Babelnet text classification5/21/2023 ![]() Our algorithm outperforms the existing supervised technique, which used the same dataset. Empirical results obtained on five experimental languages show that categorization with expanded topics shows a very wide performance margin when compared to usage of the original topics. Furthermore, we compare the performance of our classifier with two state-of-the-art supervised algorithms (each for multilingual and cross-lingual tasks) using the same dataset. We compare the performance of the classifier with a model of it using the original class topics. The JRC-Acquis dataset is based on subject domain classification of the European Commission's EuroVoc microthesaurus. The multilabel categorization task uses the JRC-Acquis dataset. We evaluate our categorization algorithm using a multilabel text categorization problem. ![]() The categorization algorithm computes the distributed semantic similarity between the expanded class topics and the text documents in the test corpus. The lexical knowledge in BabelNet is used for the word sense disambiguation and expansion of the topics' terms. In this paper, as a specific contribution to the document index approach for text categorization, we present a joint multilingual/cross-lingual text categorization algorithm (JointMC) based on semantic term expansion of class topic terms through an optimized knowledge-based word sense disambiguation. Considering the semantics of terms is necessary because of the polysemous nature of most natural language words. Term expansion such as query expansion has been applied in numerous applications however, a major drawback of most of these applications is that the actual meaning of terms is not usually taken into consideration. One of these challenges is that the developer is required to have many different languages involved. Besides the rigor involved in developing training datasets and the requirement for repetition of training for different texts, working with multilingual texts poses additional unique challenges. ![]() In Proceedings of 3rd International Workshop on Inductive Reasoning and Machine Learning for the Semantic Web (IRMLeS 2011), Heraklion, Greece, 2011.The majority of the state-of-the-art text categorization algorithms are supervised and therefore require prior training. A Novel Metric for Information Retrieval in Semantic Networks. International Conference on Information and Knowledge Management, 2013, pp. Vazirgiannis, "Graph-of-word and TW-IDF: new approach to ad hoc IR," in CIKM'13: Proceedings of the 22nd ACM. The International Arab Journal of Information Technology (IAJIT), Vol. Word Sense Disambiguation for Arabic Text Categorization. Journal of Theoretical and Applied Information Technology. ≪Arabic Text Categorization: A Comparative Study of Different Representation Modes ≫. "Arabic Text Categorization," The International Arab Journal of Information Technology, Vol. Alsaleem, S., "Automated Arabic Text Categorization Using SVM and NB," International Arab Journal of e-Technology, Vol.and Al-Zubaidi Rania., "A Hierarchical K-NN Classifier for Textual Data," the International Arab Journal of Information Technology, vol. He J., Tan A., and Tan C., "On Machine Learning Methods for Chinese Document Categorization," Applied Intelligence, vol.Ciravegna F., "Flexible Text Classification for Financial Applications: The FACILE System," in Proceedings of the 14th European Conference on Artificial Intelligence, Berlin, Germany, pp.International Journal on Natural Language Computing (IJNLC) Vol. Meryeme Hadni, Said Alaoui Ouatik, Abdelmonaime Lachkar and Mohammed Meknassi (2013)." Hybrid Part-Of-Speech Tagger for Non-Vocalized Arabic Text".BabelNet: The automatic construction, evaluation and application of a wide-coverage multilingual semantic network". Roberto Navigli, Simone Paolo Ponzetto.The International Arab Journal of Information Technology, Vol. Zakaria Elberrichi1, Abdelattif Rahmoun, and Mohamed Amine Bentaalah." Using WordNet for Text Categorization".Baraa Sharef, Nazlia Omar, and Zeyad Sharef," An Automated Arabic Text Categorization Based on the Frequency Ratio Accumulation".
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Release Calendar Top 250 Movies Most Popular Movies Browse Movies by Genre Top Box Office. Director Dee Rees Writers Virgil Williams Dee Rees Hillary Jordan Stars Jason Mitchell Carey Mulligan Jason Clarke See production, box office & company info Watch on Netflix with subscriptionMuddy (2021) on IMDb: Movies, TV, Celebs, and more. Pragabhal under the banner of PK7 Cre MUDDYTwo men return home from World War II to work on a farm in rural Mississippi, where they struggle to deal with racism and adjusting to life after war. Muddy India’s First Off-Road Mud Race movie directed by Dr. Pragabhal under the banner of PK7 Cre MUDDY. Muddy is an adventurous …Muddy India’s First Off-Road Mud Race movie directed by Dr. With Yuvan Krishna, Ridhaan Krishnas, Suresh Anusha, Renji Panicker. Dubbed Movies.Muddy: Directed by Pragabhal. Hindi Dubbed Action Movieᴴᴰ Part 2 | Latest Hollywood Dubbed Movies | Online Release | New Hollywood Hindi Dubbed Movies. 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Muddy (2021) 94 Reviews Hide Spoilers Sort by: Filter by Rating: 2/10 Higher ratings are just fake. Pragabhal under the banner of PK7 CreSaturday, April 22nd, 2023. Muddy movieMuddy, a first-of-its-kind thriller on mud-racing, will be hitting screens worldwide on Decemsimultaneously in six languages. It contractor expenses5/20/2023 ![]() You can deduct training programs, subscriptions, or seminars related to the line of work you’re in. Training and education: The cost of furthering your knowledge as a freelancer can be deducted.Advertising: All advertising costs-including billboards, your website, television commercials, and online advertising-are deductible. ![]()
Deckset transitions5/20/2023 ![]() Many presenters rely too heavily on the glitz offered by the software at the expense of content. The reality is that presentations are deeply ingrained in business and academia. Some influential thinkers, such as Edward Tufte, argue bulleted presentations shouldn’t be used at all. Speeding up the development of a presentation is the focus of this entry.Presentations are used throughout business and academia to transmit ideas. I still love Plaintext / Markdown.There is another requirement of my job that relies just as heavily on bloated software-presentations. I still dislike bloated software packages that get in the way of my final goal. Although technology has changed, some things have not. Now I use Scrivener for all my long-form writing. In 2012, there was no iOS version of Scrivener. Now I use Ulysses for almost all my short-form writing. At the time I wrote the entry there was no Ulysses. The entry was about avoiding the distraction of Microsoft Word and Apple Pages while writing. My workflows have changed since I wrote my entry: “ Why I Use Plaintext” in June 2012. If OBS Studio is open and the plugin is not loading, check out Elgato Stream Deck – Troubleshooting OBS Integration.įor additional support or questions, please get in touch with us at /help. If an effect duration is available, you can customize it directly in Stream Deck or leave it empty to use the default duration. These screenshots will automatically save to the exact location as recorded videos.Īdjust your Transition effect. The resolution of the screenshot is identical to the preview resolution. Tapping the key once will activate the filter tapping it again will turn it off.Ī Screenshot will take a snapshot of the current scene. ℹ️ Studio Mode to be enabled for this action.Ī Filter can be used to toggle a specific filter for a source. Preview is used in Studio Mode to show the next scene, while Program displays the output. Preview to Program sends the current Preview to Program. ![]() Tapping it again will do the secondary Action such as pausing, stopping, or restarting playback. Tapping the key once will play the source. Media Source Control gives you playback control over a media source. ℹ️ To prevent interruptions, we recommend setting the scene collection before going live or recording. Tapping the key once will switch your entire Scene Collection. ℹ️ To configure Replay Duration: OBS Studio > File Menu > Settings > Output > Replay Buffer Tab > Enable Replay Buffer Replay Buffer Save lets you save the last X seconds of video and audio. Open OBS Studio > File Menu > Settings > Output > Replay Buffer Tab > Enable Replay Buffer Tapping the key once will toggle Replay Buffer On or Off. ℹ️ Source Visibility uses the currently selected Scene Collection. If the source is being displayed, then this Action will hide it. If the source is hidden, then this Action will show it. Source Visibility lets you show or hide a Source. Studio Mode lets you toggle OBS Studio Mode On or Off. A Long Press option is available - once enabled, the key needs to be pressed and held for 5 seconds before the Stream begins or ends. Stream lets you Start and Stop a live stream. ℹ️ Pro tip: With many scenes, put them into a folder to stay organized.Īudio Mixer lets you unmute or mute your Source Audio. Ensure a supported format (FLV, MKV, TS, M3U8.) is selected under OBS Studio Recording Settings. ℹ️ Record Pause is not supported on all recording formats. Record Pause lets you pause an active recording. A Long Press option is available - once enabled, the key needs to be pressed and held for 5 seconds before the recording starts or ends. Record lets you start or stop a recording. This article goes over the actions available for OBS Integration and Elgato Stream Deck. 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