8 research outputs found
Detecting Fake News Using AI
This project investigates how Artificial Intelligence (AI), specifically supervised machine learning techniques, can be applied to detect and classify fake news with high accuracy. The motivation stems from the widespread dissemination of misinformation on social media, where false narratives often spread faster than verified content. To address this issue, two distinct classification models were implemented and evaluated: one combining TF-IDF vectorization with Random Forest classifier, and another using TF-IDF with Logistic Regression. The TF-IDF technique was used to convert raw textual data into meaningful numerical features, capturing word frequency and relevance within the corpus. Both models were trained and tested on a balanced dataset of true and fake news articles. Their performance was compared based on key metrics such as accuracy, precision, recall, and F1-score. The findings revealed that the Random Forest model consistently outperformed Logistic Regression, particularly when trained on uncleaned (raw) text. This suggests that Random Forest is more robust to linguistic noise, making it a more suitable choice for deployment in real-time fake news detection systems, especially on user-generated content platforms like social media
Dissertatio Inauguralis Juridica De Eo, Quod Circa Divisionem Parentum Inter Liberos Voluntariam Et Necessariam In Franconia Justum Est
Würzburg, Univ., Jur. Diss., 1773Quam ... Praeside ... D.Joanne Christiano Josepho Francisco Ignatio Unger, ... Professore Publico Ac Ordinario ... Paulus Ignatius Ostenberger, Münnerstadianus, ... Author Et Respondens In Auditorio Juridico, ... Die XXV. Auguti MDCCLXXIII.Autopsie nach Exemplar der ULB Sachsen-AnhaltVorlageform des Erscheinungsvermerks: Typis Francisci Ernesti Nitribitt, Universitatis Typographi
Dissertatio Inauguralis Medico-Chirurgica De Spina Ventosa
Prag, Univ., Med. Diss., 1744Quam ... Præside ... D. Joanne Ignatio Mayer de Mayersbach, ... Pro Suprema Doctoratus Medici Laurea Propugnandas exposuit Author & Defendens Franciscus Dutoy Bohemus Pragensis, AA. LL. Philosophiæ Doctor, Medicinæ Candidatus. Annô 1744. Mense Augusto, Die Horis post merid. consu.Titel erstreckt sich über 2 SeitenAutopsie nach Ex. der ULB Sachsen-AnhaltVorlageform des Erscheinungsvermerks: Excudebat Vetero-Pragæ, in Aula Regia, Joannes Norbertus Fitzky, Archi-Episcopalis Typographus
Dissertatio Inauguralis Juridica, Sistens Genuina De Legitimo Juris, Aggratiandi, Usu Principia
Würzburg, Univ., Jur. Diss., 1773Quam, Una Cum Subjunctis Ex Universo Jure Positionibus In Alma ... Wirceburgensi Universitate ... Praeside ... D. Joanne Christiano Josepho Francisco Ignatio Unger ... Consiliario Aulico, Atque In Principali Universitate Herbipolensi Juris Feudalis Et Criminalis ... Professore Publico Ac Ordinario, Facultatis Juridicae h.t. Decano, Pro Suprema Doctoratus In Utroque Jure Laurea ... Submittit Tribus Rigorosis Examinibus Rite Tentatus Et Approbatus Joannes Conradus Jacobus Weis, Comburgensis, Author Et Respondens ... Die XXX. Augusti MDCCLXXIII. ...Vorlageform des Erscheinungsvermerks: Typis Francisci Ernesti Nitribitt, Universitatis Typographi
Epinicia augustissimo principi Leopoldo Ignatio [...] imperatori [...] Buda Hungariæ metropoli postridie kalendas septembris, ejusque arce 23. augusti 1686. vi, ferro & igne expugnatis, triumphanti.
Author from f. A3 rectoVanderhaeghen, F. Bib. gantoise, 1774Europeana-GoogleBook
Reverendissimo et jllustrissimo domino D. Ignatio Avgvstino ex comitibus de Grobendonck [...] Gandensium episcopo undecimo [...] Gandam primùm solenniter ingredienti sexto idus januarias 1680.
Author from f. A6 rectoVingerafdruk: 168004 - # b1 A2 illa : # b2 A3 t$esVanderhaeghen, F. Bib. gantoise ; 14697Europeana-GoogleBook
Illustrissimo ac reverendissimo domino D. Ignatio Augustino ex comitibus de Grobendonck [...] XI. Gandavensium episcopo [...] solenniter in cathedram suam [...] inducto [...] Gandavi, die 8. anni 1680 /
DrukkersmerkVingerafdruk: 168004 - # a1=a2 § o - # 1b1 A2 fere : # 1b2 C - # 2b1 * : # 2b2 *3 caF. *1-6 ontbreken, verkeerd ingebondenVanderhaeghen, F. Bib. gantoise ; 1294Backer-Sommervogel [S.J.] II, 88, 1 (mentions the name of the author; indicates 18 f. and 7 engravings); see also III, 1165, 42Europeana-GoogleBooksVander Haeghen, Ferdinand François Ernes
