) to address the issue of imbalanced data. The results showed that our approach could achieve a relatively high F1 score (between 0.7383 and 0.8282), depending on the chosen model for predicting and classifying MBTI personality. Furthermore, we found that using SMOTE could improve the selected models’ performance (F1 score between 0.7553 and 0.8337), proving that the machine learning approach integrated with Word2Vec and SMOTE could predict and classify MBTI personality well, thus enhancing the understanding of MBTI.
![Information, Free Full-Text](https://hsl.osu.edu/sites/default/files/flmngr/inline-images/PubMedfindit_0.png)
How Do I Find The Full Text Of An Article?
![Information, Free Full-Text](https://cdn.paperpile.com/guides/img/pmc-research-database-700x400.png)
The best research databases for healthcare and medicine [Update 2023] - Paperpile
![Information, Free Full-Text](https://ars.els-cdn.com/content/image/1-s2.0-S1532046419301959-ga1.jpg)
Ontology-based clinical information extraction from physician's free-text notes - ScienceDirect
Facts about databases - Human Resources - LibGuides at Southern University
Student: Top Hat Products, Purchases & Refunds
![Information, Free Full-Text](https://slideplayer.com/slide/17048393/98/images/8/Types+of+Information+Library+Databases+Internet+Search+Engines.jpg)
Library Databases v. search engines - ppt download
TM 10-3530-202-24 Operational And Field Maintenance Manual: Sewing Machines For The Repair Of Parachutes And Allied Equipment, Singer Models : United States. Department of the Army : Free Download, Borrow, and Streaming : Internet Archive
![Information, Free Full-Text](https://images.squarespace-cdn.com/content/v1/56cbbb2127d4bdfc9547bf45/2465296f-f9e5-4bff-a745-30590f312f78/FOODMENU_12_8_23-01.jpg)
Brewpub Menu — HOMES Brewery
![Information, Free Full-Text](http://www.lazyscholar.org/wp-content/uploads/2017/12/lazy-lite3-1.png)
Lazy Scholar
![Information, Free Full-Text](https://i.ytimg.com/vi/jLiWNY8WsFo/maxresdefault.jpg?sqp=-oaymwEmCIAKENAF8quKqQMa8AEB-AG-B4AC0AWKAgwIABABGD8gVChlMA8=&rs=AOn4CLAojev2On1ntbQ8dWBg9uMCnizvPA)
PubMed: Get the Full Text
![Information, Free Full-Text](https://blog.gdeltproject.org/wp-content/uploads/2015-gdelt-full-text-search-api.png)
Announcing The GDELT Full Text Search API – The GDELT Project
![Information, Free Full-Text](https://i5.walmartimages.com/asr/3880bc98-b832-465a-8279-8633673c5eae.6bd4b150f476410781c3aa5befe0c0be.jpeg?odnHeight=768&odnWidth=768&odnBg=FFFFFF)
Munch Peanut Gluten Free Candy Bar, Full Size - 1.42 oz
![Information, Free Full-Text](https://www.scribbr.com/wp-content/uploads/2022/09/04-1.png)
AMA Journal Citation
de
por adulto (o preço varia de acordo com o tamanho do grupo)